{"meta":{"query_hash":"156d65d20775","filters":{"topic":"Wireless Networks and Protocols"},"cohort_total":784,"direct_labels_cover":0,"predictions_cover":784,"exported":784,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/156d65d20775","api":"https://metacan.xera.ac/api/v1/cohort?topic=Wireless+Networks+and+Protocols"},"results":[{"id":"W143958312","doi":"10.1007/978-1-4614-6602-4_4","title":"Service Differentiation over Ad Hoc WLANs","year":2013,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Wireless ad hoc network; Controller (irrigation); Service (business); Token bucket; Vehicular ad hoc network; Scheme (mathematics); Access control; Data as a service; Distributed computing; Security token; Telecommunications; Wireless","score_opus":0.018236055697644794,"score_gpt":0.23825981224148587,"score_spread":0.22002375654384107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W143958312","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.063986,0.022482561,0.8406428,0.0010558063,0.001315483,0.00012188381,0.000074699026,0.0016684607,0.06865239],"genre_scores_gemma":[0.81991863,0.017071314,0.10585319,0.0003690615,0.0011505873,0.00009948499,0.00020640051,0.0001956182,0.055135727],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999705,0.000060913593,0.000018812543,0.000041655458,0.00012060513,0.000052984666],"domain_scores_gemma":[0.9995184,0.00024532038,0.000026648262,0.000058209374,0.00011006093,0.00004127041],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005847201,0.00064295536,0.00051482604,0.000650059,0.0004040412,0.0011747153,0.0007752506,0.00044063147,0.0028210296],"category_scores_gemma":[0.0010106426,0.0002806096,0.00015873199,0.0010422852,0.00061813666,0.0012225605,0.00088508485,0.0012221809,0.0009992298],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002618313,0.00014445143,0.00059459975,0.00035796425,0.000030049023,0.00035960544,0.00035368692,0.045409214,0.035018444,0.2621454,0.0086963,0.6466285],"study_design_scores_gemma":[0.000084517975,0.0004747062,0.00086028554,0.00021183316,0.000099459816,0.0016098322,0.00032820943,0.49954915,0.022472495,0.3195645,0.15465912,0.00008598643],"about_ca_topic_score_codex":0.000523151,"about_ca_topic_score_gemma":0.0005887468,"teacher_disagreement_score":0.0028210296,"about_ca_system_score_codex":0.0007610908,"about_ca_system_score_gemma":0.00036726624,"threshold_uncertainty_score":0.009437263},"labels":[],"label_agreement":null},{"id":"W1479902992","doi":"10.1109/wimob.2005.1512866","title":"Adaptive approach for QoS support in IEEE 802.11e wireless LAN","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Computer network; IEEE 802; Quality of service; IEEE 802.11e-2005; Wireless Multimedia Extensions; Service set; Inter-Access Point Protocol; Throughput; Wireless network; IEEE 802.11; Window (computing); Bandwidth (computing); Local area network; Wi-Fi; Wireless; Wi-Fi array; Telecommunications","score_opus":0.02445004391936289,"score_gpt":0.25133836226945583,"score_spread":0.22688831835009293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1479902992","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12773223,0.0018868297,0.86192524,0.00040030616,0.00018846906,0.00012388507,0.00002431417,0.0013569966,0.0063616894],"genre_scores_gemma":[0.8417133,0.00079234043,0.1537624,0.0002514689,0.000118850214,0.000072747076,0.000051383555,0.00003919664,0.0031984535],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99954337,0.00010050499,0.00003461181,0.000063292624,0.00019593374,0.00006241276],"domain_scores_gemma":[0.9994696,0.00019681666,0.000049750328,0.00010120071,0.00015712797,0.000025496154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057727576,0.0002795948,0.00019348896,0.00045044287,0.00033808415,0.00053666654,0.0008481757,0.00050705817,0.0010132529],"category_scores_gemma":[0.0016313834,0.00014404104,0.00014067248,0.0003657746,0.00039112367,0.000958981,0.000599914,0.00094918546,0.00026320244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041054972,0.00031440827,0.0028336458,0.00018163734,0.00004091822,0.0006324382,0.0005726551,0.03943175,0.33241272,0.034843877,0.0023469536,0.5859785],"study_design_scores_gemma":[0.00011517369,0.00085888803,0.004668943,0.000072215866,0.00007755031,0.0022503084,0.0003131319,0.7576775,0.17663597,0.021527976,0.035668477,0.00013394382],"about_ca_topic_score_codex":0.00056426256,"about_ca_topic_score_gemma":0.00066785177,"teacher_disagreement_score":0.0010132529,"about_ca_system_score_codex":0.00029419098,"about_ca_system_score_gemma":0.00027038789,"threshold_uncertainty_score":0.0033896565},"labels":[],"label_agreement":null},{"id":"W1481274137","doi":"10.1023/a:1019130823870","title":"Scheduling of real‐time traffic in IEEE 802.11 wireless LANs","year":2000,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":79,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Computer science; Computer network; Asynchronous communication; Distributed coordination function; Access control; Network packet; Wireless network; Wireless; Protocol (science); Network allocation vector; IEEE 802.11; Distributed computing; Telecommunications","score_opus":0.011181004358788006,"score_gpt":0.2389932913511009,"score_spread":0.2278122869923129,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1481274137","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4917767,0.002611312,0.4927793,0.0009396801,0.0008366432,0.00014179926,0.00014962483,0.0017589043,0.009006127],"genre_scores_gemma":[0.97534096,0.00040128027,0.021182619,0.00007164438,0.0001697762,0.000043102827,0.00009911141,0.00009178132,0.0025996664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998665,0.0004659917,0.000114813694,0.00017019188,0.0003262109,0.00025791532],"domain_scores_gemma":[0.9957677,0.002139106,0.00041355193,0.0005392322,0.0008204435,0.0003199473],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027022543,0.0005396,0.00050805265,0.00071502564,0.0010002409,0.0016799403,0.0012922364,0.0005504726,0.0017148628],"category_scores_gemma":[0.006457261,0.00048377019,0.00019571705,0.00060775666,0.0007693824,0.001657983,0.00056479394,0.00085214555,0.00036880933],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033463107,0.00063010043,0.0050626374,0.00036203695,0.0001327738,0.0004662515,0.0011354795,0.57350415,0.0631673,0.060767487,0.011300491,0.280125],"study_design_scores_gemma":[0.000057984744,0.00023054899,0.0007853975,0.000015267122,0.000028560547,0.00010812984,0.0001507672,0.97096014,0.011056873,0.011536078,0.0050417073,0.000028642895],"about_ca_topic_score_codex":0.0023291404,"about_ca_topic_score_gemma":0.002777485,"teacher_disagreement_score":0.0027022543,"about_ca_system_score_codex":0.0012389666,"about_ca_system_score_gemma":0.0010896153,"threshold_uncertainty_score":0.014291048},"labels":[],"label_agreement":null},{"id":"W1481470674","doi":"10.1007/0-387-23150-1_6","title":"Selective Active Scanning for Fast Handoff in WLAN using Sensor Networks","year":2005,"lang":"en","type":"book-chapter","venue":"IFIP International Federation for Information Processing/IFIP","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Handover; Computer science; Quality of service; Latency (audio); Wireless sensor network; Link layer; Telecommunications; Network packet","score_opus":0.027170469193206245,"score_gpt":0.2927065634812533,"score_spread":0.26553609428804703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1481470674","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054093517,0.0065134387,0.92175305,0.00028407722,0.00030946618,0.000100111065,0.00008402073,0.0017938813,0.01506837],"genre_scores_gemma":[0.7764957,0.003775032,0.20106108,0.00016774479,0.00018511906,0.000111074994,0.0002033624,0.0001974386,0.017803501],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998161,0.000032898817,0.000008769049,0.000026805536,0.000089516994,0.000025903972],"domain_scores_gemma":[0.99974006,0.0001464275,0.000015213561,0.000041704538,0.000045170145,0.000011398962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000379031,0.00039847495,0.00042283387,0.00042799828,0.0003218192,0.0005844755,0.0009611195,0.0004902881,0.002238528],"category_scores_gemma":[0.0005112959,0.00032071536,0.00022760475,0.000445673,0.00029587361,0.0010049714,0.0005487292,0.000730964,0.00047549247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005245175,0.00015169907,0.0010685682,0.00036820836,0.00006953846,0.00033355106,0.00027989197,0.039588574,0.3082092,0.03175917,0.008390539,0.60925645],"study_design_scores_gemma":[0.00006089771,0.00056565803,0.0023594026,0.000093335664,0.0001270547,0.0010179824,0.00018838685,0.8098124,0.12901972,0.021025294,0.035663903,0.00006597869],"about_ca_topic_score_codex":0.00040815322,"about_ca_topic_score_gemma":0.0011259699,"teacher_disagreement_score":0.002238528,"about_ca_system_score_codex":0.00025532025,"about_ca_system_score_gemma":0.0002625901,"threshold_uncertainty_score":0.007488668},"labels":[],"label_agreement":null},{"id":"W1483431935","doi":"10.1002/wcm.1252","title":"IEEE 802.11 medium access control enhancements based on simultaneous multiple‐input multiple‐output bandwidth sharing","year":2012,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"National Plan for Science, Technology and Innovation","keywords":"Computer science; MIMO; Computer network; Bandwidth (computing); Distributed coordination function; Throughput; Bottleneck; Spectral efficiency; Channel (broadcasting); Wireless; IEEE 802.11; Telecommunications; Embedded system","score_opus":0.03630323672239911,"score_gpt":0.30840730782131914,"score_spread":0.27210407109892004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1483431935","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22449918,0.0026952145,0.7469467,0.000768617,0.00082640944,0.00025658944,0.00009865827,0.002387116,0.021521444],"genre_scores_gemma":[0.96969026,0.00035152803,0.027810644,0.000107220934,0.00011212572,0.00008062084,0.000045204786,0.000014102927,0.0017882567],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99858886,0.00045224946,0.000101321195,0.00014430065,0.00053760834,0.00017572672],"domain_scores_gemma":[0.9972801,0.0007522349,0.00038986333,0.00039021857,0.0010999276,0.00008767372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002012084,0.00059264246,0.0003797694,0.0005756058,0.0004182164,0.0008196567,0.001063288,0.00043312725,0.0010955809],"category_scores_gemma":[0.0034252848,0.0001879436,0.0002298435,0.00041546588,0.0005681236,0.0010265358,0.0006591844,0.0008985337,0.00021900289],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011056606,0.00062807545,0.006617082,0.00053081574,0.00026906142,0.00078811636,0.0005130286,0.32253784,0.2679703,0.08697438,0.010808564,0.301257],"study_design_scores_gemma":[0.000064724576,0.000613809,0.00185015,0.000029927067,0.000094438125,0.0004637685,0.00005936992,0.92331105,0.05017468,0.004953839,0.018320408,0.000063725856],"about_ca_topic_score_codex":0.001118736,"about_ca_topic_score_gemma":0.0012735613,"teacher_disagreement_score":0.002012084,"about_ca_system_score_codex":0.0005130417,"about_ca_system_score_gemma":0.000428216,"threshold_uncertainty_score":0.010641098},"labels":[],"label_agreement":null},{"id":"W1489996344","doi":"10.1109/pimrc.2004.1370924","title":"Performance analysis of CRTP in IEEE 802.11 network","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer network; Computer science; Header; Acknowledgement; Voice over IP; Throughput; Network packet; Inter-Access Point Protocol; IEEE 802.11; Service set; Wireless network; Wireless; Wi-Fi; Telecommunications; The Internet","score_opus":0.015009255140511038,"score_gpt":0.25377958985872956,"score_spread":0.2387703347182185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1489996344","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8049722,0.003943073,0.1630654,0.0005958174,0.00015234339,0.00012433501,0.0002806744,0.0017899198,0.025076235],"genre_scores_gemma":[0.99390113,0.00040976115,0.0045583565,0.00003525666,0.000021567572,0.000025461788,0.000095629024,0.000030872943,0.000922055],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969176,0.0007473345,0.00010633811,0.00031727023,0.0013689494,0.00054253923],"domain_scores_gemma":[0.99586225,0.00216471,0.00033362815,0.00031511128,0.0012341895,0.000090104986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017878738,0.00077502197,0.00048583493,0.0009940341,0.0006074894,0.000852775,0.00059780927,0.00067319983,0.0014925445],"category_scores_gemma":[0.0057126256,0.00021939415,0.00021317476,0.0009144961,0.0006067097,0.0010988896,0.0005197411,0.0005899061,0.00034200592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017998453,0.00024781044,0.01294896,0.00034579888,0.00013033088,0.0005885593,0.00035519333,0.7688167,0.06945116,0.013054702,0.0039341073,0.12832694],"study_design_scores_gemma":[0.000015767871,0.00048459414,0.0035676009,0.00001680751,0.00003727927,0.00021820122,0.00006548166,0.980116,0.013631928,0.0009886345,0.0008323678,0.000025242443],"about_ca_topic_score_codex":0.004885524,"about_ca_topic_score_gemma":0.0026060096,"teacher_disagreement_score":0.004885524,"about_ca_system_score_codex":0.0014000483,"about_ca_system_score_gemma":0.0005298165,"threshold_uncertainty_score":0.010158122},"labels":[],"label_agreement":null},{"id":"W1494209541","doi":"10.1007/978-3-540-77024-4_37","title":"A Study on the Binary Exponential Backoff in Noisy and Heterogeneous Environment","year":2007,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Exponential backoff; Computer science; Transmission (telecommunications); Binary number; Throughput; Network packet; Computer network; Collision; Exponential function; Channel (broadcasting); Packet loss; Real-time computing; Algorithm; Computer security; Wireless; Telecommunications; Mathematics; Arithmetic","score_opus":0.03408448399659316,"score_gpt":0.26155341752861755,"score_spread":0.22746893353202438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1494209541","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17549033,0.02268083,0.6719379,0.00393777,0.0016828894,0.00011798972,0.00021941219,0.00013541541,0.12379745],"genre_scores_gemma":[0.93615973,0.010559695,0.02317468,0.0006227226,0.001306475,0.00006515619,0.00012588684,0.00014424096,0.027841501],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998516,0.0005478462,0.000056753142,0.0002056093,0.00039303,0.00028071288],"domain_scores_gemma":[0.99488515,0.003800564,0.00031927714,0.00025166737,0.00053696666,0.00020635955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019597756,0.0009868235,0.001262636,0.0012418139,0.001319695,0.0027101971,0.0020463306,0.001518555,0.0042329077],"category_scores_gemma":[0.010327119,0.00057460787,0.00110796,0.0018618256,0.002559569,0.005071638,0.002075485,0.0025591187,0.00044097833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011993219,0.00007873803,0.0007894055,0.00030284087,0.000043246506,0.00031541666,0.00041383528,0.048892464,0.0020485895,0.9345962,0.002566737,0.009832578],"study_design_scores_gemma":[0.000040523348,0.000115819385,0.0012179471,0.00016313646,0.000113936156,0.0008997685,0.00047861738,0.4797475,0.00094340666,0.5086132,0.0075959903,0.00007008667],"about_ca_topic_score_codex":0.0022895595,"about_ca_topic_score_gemma":0.0011128151,"teacher_disagreement_score":0.0042329077,"about_ca_system_score_codex":0.001272347,"about_ca_system_score_gemma":0.0010441566,"threshold_uncertainty_score":0.014160514},"labels":[],"label_agreement":null},{"id":"W1497872989","doi":"","title":"The effect of an enhanced channel assignment algorithm on an IEEE 802.11 WLAN","year":2009,"lang":"en","type":"article","venue":"University of North Texas Digital Library (University of North Texas)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Wi-Fi; Throughput; Channel (broadcasting); Algorithm; Interference (communication); IEEE 802.11; Wireless; Computer network; Channel allocation schemes; Wireless network; Real-time computing; Telecommunications","score_opus":0.007288098657914883,"score_gpt":0.18350530831910164,"score_spread":0.17621720966118676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1497872989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7625409,0.00030307038,0.23082182,0.00021896999,0.00013702075,0.00008724465,0.000025505888,0.0010755195,0.004789989],"genre_scores_gemma":[0.984391,0.00004277012,0.014961163,0.000027131302,0.0000126199475,0.0000089364485,0.000013588563,0.000011237041,0.00053151546],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993685,0.00026690922,0.00002728944,0.00007521846,0.00012703562,0.00013508009],"domain_scores_gemma":[0.9976701,0.001227434,0.000220206,0.00018130642,0.0005758785,0.00012504685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095576694,0.00059471396,0.00035530515,0.00045758585,0.00039890365,0.00070905423,0.00060579996,0.0004249478,0.0015349998],"category_scores_gemma":[0.0035540892,0.00014038343,0.00017946806,0.0004654639,0.00034138272,0.00073618506,0.00054467435,0.00048152573,0.00019734736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019743224,0.00063502294,0.006240467,0.000106382184,0.00008284437,0.00035281037,0.000106761494,0.78540057,0.02697181,0.0025116554,0.0007795471,0.17483781],"study_design_scores_gemma":[0.000035206056,0.0004057759,0.0010162796,0.00000443684,0.000041275183,0.00010773351,0.000028630267,0.98846763,0.009296772,0.00022341346,0.00036492624,0.000007920913],"about_ca_topic_score_codex":0.0018439322,"about_ca_topic_score_gemma":0.0013688972,"teacher_disagreement_score":0.0018439322,"about_ca_system_score_codex":0.0005507628,"about_ca_system_score_gemma":0.00050056865,"threshold_uncertainty_score":0.0051350594},"labels":[],"label_agreement":null},{"id":"W1503937341","doi":"10.1109/icupc.1996.557766","title":"Maximization of the channel utilization in wireless heterogeneous multi-access networks","year":2002,"lang":"en","type":"article","venue":"Proceedings of ICUPC - 5th International Conference on Universal Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Aloha; Computer science; Rayleigh fading; Computer network; Throughput; Channel (broadcasting); Power control; Fading; Capture effect; Wireless network; Network packet; Transmission (telecommunications); Maximization; Wireless; Power (physics); Mathematical optimization; Telecommunications; Mathematics","score_opus":0.17955402613959992,"score_gpt":0.33551693878616445,"score_spread":0.15596291264656453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1503937341","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15744959,0.0026019504,0.83409214,0.00047962114,0.00006337527,0.00006191084,0.00008088962,0.00015090554,0.0050196014],"genre_scores_gemma":[0.98495966,0.0007790619,0.013307235,0.000037709222,0.00005322556,0.00004341659,0.00002383211,0.000027135382,0.0007687412],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885714,0.0005771114,0.000032128006,0.0001216652,0.00017408982,0.00023788017],"domain_scores_gemma":[0.9977501,0.0015960702,0.00023001392,0.00009699711,0.0001792931,0.00014752877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021014812,0.00073844823,0.00087126525,0.00063262536,0.00058277196,0.0016014744,0.00083023135,0.00060984935,0.00056336995],"category_scores_gemma":[0.0041256687,0.00036305268,0.0002628363,0.000999218,0.0012163034,0.0016585245,0.0011959672,0.0004936278,0.000113605776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008382624,0.00003111229,0.00065528206,0.00007580563,0.000041594903,0.00013664065,0.00005594751,0.95992875,0.0026503783,0.023067186,0.0004390263,0.0128345005],"study_design_scores_gemma":[0.0000087648195,0.00003133207,0.00021298575,0.000007967774,0.000014857142,0.000029869256,0.000038705144,0.98681575,0.00096502894,0.011510601,0.00035640926,0.0000078027615],"about_ca_topic_score_codex":0.0018770939,"about_ca_topic_score_gemma":0.0013840707,"teacher_disagreement_score":0.0021014812,"about_ca_system_score_codex":0.0012527908,"about_ca_system_score_gemma":0.00082651083,"threshold_uncertainty_score":0.011113822},"labels":[],"label_agreement":null},{"id":"W1506148641","doi":"10.1007/978-3-642-04383-3_4","title":"Challenges for Routing and Search in Dynamic and Self-organizing Networks","year":2009,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Flooding (psychology); Shortest path problem; Exploit; Routing (electronic design automation); Network topology; Geographic routing; Distributed computing; Routing protocol; Static routing; Computer network; Theoretical computer science","score_opus":0.023172024196758928,"score_gpt":0.269305049185894,"score_spread":0.24613302498913506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1506148641","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032467864,0.15641123,0.5390708,0.16628072,0.004899474,0.00016614873,0.0005200171,0.0006824771,0.09950122],"genre_scores_gemma":[0.6303292,0.12640452,0.18493457,0.006753067,0.011592498,0.0007247682,0.00048923487,0.00033767428,0.03843452],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9979505,0.00078219647,0.00012292687,0.0002847161,0.00064037665,0.00021936938],"domain_scores_gemma":[0.9896243,0.008037983,0.00034577513,0.0008014805,0.0006841547,0.0005063351],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005270526,0.0006517364,0.0017765852,0.0008455962,0.0018618592,0.007841994,0.003233156,0.006004714,0.0056869504],"category_scores_gemma":[0.017508196,0.0008446645,0.0006759308,0.001671818,0.0071274163,0.021033855,0.0032355832,0.0053236512,0.0015757213],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039515595,0.000040403906,0.0002373284,0.00038269724,0.000029295456,0.00007524467,0.00032933417,0.024482822,0.00045287554,0.9060242,0.015958993,0.05194734],"study_design_scores_gemma":[0.000012278378,0.000014374316,0.00006763375,0.00006142832,0.00000640805,0.00008742939,0.00026577667,0.029233454,0.000112047,0.9455339,0.024586624,0.000018653995],"about_ca_topic_score_codex":0.0013585298,"about_ca_topic_score_gemma":0.0012435764,"teacher_disagreement_score":0.007841994,"about_ca_system_score_codex":0.0015510641,"about_ca_system_score_gemma":0.0015478699,"threshold_uncertainty_score":0.027873516},"labels":[],"label_agreement":null},{"id":"W1506662493","doi":"10.1109/broadnets.2004.61","title":"Performance of IEEE 802.15.4 beacon enabled PAN with uplink transmissions in non-saturation mode - access delay for finite buffers","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":92,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Superframe; Computer science; Computer network; Throughput; Network packet; Beacon; Telecommunications link; Markov process; Queueing theory; Queue; Markov chain; IEEE 802.15; Real-time computing; Wireless; Wireless sensor network; Telecommunications; Mathematics","score_opus":0.01896486276919435,"score_gpt":0.28124802425389633,"score_spread":0.262283161484702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1506662493","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97673607,0.00039311437,0.020921549,0.000068673406,0.000021514476,0.000014714588,0.000057304132,0.0002948992,0.0014921842],"genre_scores_gemma":[0.99893993,0.00006287275,0.0007982324,0.000007518617,0.0000025554764,0.000006262939,0.000025454858,0.000005970214,0.00015129294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993019,0.00018313936,0.00005390263,0.00010117563,0.00017394291,0.00018598828],"domain_scores_gemma":[0.9974286,0.0016495556,0.00027462537,0.00015541985,0.00039994202,0.00009180857],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014075467,0.0004617115,0.00047897067,0.0004319468,0.00038012833,0.00062342547,0.000489483,0.00044961087,0.000718511],"category_scores_gemma":[0.0055742185,0.00021701325,0.00022999478,0.00040149997,0.0005445718,0.0012389241,0.0005091755,0.00040833792,0.00009964541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027474507,0.00025750126,0.017681235,0.00020691344,0.00013276271,0.0004585489,0.00045178083,0.89437014,0.045015194,0.0052822884,0.00064458046,0.032751665],"study_design_scores_gemma":[0.000030026993,0.0005446904,0.0032368826,0.000010232981,0.000038708284,0.00012477276,0.00007542979,0.98232186,0.012534573,0.00092342467,0.00014190938,0.00001746162],"about_ca_topic_score_codex":0.0030799462,"about_ca_topic_score_gemma":0.0016007364,"teacher_disagreement_score":0.0030799462,"about_ca_system_score_codex":0.00072890427,"about_ca_system_score_gemma":0.0005364249,"threshold_uncertainty_score":0.007443905},"labels":[],"label_agreement":null},{"id":"W1506721084","doi":"10.1109/pacrim.2003.1235866","title":"Probabilistic contention window control in 802.11 WLANs","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Exponential backoff; Computer science; Jitter; Computer network; Probabilistic logic; Throughput; Window (computing); Distributed coordination function; Videoconferencing; IEEE 802.11; Access control; Wireless lan; Wireless; Real-time computing; Multimedia; Telecommunications","score_opus":0.012785080894502554,"score_gpt":0.2340649215288337,"score_spread":0.22127984063433115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1506721084","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020938773,0.0012620351,0.9754946,0.00031084457,0.00012390157,0.000060276296,0.000021609485,0.00039665672,0.00139122],"genre_scores_gemma":[0.92927444,0.0009929572,0.0678902,0.0001365412,0.00019199542,0.00022939715,0.000040152572,0.000050722476,0.0011935782],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9951414,0.0015037816,0.00024732793,0.0005901003,0.0020588562,0.00045853195],"domain_scores_gemma":[0.991295,0.0055818963,0.0010017894,0.0007418011,0.0011518066,0.00022767654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0067879288,0.0007605572,0.0010084219,0.0008187274,0.0012092924,0.0018797715,0.0027237867,0.0012412043,0.00079777115],"category_scores_gemma":[0.020537479,0.00092868076,0.00044350247,0.0012584744,0.0021830767,0.0034210293,0.0017743423,0.001895698,0.00017573217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047809468,0.00015345518,0.0020195586,0.00019597105,0.00010868596,0.00019782854,0.0003897305,0.6821988,0.012655678,0.20357415,0.0018229234,0.09620511],"study_design_scores_gemma":[0.00005741531,0.000102156184,0.000267848,0.000013660084,0.000043297005,0.00007744856,0.000021358928,0.9609637,0.001984568,0.034568794,0.0018638805,0.00003581132],"about_ca_topic_score_codex":0.0033909625,"about_ca_topic_score_gemma":0.0022617758,"teacher_disagreement_score":0.0067879288,"about_ca_system_score_codex":0.0011898187,"about_ca_system_score_gemma":0.0014561006,"threshold_uncertainty_score":0.035898387},"labels":[],"label_agreement":null},{"id":"W1506753482","doi":"10.1109/pimrc.2004.1370887","title":"A practical model for transmission delay of IEEE 802.11e enhanced distributed channel access","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"British Columbia Institute of Technology; Simon Fraser University","funders":"","keywords":"Computer science; Computer network; Distributed coordination function; Quality of service; IEEE 802; Channel (broadcasting); Bandwidth (computing); IEEE 802.11e-2005; Transmission (telecommunications); Cumulative distribution function; IEEE 802.11; Wireless lan; Inter-Access Point Protocol; Wireless network; Wireless; Real-time computing; Wi-Fi; Telecommunications; Wi-Fi array; Probability density function","score_opus":0.06833959752261932,"score_gpt":0.3654796010920053,"score_spread":0.29714000356938597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1506753482","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03580942,0.0008569903,0.9345693,0.0024435162,0.00029647766,0.0002975651,0.0007576337,0.00056479435,0.024404362],"genre_scores_gemma":[0.8885067,0.0017649255,0.08292808,0.0004427351,0.00019083367,0.0007742338,0.0004836714,0.00020327278,0.024705442],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989214,0.0002508554,0.00004872329,0.0002449607,0.00037610767,0.00015800263],"domain_scores_gemma":[0.99800867,0.0011230642,0.00022741,0.00016881908,0.0004091889,0.00006292986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014564861,0.0012183471,0.0006417264,0.00071771786,0.0008681985,0.001484895,0.0025120704,0.002588084,0.004450264],"category_scores_gemma":[0.0062648416,0.0006537087,0.0005076513,0.0010594463,0.0014435614,0.0030789713,0.00095183664,0.0026245683,0.0012999827],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053414602,0.000047839276,0.000380534,0.00007356095,0.000009831942,0.00016062027,0.0001509036,0.87723476,0.0022085109,0.11184029,0.0015656468,0.006274119],"study_design_scores_gemma":[0.000019067475,0.000042651827,0.00009151209,0.000009861971,0.0000067164606,0.00008464155,0.000017144443,0.9834235,0.00041970555,0.013699861,0.0021727511,0.000012601966],"about_ca_topic_score_codex":0.0068339547,"about_ca_topic_score_gemma":0.003532578,"teacher_disagreement_score":0.0068339547,"about_ca_system_score_codex":0.0023802356,"about_ca_system_score_gemma":0.0016850749,"threshold_uncertainty_score":0.01726991},"labels":[],"label_agreement":null},{"id":"W1512004232","doi":"10.1007/978-3-540-25978-7_32","title":"Distributed Collision-Free/Collision-Controlled MAC Protocols for Mobile Ad Hoc Networks with Hidden Terminals","year":2004,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Collision; Network packet; Computer network; Multiple Access with Collision Avoidance for Wireless; Collision problem; Wireless ad hoc network; Collision avoidance; Wireless; Real-time computing; Computer security; Telecommunications; Optimized Link State Routing Protocol; Routing protocol","score_opus":0.013332166374513434,"score_gpt":0.26825272900115343,"score_spread":0.25492056262664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1512004232","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004292962,0.0031441846,0.9866816,0.0002125747,0.0005116208,0.000117658514,0.000043398682,0.0008370523,0.0041589537],"genre_scores_gemma":[0.28902787,0.0048053083,0.6524984,0.00043651904,0.0008381349,0.00078644906,0.00046124638,0.00040890032,0.050737083],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99899465,0.00019503351,0.000054031578,0.00012238033,0.0005582712,0.00007555995],"domain_scores_gemma":[0.99835014,0.00062460755,0.00008344947,0.00046574217,0.00041673638,0.000059284346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017497678,0.0009957022,0.0009448315,0.00076180405,0.0007869809,0.0013132473,0.0031882266,0.0010368159,0.0034817196],"category_scores_gemma":[0.0028453264,0.00076751213,0.0004103706,0.00096408126,0.0008928431,0.002270944,0.0013088918,0.0022154956,0.0010833049],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00089657085,0.0003872272,0.00039457466,0.0006941118,0.00019389566,0.0003271008,0.0006763216,0.122756384,0.054072876,0.1710444,0.030531406,0.6180251],"study_design_scores_gemma":[0.00036284936,0.00044813138,0.0004341815,0.0001144427,0.00017482895,0.0005748998,0.00013737525,0.7805924,0.042725086,0.09433409,0.080012836,0.00008887225],"about_ca_topic_score_codex":0.00052320736,"about_ca_topic_score_gemma":0.0007507682,"teacher_disagreement_score":0.0034817196,"about_ca_system_score_codex":0.00074569776,"about_ca_system_score_gemma":0.00095549016,"threshold_uncertainty_score":0.011647522},"labels":[],"label_agreement":null},{"id":"W1515250855","doi":"10.1109/mascot.2004.1348176","title":"Experimental evaluation of TCP performance in multi-hop wireless ad hoc networks","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer network; Computer science; TCP global synchronization; TCP tuning; Zeta-TCP; TCP Friendly Rate Control; H-TCP; TCP acceleration; TCP Westwood plus; Wireless ad hoc network; CUBIC TCP; Ad hoc On-Demand Distance Vector Routing; Optimized Link State Routing Protocol; Distributed computing; Routing protocol; Transmission Control Protocol; Network packet; Wireless; Telecommunications","score_opus":0.051769038313538324,"score_gpt":0.32037250222460606,"score_spread":0.2686034639110677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1515250855","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9689737,0.0012286616,0.025234975,0.00012906032,0.00024867448,0.00025869766,0.0004330995,0.0006626293,0.0028304246],"genre_scores_gemma":[0.99051887,0.00053972827,0.007823645,0.000030151834,0.00007794649,0.00012579355,0.00033696793,0.00005083013,0.00049613434],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.996345,0.0013295751,0.00045318253,0.00029158685,0.0012216386,0.00035900116],"domain_scores_gemma":[0.98018485,0.012861984,0.0016901809,0.0017922457,0.0030504519,0.00042030285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029641828,0.0008606993,0.00053048396,0.0013785817,0.00095033064,0.0007310936,0.0013078675,0.001107749,0.0010765628],"category_scores_gemma":[0.011393418,0.00034939463,0.00028648294,0.0014953804,0.0008122006,0.0014980856,0.00065109134,0.00087976,0.00023601447],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004834944,0.0063470337,0.019538676,0.0020354039,0.0005083189,0.0012193233,0.0009891812,0.07484834,0.81523347,0.0030272757,0.0023077491,0.06911023],"study_design_scores_gemma":[0.00029874188,0.019505246,0.013717099,0.00011019691,0.00022846683,0.0020570674,0.00044252397,0.14581081,0.81367415,0.0015328791,0.0024874713,0.00013536107],"about_ca_topic_score_codex":0.0005141326,"about_ca_topic_score_gemma":0.00027961985,"teacher_disagreement_score":0.0029641828,"about_ca_system_score_codex":0.00049213547,"about_ca_system_score_gemma":0.00025730408,"threshold_uncertainty_score":0.01567626},"labels":[],"label_agreement":null},{"id":"W1516596781","doi":"10.1109/icppw.2004.46","title":"High-throughput interference-aware MAC protocols for heterogeneous ad hoc networks and multihop wireless LANs","year":2004,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Parallel Processing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer network; Computer science; Multiple Access with Collision Avoidance for Wireless; Wireless ad hoc network; Throughput; Interference (communication); Power control; Wireless; Access control; Collision problem; Collision; Hidden node problem; Wireless network; Vehicular ad hoc network; Wi-Fi array; Power (physics); Telecommunications; Computer security","score_opus":0.04607121612235224,"score_gpt":0.30540851933557306,"score_spread":0.2593373032132208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1516596781","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007379827,0.002420817,0.98568404,0.00023993876,0.00018164217,0.00012523064,0.000020066234,0.0011889788,0.0027593984],"genre_scores_gemma":[0.4181948,0.0031161348,0.571088,0.00039339243,0.0005366724,0.0006871609,0.00020026347,0.000207875,0.0055756266],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984308,0.0004573261,0.000105809275,0.0001626937,0.00071510446,0.00012830793],"domain_scores_gemma":[0.9972255,0.001087322,0.00029003216,0.0006240938,0.0006504412,0.00012261496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026782854,0.0009038372,0.0009546962,0.0010244484,0.0010923701,0.0018950766,0.002276555,0.00084789697,0.0012686031],"category_scores_gemma":[0.004652744,0.00053721364,0.000446386,0.000861297,0.0008197301,0.0030291798,0.0016175268,0.0018603464,0.0005262152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003271058,0.0003990747,0.0016190117,0.0009562241,0.00043088995,0.0009785111,0.0009474987,0.23088935,0.099336565,0.27335033,0.012784,0.3779813],"study_design_scores_gemma":[0.000060550687,0.00020397676,0.0004634189,0.000068318834,0.00016539411,0.00044543252,0.0001566032,0.8877776,0.02595982,0.055520505,0.029095804,0.00008255353],"about_ca_topic_score_codex":0.0005021653,"about_ca_topic_score_gemma":0.00076659076,"teacher_disagreement_score":0.0026782854,"about_ca_system_score_codex":0.0007561359,"about_ca_system_score_gemma":0.00068533263,"threshold_uncertainty_score":0.014164329},"labels":[],"label_agreement":null},{"id":"W1517429491","doi":"10.5555/2043468.2043505","title":"MG-Local: a multivariable control framework for optimal wireless resource management","year":2011,"lang":"en","type":"article","venue":"International Teletraffic Congress","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Bottleneck; Computer science; Throughput; Multivariable calculus; Computer network; Network packet; Wireless network; Network congestion; Distributed computing; Resource management (computing); Packet loss; Resource allocation; Wireless; Engineering; Telecommunications; Control engineering","score_opus":0.02347891835210501,"score_gpt":0.2704182445018802,"score_spread":0.24693932614977518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1517429491","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001448959,0.00008021617,0.99737966,0.000042213785,0.000014481487,0.000011680686,0.000010294141,0.00013156497,0.00088090356],"genre_scores_gemma":[0.7724163,0.00045980143,0.22356364,0.00015386606,0.00020115665,0.00023426805,0.0000741055,0.00009278509,0.0028040125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996551,0.00011209129,0.00001298457,0.00006396925,0.00011954871,0.00003631541],"domain_scores_gemma":[0.9998066,0.00007181172,0.000034314897,0.000020300757,0.000051024173,0.000016008238],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006555839,0.00076148147,0.00060721353,0.00035526857,0.00036749284,0.0007268771,0.0012016207,0.00051788543,0.001743445],"category_scores_gemma":[0.0007652223,0.00018175383,0.00038492016,0.00035437554,0.00081652525,0.00065306015,0.00081680156,0.0007517289,0.0002214643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004611315,0.000056358993,0.00030478247,0.0001288006,0.00003106372,0.000063727304,0.00007787612,0.8547915,0.007891058,0.059223406,0.0014277003,0.075957656],"study_design_scores_gemma":[0.000007683571,0.000055613975,0.000055170392,0.0000035505423,0.0000058352543,0.000007714239,0.0000049628875,0.9909198,0.0005443197,0.007274087,0.0011154243,0.0000057237553],"about_ca_topic_score_codex":0.0024284464,"about_ca_topic_score_gemma":0.0023063484,"teacher_disagreement_score":0.0024284464,"about_ca_system_score_codex":0.00048701637,"about_ca_system_score_gemma":0.0007566563,"threshold_uncertainty_score":0.005832374},"labels":[],"label_agreement":null},{"id":"W1519400951","doi":"10.1109/ccece.1993.332287","title":"Transmission strategies in multihop mobile packet radio networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transmission (telecommunications); Computer science; Computer network; RADIUS; Network packet; Range (aeronautics); Mobile radio; Monte Carlo method; Variable (mathematics); Telecommunications; Engineering; Mathematics; Statistics","score_opus":0.017304205161728006,"score_gpt":0.24755597847036537,"score_spread":0.23025177330863736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1519400951","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021609189,0.0016099392,0.96804976,0.0004040788,0.000084962,0.0001011332,0.00009725653,0.00013735631,0.007906335],"genre_scores_gemma":[0.78385615,0.004305249,0.19952033,0.0002824982,0.000180713,0.00066729944,0.00017606697,0.00008553227,0.010926165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918157,0.00040022904,0.000030285686,0.000095804484,0.00022792231,0.000064154556],"domain_scores_gemma":[0.99876726,0.00082756684,0.0001599034,0.0000908618,0.00011391471,0.00004045695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010608935,0.0007568889,0.00061166316,0.0005664001,0.0004386005,0.0012561914,0.00163151,0.0014831384,0.002065015],"category_scores_gemma":[0.0039656516,0.00039859553,0.00048597017,0.0008058494,0.0010570075,0.0022114937,0.0006113995,0.00095374667,0.0006656963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038617498,0.000035886875,0.00042454439,0.000074777985,0.000022480277,0.0001793959,0.00013132785,0.7721943,0.0012726159,0.20932943,0.0009074611,0.015389188],"study_design_scores_gemma":[0.000024215686,0.000068275316,0.000120945704,0.000014940851,0.000010736825,0.00011346033,0.00003190699,0.93889594,0.0003880134,0.057602197,0.0027144346,0.000014939539],"about_ca_topic_score_codex":0.0018268748,"about_ca_topic_score_gemma":0.0009785864,"teacher_disagreement_score":0.002065015,"about_ca_system_score_codex":0.0010251391,"about_ca_system_score_gemma":0.000490627,"threshold_uncertainty_score":0.0074379444},"labels":[],"label_agreement":null},{"id":"W1523161624","doi":"10.1109/inm.2015.7140338","title":"Software defined wireless access for a two-tier cloud system","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Software-defined radio; Cloud computing; Wireless; Software; Architecture; Software architecture; Computer network; GSM; Computer architecture; Embedded system; Telecommunications; Operating system","score_opus":0.05972117722305311,"score_gpt":0.31456724452923945,"score_spread":0.25484606730618636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1523161624","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14549272,0.0013406494,0.8357768,0.0012842206,0.0003486839,0.00030764352,0.00013298429,0.0020179441,0.013298416],"genre_scores_gemma":[0.8929521,0.0004723134,0.10091207,0.00027911415,0.000093314804,0.0000923197,0.00012759464,0.000045032608,0.0050262],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910575,0.00017868522,0.0000618031,0.00011089803,0.00035883876,0.0001839123],"domain_scores_gemma":[0.99945813,0.000088629866,0.000051152187,0.00011839034,0.00019187569,0.000091973365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006950301,0.00035776105,0.0003373972,0.00030737423,0.0008736307,0.0021343518,0.0012035605,0.00066092785,0.002147639],"category_scores_gemma":[0.0009600368,0.00016930337,0.00032547305,0.0004914054,0.00042871962,0.0016628467,0.0012906571,0.000842546,0.0005741997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009348095,0.00055782293,0.009250145,0.0006023905,0.00016750665,0.002412466,0.0008634106,0.09340252,0.26785505,0.3787673,0.01596557,0.2292211],"study_design_scores_gemma":[0.0000773993,0.00044974612,0.0039203414,0.00008616829,0.00008625899,0.0009268869,0.00023497114,0.88592803,0.034577366,0.024826683,0.048781037,0.000105131614],"about_ca_topic_score_codex":0.004091041,"about_ca_topic_score_gemma":0.004853169,"teacher_disagreement_score":0.004091041,"about_ca_system_score_codex":0.0014081346,"about_ca_system_score_gemma":0.0011064337,"threshold_uncertainty_score":0.010216773},"labels":[],"label_agreement":null},{"id":"W1525294822","doi":"10.1109/pimrc.2003.1260412","title":"Delay analysis of the IEEE 802.11 DCF","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Distributed coordination function; Computer science; Computer network; Inter-Access Point Protocol; Access control; Local area network; Network allocation vector; Media access control; IEEE 802.11e-2005; Protocol (science); IEEE 802.11; Key (lock); Markov process; Wi-Fi; Wireless; Wireless network; Telecommunications; Wi-Fi array; Computer security","score_opus":0.01476482372868475,"score_gpt":0.25187815700066635,"score_spread":0.23711333327198159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1525294822","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38266543,0.006468584,0.5707556,0.00090929767,0.0003584744,0.00018099174,0.00039970333,0.00045119185,0.037810735],"genre_scores_gemma":[0.9850391,0.0010230234,0.010488791,0.00007671827,0.000042345233,0.00005030616,0.00008733905,0.00003614685,0.0031561686],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992747,0.00009697213,0.000017181264,0.000089757385,0.00034640465,0.00017501155],"domain_scores_gemma":[0.9973476,0.0014180526,0.00021123007,0.00011896862,0.0008386698,0.000065470296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009770585,0.0005061388,0.0003291844,0.0010125426,0.0005668895,0.0007419968,0.00053565594,0.00044786648,0.001588753],"category_scores_gemma":[0.0056552086,0.00024842733,0.00023996994,0.00062174705,0.0005625431,0.00067880185,0.00030165364,0.00049744174,0.00030269622],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014369057,0.000049859715,0.0022262824,0.0000752982,0.000023488943,0.000114359274,0.00012106446,0.89329696,0.007870288,0.07135305,0.0018391095,0.02288655],"study_design_scores_gemma":[0.000007951039,0.000047639907,0.0004445059,0.000008288971,0.000009774043,0.00006278921,0.000020743058,0.9934883,0.0019468904,0.002468466,0.0014828533,0.000011803764],"about_ca_topic_score_codex":0.01609616,"about_ca_topic_score_gemma":0.005781644,"teacher_disagreement_score":0.01609616,"about_ca_system_score_codex":0.002565102,"about_ca_system_score_gemma":0.0015633262,"threshold_uncertainty_score":0.032004952},"labels":[],"label_agreement":null},{"id":"W1526769800","doi":"10.1109/isgt.2015.7131840","title":"Analytical performance analysis of a large-scale RF-mesh smart meter communication system","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Resources Canada","keywords":"Metre; Computer science; Scale (ratio); Smart meter; Electrical engineering; Engineering; Smart grid; Physics","score_opus":0.03240493790852833,"score_gpt":0.28647237033866446,"score_spread":0.25406743243013613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1526769800","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50881237,0.0016363912,0.44156146,0.0026823212,0.0001327884,0.00027611444,0.0004610946,0.0009063162,0.04353111],"genre_scores_gemma":[0.9943685,0.00019021801,0.0035870597,0.00004633097,0.000023275266,0.000033886052,0.000037566613,0.000020209485,0.0016930164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995061,0.00019301049,0.000012939768,0.00007151046,0.00011078145,0.0001055594],"domain_scores_gemma":[0.9985008,0.0009111676,0.0002042637,0.000077577824,0.00024007671,0.00006609051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008548232,0.0006455554,0.00060211733,0.00049202755,0.0005984497,0.00081053097,0.0009052093,0.0011831659,0.0020404544],"category_scores_gemma":[0.0029305916,0.00026031298,0.00045969724,0.00046025348,0.0009780402,0.0009877468,0.0009959912,0.0006384307,0.00033643187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067056106,0.000028924374,0.0007018991,0.00005391528,0.000020231944,0.00011288918,0.00006165562,0.98571104,0.0032004872,0.006903608,0.0005886305,0.002549621],"study_design_scores_gemma":[0.0000033789083,0.000024017434,0.00016088331,0.0000022628262,0.0000049594933,0.000015445748,0.000013321088,0.99878556,0.00016736415,0.00071658765,0.00010300176,0.0000032709268],"about_ca_topic_score_codex":0.006082052,"about_ca_topic_score_gemma":0.0020221726,"teacher_disagreement_score":0.006082052,"about_ca_system_score_codex":0.0016152905,"about_ca_system_score_gemma":0.0007229759,"threshold_uncertainty_score":0.012093306},"labels":[],"label_agreement":null},{"id":"W1527824420","doi":"","title":"A performance analysis of multi-hop ad hoc networks with adaptive antenna array systems","year":2010,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal","funders":"","keywords":"Aloha; Stochastic geometry; Computer science; Wireless ad hoc network; Network packet; Hop (telecommunications); Relay; Computer network; Upper and lower bounds; Node (physics); Wireless; Throughput; Topology (electrical circuits); Telecommunications; Mathematics; Statistics; Physics","score_opus":0.05425823955820821,"score_gpt":0.1900705502256718,"score_spread":0.13581231066746358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1527824420","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052382488,0.0025461894,0.9300847,0.0009849353,0.00011033993,0.0000805222,0.000111851274,0.0002300805,0.013468899],"genre_scores_gemma":[0.9709283,0.0020266192,0.024165599,0.00013251386,0.0002513475,0.00009856538,0.0000690053,0.000044469878,0.0022834945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99833614,0.000585335,0.000050831535,0.00019232385,0.00065406685,0.00018137762],"domain_scores_gemma":[0.9952702,0.0032575207,0.0005166553,0.00027049598,0.00057494105,0.00011010185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022258963,0.0012002285,0.0007860887,0.0011803646,0.0006319324,0.0013333547,0.0011739938,0.0009968227,0.0017661948],"category_scores_gemma":[0.008538823,0.00051279063,0.00057429576,0.001172575,0.0013631281,0.002114863,0.0012512071,0.00100514,0.00041403482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029026472,0.000019684621,0.00056152133,0.000060895418,0.00003281141,0.00007523296,0.000054756165,0.9281602,0.0022630724,0.061035838,0.0005444193,0.0071624797],"study_design_scores_gemma":[0.0000024794567,0.000035187913,0.00026567528,0.000007808436,0.00000811798,0.00004541173,0.000013320591,0.99030334,0.00032000168,0.008550416,0.00044017102,0.000008092426],"about_ca_topic_score_codex":0.0020542077,"about_ca_topic_score_gemma":0.00089497975,"teacher_disagreement_score":0.0022258963,"about_ca_system_score_codex":0.001594035,"about_ca_system_score_gemma":0.0007392675,"threshold_uncertainty_score":0.011771798},"labels":[],"label_agreement":null},{"id":"W1528200362","doi":"10.1109/wcncw.2015.7122538","title":"Improving VHT MU-MIMO communications by concatenating long data streams in consecutive groups","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"MIMO; Data stream mining; Computer science; Throughput; Spatial multiplexing; Channel (broadcasting); Transmission (telecommunications); Data stream; Computer network; Data transmission; Protocol (science); STREAMS; Wireless; Real-time computing; Telecommunications; Data mining","score_opus":0.0971935198973242,"score_gpt":0.32683161188640664,"score_spread":0.22963809198908244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1528200362","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15952678,0.0008396398,0.8327571,0.00021822925,0.00015177793,0.00006495266,0.00004641059,0.0007320854,0.0056629903],"genre_scores_gemma":[0.69553304,0.0005686937,0.29970282,0.0001916611,0.00020870793,0.00006560814,0.00013711936,0.00005649834,0.0035357447],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993467,0.00013112556,0.00003611263,0.00010891714,0.0002488131,0.00012832817],"domain_scores_gemma":[0.9988642,0.00034815018,0.00017976842,0.00023194887,0.0003112789,0.000064728854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063707406,0.0007895537,0.00044341563,0.0004834551,0.0006913,0.0005330629,0.00066875684,0.00041495406,0.0009974844],"category_scores_gemma":[0.0014805997,0.00021659982,0.000540405,0.00081930455,0.00041122647,0.0010584752,0.0009512705,0.0005077728,0.00060435216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076279754,0.00033618754,0.0035932476,0.00028089562,0.00015774203,0.0005935645,0.0005633261,0.10707035,0.54230976,0.010755998,0.0015939466,0.33198223],"study_design_scores_gemma":[0.00006660547,0.0019746842,0.004270703,0.00005665421,0.00025518902,0.0016106094,0.0003455641,0.6300334,0.3416008,0.006174541,0.013510489,0.00010069516],"about_ca_topic_score_codex":0.0005940953,"about_ca_topic_score_gemma":0.0015448529,"teacher_disagreement_score":0.0009974844,"about_ca_system_score_codex":0.00026836997,"about_ca_system_score_gemma":0.0005319108,"threshold_uncertainty_score":0.0033692122},"labels":[],"label_agreement":null},{"id":"W1529876087","doi":"10.1109/mwscas.2003.1562317","title":"IEEE 802.11 Wireless Protocol: User Performance Using Discrete-Time Markov Chains","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Markov chain; Computer network; Reservation; Distributed coordination function; Network allocation vector; Markov process; IEEE 802.15; Protocol (science); Discrete time and continuous time; IEEE 802.11; Carrier sense multiple access with collision avoidance; Inter-Access Point Protocol; Markov model; IEEE 802.11b-1999; Wireless; Throughput; Wireless network; Wireless sensor network; Wi-Fi; Mathematics; Telecommunications","score_opus":0.013421699781317393,"score_gpt":0.2579785647643275,"score_spread":0.24455686498301013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1529876087","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25844482,0.0020089527,0.72477907,0.0016878082,0.00010900493,0.00017505235,0.0004112548,0.0015847998,0.010799237],"genre_scores_gemma":[0.9833398,0.0006007287,0.014628722,0.00006319451,0.000033657165,0.00007090474,0.000092566865,0.00004892047,0.0011216316],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980241,0.0008103333,0.000059782233,0.00015701,0.0006769671,0.00027189372],"domain_scores_gemma":[0.9935923,0.004638189,0.00046109396,0.0004933478,0.0006688253,0.0001461641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037201939,0.000865823,0.00078225974,0.00076064485,0.0006365357,0.0017754254,0.0013751102,0.0012766406,0.0016814619],"category_scores_gemma":[0.011815916,0.00043858917,0.0004082359,0.0010795734,0.0012006796,0.0028883666,0.0010129049,0.001232739,0.0003342853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021592305,0.00008758384,0.0017209742,0.000048392012,0.000028295672,0.00008765478,0.00010524484,0.95919156,0.002127079,0.020322962,0.0011497455,0.014914564],"study_design_scores_gemma":[0.000008086132,0.000026924923,0.0001411672,0.0000045375527,0.0000055270143,0.000020436375,0.0000066664834,0.99588567,0.00047541043,0.003274598,0.00013996288,0.0000109623115],"about_ca_topic_score_codex":0.01189642,"about_ca_topic_score_gemma":0.006595543,"teacher_disagreement_score":0.01189642,"about_ca_system_score_codex":0.0019534198,"about_ca_system_score_gemma":0.0016272715,"threshold_uncertainty_score":0.023654401},"labels":[],"label_agreement":null},{"id":"W1537688338","doi":"10.1002/9780470512494.ch2","title":"Medium Access Control","year":2007,"lang":"en","type":"other","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Center for the Study of Chinese Military Affairs","keywords":"Access control; Computer science; Computer network; Media access control; Control (management); Random access; Wireless ad hoc network; Telecommunications; Artificial intelligence; Wireless","score_opus":0.020592589696375944,"score_gpt":0.3094723075278967,"score_spread":0.2888797178315207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1537688338","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021538239,0.03774433,0.65494233,0.0034045132,0.0055085225,0.00066024304,0.0022212444,0.005345855,0.28801912],"genre_scores_gemma":[0.17423676,0.08812276,0.2731213,0.004309148,0.009029334,0.002598626,0.0064454037,0.0010840954,0.44105256],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975305,0.0003403413,0.00017668844,0.00046745953,0.0012873564,0.00019758921],"domain_scores_gemma":[0.99746287,0.0006491285,0.00014535962,0.0006639327,0.0009858808,0.00009285235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001487431,0.001257331,0.0012514443,0.0022103577,0.0014508124,0.0041494914,0.0025659818,0.0016969611,0.040565543],"category_scores_gemma":[0.0062610996,0.00043377597,0.00057226967,0.002748074,0.0011369355,0.004205903,0.0020841178,0.0024739243,0.027935423],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000922431,0.00009899138,0.00036851052,0.0006486348,0.000050620256,0.00016022334,0.0001682571,0.006830275,0.005289431,0.3463736,0.12167237,0.51824695],"study_design_scores_gemma":[0.000038417165,0.00010883156,0.00044851276,0.0005110844,0.000047579957,0.0007095119,0.00009108936,0.034578312,0.0044413526,0.12573752,0.83319145,0.000096336786],"about_ca_topic_score_codex":0.0017292966,"about_ca_topic_score_gemma":0.0011645128,"teacher_disagreement_score":0.040565543,"about_ca_system_score_codex":0.0012028717,"about_ca_system_score_gemma":0.0015182674,"threshold_uncertainty_score":0.13570529},"labels":[],"label_agreement":null},{"id":"W1539956586","doi":"10.1007/11944874_12","title":"Mechanisms to Induce Random Choice","year":2006,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Nash equilibrium; Impossibility; Protocol (science); Node (physics); Strategy; Game theory; Range (aeronautics); Channel (broadcasting); Computer network; Strategic dominance; Repeated game; Mathematical economics; Mathematics","score_opus":0.016807550099058113,"score_gpt":0.2536614815053744,"score_spread":0.23685393140631628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1539956586","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02939232,0.0007257174,0.7744679,0.007422337,0.00071367144,0.0002926325,0.00042600156,0.0012411814,0.18531819],"genre_scores_gemma":[0.7797768,0.0008632485,0.10964404,0.0024862576,0.0006508909,0.0014399005,0.00040485486,0.00056016044,0.104173936],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9962049,0.0020565477,0.00017725394,0.00048006856,0.0007397487,0.0003414037],"domain_scores_gemma":[0.98398006,0.009892688,0.0009220106,0.0038970993,0.00062247826,0.0006856318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004663261,0.0007456597,0.00082993513,0.0010983627,0.0011193249,0.0027764484,0.001899201,0.0019848968,0.019063601],"category_scores_gemma":[0.021530742,0.00067557686,0.001249544,0.0010316957,0.0029386757,0.0057762773,0.0036234704,0.004232369,0.0028215244],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015621981,0.000011978509,0.000032744785,0.0000147979745,0.0000060333714,0.0000062829226,0.000031724656,0.0004463344,0.00009960899,0.99474686,0.0013522936,0.0032356973],"study_design_scores_gemma":[0.00002297896,0.000008049052,0.00002586446,0.000007594136,0.000005239007,0.000016663826,0.000007397123,0.003398294,0.00015770878,0.9935602,0.002785242,0.0000047990584],"about_ca_topic_score_codex":0.00019317154,"about_ca_topic_score_gemma":0.00025721823,"teacher_disagreement_score":0.019063601,"about_ca_system_score_codex":0.00116239,"about_ca_system_score_gemma":0.00082692277,"threshold_uncertainty_score":0.06377405},"labels":[],"label_agreement":null},{"id":"W1542157057","doi":"10.1007/978-3-642-11723-7_23","title":"Throughput Analysis of IEEE 802.11 DCF in the Presence of Transmission Errors","year":2010,"lang":"en","type":"book-chapter","venue":"Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Throughput; Computer science; Markov chain; Transmission (telecommunications); Computer network; Algorithm; Real-time computing; Wireless; Telecommunications","score_opus":0.026810585096564494,"score_gpt":0.26584539102997223,"score_spread":0.23903480593340773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1542157057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60351276,0.012385832,0.33129773,0.002170882,0.0004219333,0.0001628105,0.0011726742,0.0020598522,0.04681555],"genre_scores_gemma":[0.9895319,0.0011639013,0.0059167515,0.00006606812,0.000119082884,0.000034760018,0.00016387894,0.000082787985,0.0029208548],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982774,0.00040666928,0.000047775146,0.00019549868,0.0006985757,0.0003741061],"domain_scores_gemma":[0.99136204,0.006581398,0.0003438933,0.0003790321,0.0012382928,0.0000954212],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002308055,0.0010599191,0.0010467422,0.0019744083,0.000947978,0.0015067568,0.0010049973,0.0009329075,0.0019038772],"category_scores_gemma":[0.008294763,0.0004538876,0.00039080647,0.0015699159,0.0013564276,0.0014448755,0.000645417,0.0009258064,0.00036639723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00054374966,0.000102566766,0.002259822,0.00014648933,0.0000689474,0.00032469578,0.00023748941,0.91927737,0.01090247,0.02764871,0.0031821404,0.035305597],"study_design_scores_gemma":[0.0000059509093,0.000046943962,0.00082013255,0.000013526928,0.000021180866,0.00008572632,0.000035542856,0.9938134,0.0021757903,0.002594066,0.0003691508,0.000018583054],"about_ca_topic_score_codex":0.016347243,"about_ca_topic_score_gemma":0.007920125,"teacher_disagreement_score":0.016347243,"about_ca_system_score_codex":0.0047035837,"about_ca_system_score_gemma":0.0012623462,"threshold_uncertainty_score":0.034127057},"labels":[],"label_agreement":null},{"id":"W1546768083","doi":"10.1109/wimob.2005.1512860","title":"Are two interfaces better than one?","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Computer science; Computer network; Throughput; Bandwidth (computing); Network topology; Wireless mesh network; Wireless network; Wireless; Distributed computing; Channel (broadcasting); Network interface; Telecommunications","score_opus":0.022226666622628257,"score_gpt":0.25928164861261016,"score_spread":0.2370549819899819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1546768083","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17756192,0.03689759,0.35541034,0.1752591,0.010116128,0.00023631868,0.00062758353,0.0019927318,0.24189822],"genre_scores_gemma":[0.8767834,0.0072502824,0.06253521,0.022382803,0.0030182858,0.00015978611,0.00030711558,0.000541137,0.027022058],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9899935,0.003777914,0.00047426575,0.0019224741,0.0022374382,0.0015943373],"domain_scores_gemma":[0.9709593,0.016057087,0.0028164056,0.0040267576,0.00428338,0.0018570744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010675053,0.0009723929,0.0014024917,0.0010438031,0.0033748832,0.007569038,0.0026462574,0.0068925847,0.029812321],"category_scores_gemma":[0.055586893,0.0007894972,0.00070504163,0.0015590318,0.006185244,0.026814738,0.0030151873,0.0041616336,0.009193746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00096629874,0.0003990147,0.01846275,0.0012443693,0.00026708722,0.000874699,0.0024500927,0.0033758532,0.005134047,0.5562793,0.051612247,0.35893422],"study_design_scores_gemma":[0.00016642768,0.00080442685,0.0065914607,0.00094243424,0.00042457477,0.0056990203,0.0071094595,0.012464382,0.0074318284,0.74243706,0.21563527,0.0002936206],"about_ca_topic_score_codex":0.0013188494,"about_ca_topic_score_gemma":0.00096159807,"teacher_disagreement_score":0.029812321,"about_ca_system_score_codex":0.0017097497,"about_ca_system_score_gemma":0.0011358394,"threshold_uncertainty_score":0.0997321},"labels":[],"label_agreement":null},{"id":"W1549449218","doi":"10.1109/icc.2001.937101","title":"Broadband wireless networks: an investigation into the on demand TDMA MAC protocol and the connection reestablishment performance guarantee","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polling; Computer network; Time division multiple access; Computer science; Reservation; Variable bitrate; Bandwidth (computing); Wireless broadband; Channel (broadcasting); Broadband networks; Wireless; Wireless network; Broadband; Quality of service; Telecommunications","score_opus":0.01726261844469775,"score_gpt":0.23865431539469445,"score_spread":0.2213916969499967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1549449218","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22927442,0.022963095,0.6977886,0.004217896,0.0005579149,0.00014987575,0.00006644858,0.0004083973,0.04457334],"genre_scores_gemma":[0.92741644,0.010171096,0.05756603,0.00042912093,0.0007680618,0.00008593926,0.000045118595,0.000090595684,0.0034276107],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881434,0.00031399555,0.000041553463,0.00013189806,0.0005856411,0.00011253083],"domain_scores_gemma":[0.9936562,0.00436915,0.0007229422,0.0004645641,0.0006789791,0.0001081111],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019832887,0.0005571008,0.00042606224,0.0004432432,0.000473993,0.0013771784,0.0011910121,0.0012855338,0.001559313],"category_scores_gemma":[0.011370711,0.00039496136,0.00026312366,0.00069625187,0.0010753722,0.0030981987,0.00080058916,0.0014930165,0.00022703472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004733296,0.00033250902,0.0066006216,0.00079306203,0.00010578346,0.0006763839,0.0005987877,0.13702169,0.06370432,0.49946663,0.0035826531,0.2866442],"study_design_scores_gemma":[0.000034922843,0.0005667205,0.0020611517,0.00007407457,0.000070395945,0.0014185115,0.00015978927,0.91645503,0.009665468,0.057016224,0.012440908,0.000036798527],"about_ca_topic_score_codex":0.0011683701,"about_ca_topic_score_gemma":0.0004942856,"teacher_disagreement_score":0.0019832887,"about_ca_system_score_codex":0.0008599389,"about_ca_system_score_gemma":0.00084363774,"threshold_uncertainty_score":0.010488749},"labels":[],"label_agreement":null},{"id":"W1555208619","doi":"10.1109/pacrim.2003.1235799","title":"Improving the QoS performance of EDCF in IEEE 802.11e wireless LANs","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer network; Wireless lan; Computer science; IEEE 802.11e-2005; Quality of service; Inter-Access Point Protocol; Wireless; Wireless network; Wi-Fi; Telecommunications; Wi-Fi array","score_opus":0.011937326473846209,"score_gpt":0.225903503753079,"score_spread":0.21396617727923278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1555208619","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7110325,0.005284652,0.27900645,0.00059333927,0.00025314215,0.000067115725,0.000047431862,0.0010572717,0.0026580591],"genre_scores_gemma":[0.96625894,0.000829304,0.0323575,0.0000641272,0.00006728894,0.000012088264,0.000033306787,0.000015460508,0.00036194106],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989737,0.00024682193,0.00011993045,0.00011135441,0.00034894314,0.00019931293],"domain_scores_gemma":[0.9965178,0.0017940062,0.00024894543,0.00032658354,0.0010233494,0.00008938776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035018988,0.0005903603,0.0004841568,0.0009689771,0.0007134601,0.000891365,0.00082225195,0.00074903696,0.0005530669],"category_scores_gemma":[0.0077117663,0.00023347375,0.00021181103,0.00061354117,0.0004797063,0.00151411,0.0006816231,0.0008024146,0.000115697374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002244826,0.0008778943,0.015627567,0.00039285424,0.00009208869,0.0007567504,0.0006925021,0.28274637,0.19531652,0.012017407,0.0023792856,0.48685595],"study_design_scores_gemma":[0.00012922549,0.0012277063,0.003880042,0.000059755053,0.00010697936,0.0006314314,0.00015340667,0.9097753,0.07704584,0.0032831181,0.0036256392,0.00008154588],"about_ca_topic_score_codex":0.0026621227,"about_ca_topic_score_gemma":0.0021291857,"teacher_disagreement_score":0.0035018988,"about_ca_system_score_codex":0.00091321167,"about_ca_system_score_gemma":0.00060985953,"threshold_uncertainty_score":0.018519998},"labels":[],"label_agreement":null},{"id":"W1556633637","doi":"10.1007/b118116","title":"Broadband Wireless Access","year":2002,"lang":"en","type":"book","venue":"Kluwer Academic Publishers eBooks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Wireless broadband; Broadband; Telecommunications; Wireless; Computer science; Computer network; Wireless network","score_opus":0.038245932518659716,"score_gpt":0.2766191519220703,"score_spread":0.2383732194034106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1556633637","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008112443,0.03352286,0.010538296,0.0029139335,0.0076438533,0.00013419792,0.0011612263,0.0018988481,0.94137555],"genre_scores_gemma":[0.0026921183,0.013833496,0.002677196,0.0017166396,0.000959368,0.00006402545,0.0009676438,0.0001955981,0.97689396],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996239,0.00002144192,0.00001648034,0.00009150782,0.00021365753,0.000033059354],"domain_scores_gemma":[0.9997577,0.00003643786,0.000012531919,0.000037893504,0.00011059427,0.000044900018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018708537,0.0010600176,0.0008628774,0.0010473861,0.0009605382,0.0029139095,0.0008965727,0.0013961537,0.15878886],"category_scores_gemma":[0.0007097323,0.00035486068,0.0004262292,0.0019683402,0.0004259518,0.0028263852,0.0014738988,0.0022759896,0.19416386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023714241,0.000037962454,0.000106609274,0.0003860526,0.0000094876095,0.00013207506,0.000073669806,0.00025689098,0.0020488666,0.018728504,0.7429855,0.2352106],"study_design_scores_gemma":[0.0000027197593,0.000012232237,0.00014389495,0.00011331126,0.0000029857154,0.00017769825,0.0000141035025,0.00012754844,0.0001582905,0.0021830772,0.9970585,0.0000055117507],"about_ca_topic_score_codex":0.0008668673,"about_ca_topic_score_gemma":0.0013790875,"teacher_disagreement_score":0.15878886,"about_ca_system_score_codex":0.00060039444,"about_ca_system_score_gemma":0.0006901628,"threshold_uncertainty_score":0.53120166},"labels":[],"label_agreement":null},{"id":"W1557908248","doi":"10.1002/wcm.2316","title":"Integration of an IEEE 802.15.4 RFID network with mobile readers with a 802.11 WLAN","year":2012,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Computer network; IEEE 802.11w-2009; IEEE 802.11; Wireless lan; Telecommunications; Wireless","score_opus":0.027012295368911737,"score_gpt":0.2859828821942555,"score_spread":0.25897058682534374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1557908248","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06935898,0.0013851782,0.9161637,0.00045019048,0.00034731205,0.00015141947,0.00001713983,0.0027829583,0.009343165],"genre_scores_gemma":[0.68282473,0.0007412433,0.30460393,0.0003878309,0.00025900372,0.0001271984,0.000086982574,0.00007948698,0.010889659],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99867344,0.0004335243,0.000115367424,0.00022483396,0.0003693286,0.0001835169],"domain_scores_gemma":[0.9988427,0.00028428718,0.00019933679,0.00028753706,0.0003124625,0.00007369935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013423823,0.0006892013,0.0005302123,0.00056068564,0.00050385593,0.0012439566,0.0021249945,0.0013078912,0.0014332981],"category_scores_gemma":[0.001898797,0.0005048022,0.00048281037,0.00044061238,0.0003846256,0.0023917502,0.00106463,0.0012415089,0.0009556131],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011522096,0.00066339644,0.012158357,0.0006864222,0.0004925668,0.0020492303,0.00077818806,0.05817068,0.22155383,0.033072304,0.004436315,0.66478646],"study_design_scores_gemma":[0.00014966242,0.0027991957,0.0067602973,0.0001716636,0.0009308028,0.0049344976,0.00037591663,0.5731266,0.23702629,0.015472015,0.15794273,0.0003103592],"about_ca_topic_score_codex":0.00059872586,"about_ca_topic_score_gemma":0.0006854502,"teacher_disagreement_score":0.0021249945,"about_ca_system_score_codex":0.00038927697,"about_ca_system_score_gemma":0.0005767329,"threshold_uncertainty_score":0.007099271},"labels":[],"label_agreement":null},{"id":"W1558476532","doi":"10.1002/9780470986424.ch2","title":"Operation of the IEEE 802.15.4 Network","year":2008,"lang":"en","type":"other","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Star network; Computer network; Telecommunications link; Network topology; Computer science; Topology (electrical circuits); Carrier sense multiple access with collision avoidance; PHY; Physical layer; Wireless; Telecommunications; Wireless lan; Engineering; Electrical engineering","score_opus":0.014626877113967946,"score_gpt":0.23211733787229333,"score_spread":0.21749046075832537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1558476532","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06053274,0.008184916,0.55774677,0.0019591956,0.0015136278,0.0006645354,0.0013794893,0.010626628,0.35739216],"genre_scores_gemma":[0.54047436,0.011786398,0.24547622,0.001211203,0.00089547905,0.0011317758,0.004623907,0.0013997135,0.19300097],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990754,0.00016298251,0.000063612,0.000102833255,0.0004983374,0.00009687286],"domain_scores_gemma":[0.9995783,0.00008069456,0.000037118807,0.00010363294,0.00018474234,0.00001552508],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016499724,0.00050260563,0.00026661842,0.0007935759,0.00044846928,0.0018142443,0.0010189081,0.00044300366,0.0054675704],"category_scores_gemma":[0.0019842875,0.0002750637,0.00014917536,0.00070895796,0.00037779147,0.0016403885,0.00049720187,0.0006615811,0.0041213804],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029480364,0.00013936618,0.0033131193,0.00040131737,0.000055768727,0.00031385187,0.0008885268,0.027784815,0.04715901,0.096919745,0.05947424,0.7632554],"study_design_scores_gemma":[0.000036446363,0.00025193335,0.00376521,0.0002964814,0.000069686685,0.00094733003,0.00018812409,0.10321604,0.042011283,0.02781233,0.82129246,0.00011266704],"about_ca_topic_score_codex":0.0015986611,"about_ca_topic_score_gemma":0.0010022479,"teacher_disagreement_score":0.0054675704,"about_ca_system_score_codex":0.0007302378,"about_ca_system_score_gemma":0.0008811682,"threshold_uncertainty_score":0.018290818},"labels":[],"label_agreement":null},{"id":"W1564088886","doi":"10.1109/mwc.2015.7143339","title":"LTE-unlicensed: the future of spectrum aggregation for cellular networks","year":2015,"lang":"en","type":"article","venue":"IEEE Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":355,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Spectrum management; Computer science; Cellular network; LTE Advanced; Computer network; Software deployment; Key (lock); Telecommunications; Scarcity; Reliability (semiconductor); Small cell; Wireless; Service (business); Cognitive radio; Power (physics); Computer security; Telecommunications link; Business","score_opus":0.040007573987918876,"score_gpt":0.28465236765740076,"score_spread":0.24464479366948189,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1564088886","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029261889,0.2018523,0.5897839,0.02977641,0.0038584797,0.000111118534,0.0003059214,0.0014536725,0.14359635],"genre_scores_gemma":[0.6230816,0.16458,0.1734005,0.0050250147,0.0052183913,0.00018379538,0.0004919426,0.00019276438,0.02782583],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995395,0.00012259172,0.000021494117,0.000046159133,0.00020022277,0.00007018902],"domain_scores_gemma":[0.9994962,0.00016699823,0.000054524957,0.00006607412,0.00014945588,0.000066652006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009875327,0.0003949435,0.0002940401,0.00049933296,0.00079795625,0.0024164522,0.000871274,0.0014259212,0.0017741886],"category_scores_gemma":[0.0012678456,0.00018449318,0.00018792818,0.0010109643,0.0009401512,0.0034108385,0.001004369,0.0015125681,0.0007863228],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001130038,0.000059012706,0.0011570755,0.00028964668,0.000019440402,0.00030696255,0.00031402073,0.010161103,0.0069564604,0.41231102,0.02496639,0.54334587],"study_design_scores_gemma":[0.000021848691,0.00026106604,0.001438864,0.0004445966,0.000039272778,0.0008964181,0.00040223644,0.07634816,0.004848269,0.34178528,0.57344264,0.0000713692],"about_ca_topic_score_codex":0.0013705937,"about_ca_topic_score_gemma":0.0013949642,"teacher_disagreement_score":0.0024164522,"about_ca_system_score_codex":0.00092710846,"about_ca_system_score_gemma":0.001174292,"threshold_uncertainty_score":0.006726682},"labels":[],"label_agreement":null},{"id":"W1564851929","doi":"10.1023/a:1009589512000","title":"Carrier-Sense Protocols for Packet-Switched Smart Antenna Basestations","year":2000,"lang":"en","type":"article","venue":"International Journal of Wireless Information Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Computer network; Network packet; Aloha; Throughput; Polling; Space-division multiple access; Transmission (telecommunications); Protocol (science); Channel (broadcasting); Real-time computing; Base station; Wireless; Telecommunications","score_opus":0.015284564670947706,"score_gpt":0.28918756617921393,"score_spread":0.27390300150826624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1564851929","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06307503,0.002161187,0.9260276,0.00078835,0.00047348233,0.00029821912,0.0000723794,0.000868419,0.006235304],"genre_scores_gemma":[0.91608906,0.0012629897,0.07645305,0.00038362725,0.00023592029,0.0003016986,0.00009980743,0.000048279693,0.0051256367],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990767,0.00020886425,0.000082766506,0.00011270346,0.00030521836,0.00021369927],"domain_scores_gemma":[0.9978897,0.0009467143,0.00021579363,0.00041829373,0.00043588554,0.00009364904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001884807,0.000603341,0.0007063083,0.0008871572,0.0011205694,0.0015967208,0.0011232134,0.0009452087,0.0013934704],"category_scores_gemma":[0.0041056513,0.00037425788,0.0003021631,0.0008195177,0.0011804383,0.0016789857,0.0019462829,0.0013265415,0.00039109308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014547311,0.00035333083,0.0016080674,0.00034644507,0.00020176033,0.00068934157,0.001553484,0.20497407,0.08068457,0.4048869,0.01005913,0.29318812],"study_design_scores_gemma":[0.00024181326,0.00044455993,0.00047204836,0.000052061954,0.00018868713,0.00037785375,0.00027984453,0.8645123,0.023384321,0.09585497,0.014111037,0.00008051748],"about_ca_topic_score_codex":0.001779234,"about_ca_topic_score_gemma":0.0022884489,"teacher_disagreement_score":0.001884807,"about_ca_system_score_codex":0.0006683736,"about_ca_system_score_gemma":0.0008966031,"threshold_uncertainty_score":0.009967923},"labels":[],"label_agreement":null},{"id":"W1565453421","doi":"10.1109/vetecs.2006.1683044","title":"Performance Analysis of IEEE 802.1le WLANs with Throughput and Delay Guarantees","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Distributed coordination function; Computer science; Throughput; Computer network; Wireless lan; Channel (broadcasting); IEEE 802.11; Access control; Quality of service; Wireless; IEEE 802.11e-2005; Real-time computing; Wireless network; Telecommunications; Wi-Fi array","score_opus":0.00736928015956331,"score_gpt":0.21517551337686228,"score_spread":0.20780623321729896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1565453421","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5910751,0.0028432505,0.3910375,0.0008443274,0.000085546584,0.000085514126,0.00019777654,0.0009903946,0.01284057],"genre_scores_gemma":[0.9928086,0.00031680614,0.006111874,0.000044594264,0.000040661314,0.000024970663,0.000044518583,0.00002842101,0.0005795083],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969825,0.00091665925,0.00012310008,0.00020548764,0.0012083498,0.0005638811],"domain_scores_gemma":[0.9924545,0.004491962,0.0008983114,0.00061245525,0.0013565824,0.00018610648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0046472223,0.0009386449,0.0007735331,0.0013214609,0.00060904626,0.0019814624,0.0011078698,0.0009972593,0.0011698835],"category_scores_gemma":[0.015741726,0.00037851953,0.00032308578,0.0011323252,0.0011134173,0.0018203475,0.0008704748,0.0009580217,0.00025538768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047813766,0.0001506129,0.004860071,0.00011648724,0.00008683402,0.00022776684,0.0001666985,0.9184282,0.018237578,0.030320333,0.0006549387,0.02627232],"study_design_scores_gemma":[0.000012813132,0.00010908376,0.0009209949,0.0000071809454,0.000021066859,0.00006416711,0.000029189001,0.99348253,0.0026303157,0.0024242222,0.0002860619,0.000012378203],"about_ca_topic_score_codex":0.0038176917,"about_ca_topic_score_gemma":0.0017462864,"teacher_disagreement_score":0.0046472223,"about_ca_system_score_codex":0.0025762832,"about_ca_system_score_gemma":0.0012684707,"threshold_uncertainty_score":0.02457714},"labels":[],"label_agreement":null},{"id":"W1566010097","doi":"10.1007/11422778_19","title":"Modeling a Beacon Enabled 802.15.4 Cluster with Bidirectional Traffic","year":2005,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Telecommunications link; Computer network; Network packet; Computer science; Queue; Beacon; Markov chain; Real-time computing","score_opus":0.016378734408408334,"score_gpt":0.23710597794128582,"score_spread":0.22072724353287748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1566010097","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40355954,0.001973405,0.51929665,0.0026623225,0.0005531944,0.0003393341,0.0015592341,0.0026391742,0.06741722],"genre_scores_gemma":[0.9496762,0.0008866312,0.02556992,0.00013649004,0.00009102511,0.00021696754,0.00035393634,0.0002713217,0.022797482],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99963844,0.00010213531,0.000011506001,0.00006912251,0.00007926847,0.00009946287],"domain_scores_gemma":[0.9994154,0.00023536451,0.00006758152,0.000038106256,0.00016378758,0.00007981996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063065987,0.0008551874,0.00083111116,0.0006462954,0.0010033805,0.0016617259,0.0028123537,0.0019313499,0.005682522],"category_scores_gemma":[0.0013568476,0.000723122,0.0006951712,0.00088216324,0.0010229158,0.0020412197,0.001102345,0.0010346308,0.0008709191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067070185,0.000025572115,0.00032303884,0.0000272153,0.000007927554,0.000054340588,0.000049011276,0.98688126,0.0008966595,0.009010279,0.0007914226,0.001866116],"study_design_scores_gemma":[0.000008657011,0.000017302327,0.00008674544,0.0000037412553,0.0000054543657,0.000009342669,0.000017054626,0.9977221,0.00010710161,0.0017037411,0.00031271853,0.000006042386],"about_ca_topic_score_codex":0.026131503,"about_ca_topic_score_gemma":0.012691744,"teacher_disagreement_score":0.026131503,"about_ca_system_score_codex":0.0022831191,"about_ca_system_score_gemma":0.0015763217,"threshold_uncertainty_score":0.0519588},"labels":[],"label_agreement":null},{"id":"W1575319949","doi":"10.1109/icc.2015.7248923","title":"Solving the performance puzzle of DSRC multi-channel operations","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dedicated short-range communications; Throughput; Computer science; Reliability (semiconductor); Computer network; Channel (broadcasting); Network packet; Control channel; Software deployment; Packet loss; Wireless; Interval (graph theory); Key (lock); Duration (music); Vehicular ad hoc network; Real-time computing; Telecommunications; Wireless ad hoc network; Computer security","score_opus":0.06607452292120301,"score_gpt":0.2825437179398736,"score_spread":0.21646919501867057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1575319949","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09886407,0.0027376965,0.8652854,0.006697182,0.00021990303,0.000050226517,0.00010340052,0.0005438491,0.025498271],"genre_scores_gemma":[0.97462904,0.0009755769,0.0221246,0.00021446632,0.00012424188,0.00004103671,0.000023579698,0.00005567861,0.0018118002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99792874,0.0006766243,0.00006815179,0.00024876426,0.000768694,0.00030898157],"domain_scores_gemma":[0.99327105,0.00397401,0.0006098121,0.0010200769,0.0009896008,0.00013544473],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028939657,0.0006723708,0.0007766396,0.000768051,0.0007649157,0.0021240483,0.0013249309,0.0014626106,0.0010977095],"category_scores_gemma":[0.015916532,0.0005264793,0.0003438465,0.0009455601,0.0013687257,0.0031880082,0.0012485263,0.0021343883,0.00036273373],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017735097,0.00006387649,0.0020997606,0.00013365212,0.00003907247,0.00017162075,0.0002995469,0.72355616,0.0066976505,0.20187324,0.003560038,0.06132802],"study_design_scores_gemma":[0.00001216325,0.00004684932,0.00025712827,0.000017630178,0.000010621548,0.00010456393,0.000057472746,0.9613473,0.0020330837,0.034256224,0.0018380899,0.000018937286],"about_ca_topic_score_codex":0.0028451588,"about_ca_topic_score_gemma":0.0015621032,"teacher_disagreement_score":0.0028939657,"about_ca_system_score_codex":0.0023588324,"about_ca_system_score_gemma":0.0015919723,"threshold_uncertainty_score":0.01711464},"labels":[],"label_agreement":null},{"id":"W1576672192","doi":"10.1007/978-3-540-27824-5_166","title":"Performance Analysis of Multi-pattern Frequency Hopping Wireless LANs","year":2004,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Frequency-hopping spread spectrum; Computer network; Throughput; Network packet; Local area network; Physical layer; Transmission (telecommunications); Wireless; Interference (communication); IEEE 802.11; Wireless network; Telecommunications; Channel (broadcasting)","score_opus":0.02187378422752464,"score_gpt":0.25726080483541575,"score_spread":0.2353870206078911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1576672192","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7438502,0.0034073577,0.23914404,0.00031143514,0.0000739206,0.000058970454,0.00013632837,0.00060836494,0.012409347],"genre_scores_gemma":[0.99309903,0.0003307669,0.0051929536,0.00001882324,0.00004973392,0.000013729467,0.00004091079,0.000030563075,0.0012235832],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990251,0.0003247096,0.000029145625,0.00010074318,0.00035084476,0.00016940152],"domain_scores_gemma":[0.99589217,0.0029395337,0.00025148955,0.00028462245,0.0005578566,0.0000743786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011652873,0.0005626415,0.0006019538,0.0012484881,0.00038457592,0.0007647357,0.00067187013,0.00050847774,0.0022201838],"category_scores_gemma":[0.0040987786,0.0002199668,0.00027467194,0.0009049463,0.0004837481,0.00087572675,0.000532399,0.0003860301,0.0002587092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009225102,0.00013458508,0.003459648,0.0002063379,0.0001088287,0.00018408164,0.00009817612,0.8672512,0.035906754,0.016127426,0.0008456288,0.074754804],"study_design_scores_gemma":[0.0000074700083,0.00017690414,0.000979707,0.000006187789,0.000020402174,0.0001371071,0.000021943184,0.9931009,0.0033713458,0.0019880463,0.00018097534,0.00000906516],"about_ca_topic_score_codex":0.0008078969,"about_ca_topic_score_gemma":0.0006382357,"teacher_disagreement_score":0.0022201838,"about_ca_system_score_codex":0.00085084373,"about_ca_system_score_gemma":0.00022441187,"threshold_uncertainty_score":0.007427275},"labels":[],"label_agreement":null},{"id":"W1576956383","doi":"10.1109/lanman.2005.1541533","title":"Traffic Engineering with Distributed Dynamic Channel Allocation in BFWA Mesh Networks at Millimeter Wave Band","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Wireless mesh network; Scalability; Channel allocation schemes; Computer network; Channel (broadcasting); Extremely high frequency; Distributed computing; Interference (communication); Mesh networking; Traffic engineering; Radio resource management; Frequency allocation; Electronic engineering; Wireless; Wireless network; Engineering; Telecommunications","score_opus":0.006481638808090325,"score_gpt":0.1903253571051976,"score_spread":0.18384371829710727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1576956383","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10470068,0.00008543828,0.8928413,0.00015929005,0.000026845124,0.000045265457,0.000020523146,0.00023209344,0.0018886175],"genre_scores_gemma":[0.9049343,0.000058020483,0.09376409,0.000029101839,0.00002559477,0.0000643927,0.000034362296,0.000020233485,0.0010698966],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996069,0.00014905378,0.000015960186,0.00005842042,0.000089471294,0.00008020033],"domain_scores_gemma":[0.99923193,0.00040138603,0.000075070595,0.000083432344,0.00015888581,0.000049256407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007589893,0.00035305723,0.0003880972,0.0005105384,0.0005080521,0.00059329043,0.00085073506,0.00049457187,0.0006210669],"category_scores_gemma":[0.0023471396,0.0001977776,0.00020647266,0.0004931451,0.0005463559,0.0009651552,0.0005649929,0.00036877784,0.00010121542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013525535,0.000051104136,0.0007365543,0.000017963617,0.0000133976255,0.000045580666,0.00006424705,0.92828286,0.00704827,0.0121601615,0.0004914705,0.050953172],"study_design_scores_gemma":[0.000007098272,0.0000139510175,0.00006893571,8.629974e-7,0.0000024526244,0.000011309629,0.000008684038,0.996058,0.0008232722,0.002791525,0.00021131395,0.000002665881],"about_ca_topic_score_codex":0.002950588,"about_ca_topic_score_gemma":0.0029511815,"teacher_disagreement_score":0.002950588,"about_ca_system_score_codex":0.0008784676,"about_ca_system_score_gemma":0.00060954137,"threshold_uncertainty_score":0.006373763},"labels":[],"label_agreement":null},{"id":"W1578111715","doi":"","title":"Proceedings of the 5th ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Presentation (obstetrics); Computer science; Wireless network; Wireless; Wireless sensor network; Telecommunications; Computer network","score_opus":0.028884024523763315,"score_gpt":0.24851447747799635,"score_spread":0.21963045295423303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1578111715","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025128469,0.08569861,0.74446493,0.026848253,0.031030819,0.0016102031,0.003583194,0.0056628985,0.07597259],"genre_scores_gemma":[0.23128365,0.07194517,0.4442655,0.004232287,0.02561612,0.0017020019,0.01302919,0.0027193802,0.20520674],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9927776,0.0024615184,0.00055312616,0.0007304503,0.0030842721,0.0003930362],"domain_scores_gemma":[0.9863616,0.0042335982,0.00063028955,0.0022189384,0.005034422,0.001521123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0095044095,0.0018381682,0.0021614826,0.002475193,0.00086818787,0.0056040194,0.0025543773,0.001972318,0.0135595985],"category_scores_gemma":[0.014424705,0.00086931477,0.0009794198,0.0020157432,0.0010973958,0.004522035,0.0022122914,0.003483825,0.005175518],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008038006,0.0005885227,0.006469159,0.00095209706,0.00041810548,0.0005597269,0.0006957048,0.01052655,0.011141061,0.016494982,0.3948435,0.5565068],"study_design_scores_gemma":[0.00013479276,0.00071502087,0.011064296,0.0009852399,0.00034616666,0.0010232185,0.0005773298,0.06562365,0.013353579,0.029137798,0.8768474,0.00019147903],"about_ca_topic_score_codex":0.005288227,"about_ca_topic_score_gemma":0.0074053938,"teacher_disagreement_score":0.0135595985,"about_ca_system_score_codex":0.00164624,"about_ca_system_score_gemma":0.002724252,"threshold_uncertainty_score":0.050264716},"labels":[],"label_agreement":null},{"id":"W1591193950","doi":"","title":"Proceedings of the 1st ACM workshop on Wireless multimedia networking and performance modeling","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Multimedia; Wireless network; Wireless; Cover (algebra); Wireless broadband; Telecommunications; Engineering","score_opus":0.030059721005238346,"score_gpt":0.25106418137029834,"score_spread":0.22100446036506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1591193950","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010302671,0.052338827,0.8163173,0.0171616,0.015662711,0.0004043258,0.0018341887,0.0022946445,0.08368371],"genre_scores_gemma":[0.21870373,0.11958151,0.4010511,0.003712708,0.018819109,0.0012186626,0.009275591,0.0018263097,0.22581126],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99875176,0.00037015235,0.00010573474,0.0001340245,0.0005446544,0.00009358033],"domain_scores_gemma":[0.99772066,0.0008257691,0.00009908751,0.000308385,0.0008496272,0.00019657779],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031794142,0.001321977,0.0012014889,0.0011666507,0.00056558044,0.003374083,0.0020146738,0.0018844545,0.017979061],"category_scores_gemma":[0.006111872,0.00063616905,0.001009134,0.0009767783,0.0006296941,0.002649291,0.0011527824,0.0028507132,0.0060804696],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025401392,0.00035199744,0.0030357782,0.00068262254,0.00021899644,0.00045088358,0.00038199194,0.05568799,0.004157149,0.06657521,0.40939027,0.45881313],"study_design_scores_gemma":[0.000041015228,0.00020757485,0.0020580722,0.0004478548,0.00016506578,0.00054077996,0.00018984501,0.22102644,0.0028161355,0.07359345,0.6988327,0.00008100857],"about_ca_topic_score_codex":0.0043488564,"about_ca_topic_score_gemma":0.0037784043,"teacher_disagreement_score":0.017979061,"about_ca_system_score_codex":0.0009483086,"about_ca_system_score_gemma":0.0013727712,"threshold_uncertainty_score":0.060145915},"labels":[],"label_agreement":null},{"id":"W1594862513","doi":"10.1109/wirles.2005.1549444","title":"Enhanced Controlled-Access and Contention-Based Algorithms for IEEE 802.11e Wireless LANs","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Polling; IEEE 802.11e-2005; Computer network; IEEE 802; Inter-Access Point Protocol; Quality of service; Wireless distribution system; Network allocation vector; Access control; Throughput; Queue; Media access control; Scheduling (production processes); Wireless; Wireless lan; Proportionally fair; IEEE 802.1X; Wireless network; IEEE 802.11; Wi-Fi; Wi-Fi array; Round-robin scheduling; Dynamic priority scheduling; Telecommunications","score_opus":0.03552363117324082,"score_gpt":0.3160005637007466,"score_spread":0.2804769325275058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1594862513","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0046746624,0.0004274053,0.9932735,0.000104323226,0.000110273584,0.00007577164,0.000009639955,0.00038642154,0.0009380162],"genre_scores_gemma":[0.22599372,0.00070264476,0.76859576,0.00015400209,0.00028387384,0.00028684817,0.0000819745,0.00010242777,0.0037987442],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972811,0.00085506635,0.00021494868,0.0002165701,0.001229767,0.00020260904],"domain_scores_gemma":[0.9951314,0.0026286046,0.00028701173,0.0006709488,0.0011578979,0.00012424296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004526008,0.00076367095,0.0008139399,0.0013557883,0.00075957685,0.0014902899,0.0026550286,0.0009509592,0.0026385866],"category_scores_gemma":[0.014904206,0.00040585766,0.00044476474,0.0013041234,0.0009259546,0.002956761,0.001251281,0.001622434,0.0005316201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004998614,0.00045134296,0.001017724,0.00016470559,0.00009196668,0.00011430419,0.00026601725,0.31661457,0.011241303,0.22698224,0.0058488953,0.43670705],"study_design_scores_gemma":[0.00007428609,0.000078948804,0.00011792902,0.000010664372,0.000013924146,0.00006708552,0.000011126947,0.9720294,0.0027055729,0.020175677,0.0046941885,0.000021177711],"about_ca_topic_score_codex":0.00247836,"about_ca_topic_score_gemma":0.0024801604,"teacher_disagreement_score":0.004526008,"about_ca_system_score_codex":0.0012025806,"about_ca_system_score_gemma":0.001777415,"threshold_uncertainty_score":0.023936093},"labels":[],"label_agreement":null},{"id":"W159577306","doi":"","title":"Using Network Activity Data to Model the Utilization of a Trunked Radio System","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer network; Computer science; UMTS Terrestrial Radio Access Network; Sample (material); Network model; Telecommunications; Base station; Radio access network; Data mining","score_opus":0.26229970488906273,"score_gpt":0.3569634456482677,"score_spread":0.09466374075920497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W159577306","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8354073,0.00017650641,0.15960589,0.0002097489,0.00004350882,0.00010867412,0.0009703363,0.00043403328,0.0030439994],"genre_scores_gemma":[0.98714626,0.0001247991,0.011347314,0.000023039587,0.000018430244,0.0000851012,0.00054987223,0.000038748618,0.00066641293],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999337,0.00022806041,0.000043603122,0.00013872037,0.00014940143,0.000103238446],"domain_scores_gemma":[0.9975314,0.0013387486,0.00046394177,0.00023020113,0.00033090718,0.00010474076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012005165,0.0010477953,0.00040350502,0.0013531361,0.00032179774,0.00096742966,0.00093201955,0.0006854685,0.0008390557],"category_scores_gemma":[0.0051742783,0.00031968782,0.00046045618,0.0011347384,0.0005735819,0.0018085041,0.00038702076,0.0007952857,0.00024014297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000066351204,0.000083773295,0.014701164,0.000020019566,0.000044506218,0.000053701693,0.0000570726,0.9768859,0.0013911935,0.0022797193,0.00016462113,0.004251988],"study_design_scores_gemma":[0.0000038059907,0.000027102815,0.0017218057,0.000002498466,0.000008357284,0.000021482376,0.000011525521,0.9969283,0.0004647481,0.0006425704,0.00016369752,0.0000041186295],"about_ca_topic_score_codex":0.012732828,"about_ca_topic_score_gemma":0.009747425,"teacher_disagreement_score":0.012732828,"about_ca_system_score_codex":0.0014422347,"about_ca_system_score_gemma":0.0005143245,"threshold_uncertainty_score":0.02531743},"labels":[],"label_agreement":null},{"id":"W1596713229","doi":"10.1109/ictta.2006.1684781","title":"Predictive Association Algorithm for IEEE 802.11 WLANs","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Algorithm; Throughput; Wi-Fi; Local area network; Wireless lan; Association (psychology); Computer network; IEEE 802.11; Load balancing (electrical power); Performance improvement; Real-time computing; Wireless network; Wireless; Telecommunications; Engineering; Mathematics","score_opus":0.008591360916924093,"score_gpt":0.23812050336388962,"score_spread":0.22952914244696554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1596713229","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006946949,0.00032800686,0.9907979,0.00012567033,0.00008419697,0.00004871027,0.000029266646,0.000586465,0.0010528666],"genre_scores_gemma":[0.45598227,0.0010337259,0.53378624,0.00029547894,0.00020131741,0.00040608985,0.00041192153,0.000088178,0.0077948435],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988181,0.00022479212,0.00008824041,0.00026002538,0.00048341544,0.00012544302],"domain_scores_gemma":[0.9977259,0.001244119,0.00019508234,0.00018934048,0.0005812963,0.00006434213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017795576,0.0005876211,0.0011188197,0.001046611,0.00082936237,0.0012798688,0.0020835556,0.0012477825,0.002244197],"category_scores_gemma":[0.0070244595,0.00047076336,0.0004740253,0.0015295285,0.0006193506,0.0016818399,0.0011485815,0.0020674544,0.0012077183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036656347,0.00015124877,0.0024120852,0.000088427056,0.00008580556,0.000142195,0.0001693649,0.4539382,0.0030910012,0.027386857,0.0035654649,0.50860286],"study_design_scores_gemma":[0.000015766114,0.000031145388,0.00015524637,0.000007125142,0.000011095154,0.000069049864,0.000009658795,0.9936101,0.00079553365,0.0041978024,0.0010894146,0.000007980153],"about_ca_topic_score_codex":0.0049016317,"about_ca_topic_score_gemma":0.0036830099,"teacher_disagreement_score":0.0049016317,"about_ca_system_score_codex":0.0007808588,"about_ca_system_score_gemma":0.0018306515,"threshold_uncertainty_score":0.009746194},"labels":[],"label_agreement":null},{"id":"W1598470171","doi":"10.1109/wimob.2005.1512924","title":"Rate-adaptive multicast in mobile ad-hoc networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Multicast; Computer network; Computer science; Protocol Independent Multicast; Source-specific multicast; Reliable multicast; Distance Vector Multicast Routing Protocol; Throughput; Xcast; Pragmatic General Multicast; Network packet; IP multicast; Distributed computing; Wireless; Telecommunications","score_opus":0.011471282410835074,"score_gpt":0.24237956298492871,"score_spread":0.23090828057409363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1598470171","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01839967,0.011746495,0.96022356,0.0007219913,0.00047098403,0.00017822541,0.00006765235,0.00097631756,0.0072151218],"genre_scores_gemma":[0.6606054,0.012739452,0.3186745,0.00030507604,0.0014022641,0.0004884006,0.00021324435,0.00011898325,0.0054527307],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984244,0.0007148531,0.00008333559,0.00011005796,0.00055901374,0.000108380606],"domain_scores_gemma":[0.9987203,0.0007331226,0.00011843287,0.00013665474,0.00024827378,0.000043239652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022403202,0.0005948061,0.0008235258,0.001008198,0.00069968053,0.0009104416,0.0013541412,0.0010951818,0.00095899735],"category_scores_gemma":[0.004162228,0.00036706674,0.00033145334,0.0012059957,0.0005332395,0.0019343845,0.00089992903,0.0008162537,0.00044262884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003285529,0.0001643085,0.0017878545,0.00077243935,0.0001653425,0.0006376744,0.00047813536,0.340054,0.012239203,0.16310245,0.012267495,0.4680025],"study_design_scores_gemma":[0.00007399196,0.00020412465,0.000376906,0.00007583806,0.000065623055,0.000396548,0.00006046263,0.9034805,0.0030289048,0.073786564,0.018405797,0.000044779037],"about_ca_topic_score_codex":0.00091581704,"about_ca_topic_score_gemma":0.0006373173,"teacher_disagreement_score":0.0022403202,"about_ca_system_score_codex":0.0006062239,"about_ca_system_score_gemma":0.00041414553,"threshold_uncertainty_score":0.0118480325},"labels":[],"label_agreement":null},{"id":"W1605139953","doi":"10.1002/9780470403686.ch10","title":"Performance Evaluation and Optimization of IEEE 802.15.3 Piconets","year":2008,"lang":"en","type":"other","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Association for Applied Sport Psychology","keywords":"Computer science; IEEE 802.11; Computer network; Wireless lan; Telecommunications; Wireless","score_opus":0.025411782040876362,"score_gpt":0.26941513117554616,"score_spread":0.2440033491346698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1605139953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8455983,0.0050038723,0.11393728,0.0004665881,0.0002167925,0.00021587875,0.0004332911,0.0021855067,0.031942524],"genre_scores_gemma":[0.99035794,0.0005606442,0.0068762386,0.000040522595,0.000030560415,0.000041341813,0.00015768141,0.000072205796,0.0018628628],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977665,0.00062927825,0.00013613861,0.00018358698,0.0009950842,0.00028942726],"domain_scores_gemma":[0.99797696,0.0010262175,0.00015798576,0.0002010815,0.00056774874,0.00006999807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019933272,0.0011631991,0.00069650845,0.0008725052,0.00052305055,0.0010996269,0.00088145706,0.00051187986,0.0018870456],"category_scores_gemma":[0.004711723,0.00019790228,0.00027638944,0.00095536915,0.0005411895,0.0007932229,0.0005666029,0.00039195828,0.00033994156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018043565,0.00029970985,0.009667646,0.00032090925,0.00013702734,0.00021394565,0.00015256445,0.8028872,0.035976056,0.0051973127,0.00336495,0.13997836],"study_design_scores_gemma":[0.0000543469,0.001175166,0.0077346205,0.000040495677,0.00011809401,0.00024184982,0.00010547233,0.94735974,0.03985873,0.0012624277,0.0020001568,0.000048805625],"about_ca_topic_score_codex":0.0032201644,"about_ca_topic_score_gemma":0.0024700288,"teacher_disagreement_score":0.0032201644,"about_ca_system_score_codex":0.0013861081,"about_ca_system_score_gemma":0.00049890357,"threshold_uncertainty_score":0.010541856},"labels":[],"label_agreement":null},{"id":"W1606954879","doi":"10.1109/vetecf.2004.1404927","title":"Modeling and characterization of frame loss process in IEEE 802.11 wireless local area networks","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Frame (networking); Markov process; Throughput; Computer network; Wireless lan; IEEE 802.11; Markov chain; Hidden Markov model; Markov model; Local area network; Process (computing); Wi-Fi; Wireless; Wireless network; Real-time computing; Telecommunications; Artificial intelligence; Machine learning; Mathematics","score_opus":0.014107754146481025,"score_gpt":0.24560873216090418,"score_spread":0.23150097801442315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1606954879","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44045147,0.00032857797,0.55736965,0.00014382545,0.00002440817,0.000076608725,0.00015046366,0.00040826804,0.0010466888],"genre_scores_gemma":[0.9879864,0.00021519038,0.011165368,0.000014929068,0.000010086794,0.000056361543,0.00013035946,0.000018581422,0.00040267073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993661,0.00019571935,0.00003527707,0.0000824041,0.00022062304,0.000099909426],"domain_scores_gemma":[0.9972817,0.0019204469,0.00026737343,0.0001768323,0.00031377518,0.00003988534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015568221,0.0006061601,0.0005313876,0.0007865457,0.0003223148,0.00058648107,0.0008610828,0.0007613661,0.00032109444],"category_scores_gemma":[0.0063086282,0.00038172962,0.00035553012,0.00047621937,0.0007164553,0.0010106965,0.00033648973,0.0007639021,0.00015349506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009021952,0.00007102397,0.0044039693,0.00002812638,0.00001743032,0.00006637243,0.00015710032,0.9722634,0.0054957136,0.004687871,0.00012886465,0.012589906],"study_design_scores_gemma":[0.0000027277772,0.00002495023,0.0011268625,0.000002620472,0.0000043969017,0.000018845998,0.000010508983,0.99615616,0.0013357177,0.0012435709,0.000065946646,0.000007756676],"about_ca_topic_score_codex":0.009486421,"about_ca_topic_score_gemma":0.0046196645,"teacher_disagreement_score":0.009486421,"about_ca_system_score_codex":0.0011769896,"about_ca_system_score_gemma":0.0006859792,"threshold_uncertainty_score":0.018862367},"labels":[],"label_agreement":null},{"id":"W1616845905","doi":"10.48550/arxiv.1008.5170","title":"General Model for Single and Multiple Channels WLANs with Quality of Service Support","year":2010,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"HiperLAN; Computer network; Computer science; Throughput; Quality of service; Channel (broadcasting); Telecommunications link; Data as a service; Wireless; Wireless network; Data transmission; Transmission (telecommunications); Service (business); Wireless lan; Telecommunications","score_opus":0.14766269293172474,"score_gpt":0.2287583512974756,"score_spread":0.08109565836575086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1616845905","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04347686,0.0014913721,0.9259952,0.0024777025,0.0004145362,0.00036521547,0.0020727739,0.0010465529,0.022659857],"genre_scores_gemma":[0.82079357,0.003866752,0.089267425,0.0012055675,0.0009316898,0.0016411688,0.002050233,0.00055410503,0.07968953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99692744,0.00066095806,0.00014851509,0.0007148133,0.0008423607,0.0007059319],"domain_scores_gemma":[0.99771935,0.0007824002,0.0003326355,0.0002562346,0.0007540267,0.00015524321],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019582263,0.0017436766,0.0024018793,0.0016677553,0.0011399942,0.0037534572,0.0058722827,0.0048643993,0.009116777],"category_scores_gemma":[0.004821913,0.0011323366,0.0019970671,0.0024917107,0.0017022312,0.005596619,0.0019148883,0.0033210213,0.0033344578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001321816,0.00013195274,0.0011201061,0.00017245025,0.00008382285,0.00059017,0.00024841243,0.76511943,0.0041104252,0.21733558,0.0042280303,0.0067274724],"study_design_scores_gemma":[0.00004745514,0.000043444168,0.00027837575,0.000019848443,0.000032918397,0.00017007944,0.000052576266,0.95925695,0.0003219649,0.0369962,0.002741631,0.000038556558],"about_ca_topic_score_codex":0.013362854,"about_ca_topic_score_gemma":0.0061262203,"teacher_disagreement_score":0.013362854,"about_ca_system_score_codex":0.0034843318,"about_ca_system_score_gemma":0.0024954916,"threshold_uncertainty_score":0.030498624},"labels":[],"label_agreement":null},{"id":"W162188740","doi":"10.1007/978-1-4020-6266-7_56","title":"Fairness Enhancement of IEEE 802.11 Ad Hoc Mode Using Rescue Frames","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computer science; Wireless ad hoc network; Computer network; IEEE 802.11; Frame (networking); Carrier sense multiple access with collision avoidance; Node (physics); Throughput; Transmission (telecommunications); Hidden node problem; Wireless; Wireless network; Engineering; Telecommunications","score_opus":0.06258171373546279,"score_gpt":0.31609848033889865,"score_spread":0.25351676660343586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W162188740","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11916192,0.004530473,0.83174103,0.0005734115,0.0010915993,0.00013728817,0.00009598675,0.0015535639,0.041114796],"genre_scores_gemma":[0.93223745,0.00070810335,0.05515479,0.0001401484,0.00032889695,0.00004906524,0.00004214086,0.00010165303,0.011237729],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945813,0.00015399659,0.000016871081,0.00008404409,0.00017142933,0.00011541943],"domain_scores_gemma":[0.9983669,0.0008271349,0.00006086514,0.00022567002,0.00045311026,0.00006642139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014387594,0.0006102648,0.0006200186,0.0005336262,0.00085633714,0.0009657849,0.001120626,0.00045897852,0.003187602],"category_scores_gemma":[0.0027457308,0.00020768262,0.0002059915,0.00037872582,0.00055076095,0.0009461891,0.0008876218,0.00092946016,0.0006038662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018702748,0.0004964349,0.0018770507,0.00027969052,0.0000902392,0.0004019066,0.0008574629,0.13509017,0.12939431,0.13784005,0.015065143,0.5767373],"study_design_scores_gemma":[0.000094803,0.00047299403,0.0011989475,0.000047944315,0.000107373024,0.00046531996,0.00014077408,0.9013547,0.04495582,0.0356214,0.015463692,0.00007623624],"about_ca_topic_score_codex":0.0017477741,"about_ca_topic_score_gemma":0.0021389134,"teacher_disagreement_score":0.003187602,"about_ca_system_score_codex":0.00075891335,"about_ca_system_score_gemma":0.00069621636,"threshold_uncertainty_score":0.010663569},"labels":[],"label_agreement":null},{"id":"W1636291033","doi":"10.1109/wirles.2005.1549437","title":"Adaptive Contention-Window MAC Algorithms for QoS-Enabled Wireless LANs","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Throughput; Computer network; Wireless lan; Quality of service; Window (computing); Wireless; Algorithm; Real-time computing; Telecommunications","score_opus":0.03832242105163671,"score_gpt":0.2817302825721416,"score_spread":0.2434078615205049,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1636291033","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0080583785,0.0011632902,0.9886308,0.00012563702,0.00011072369,0.000067184854,0.000016168528,0.0008095715,0.0010182821],"genre_scores_gemma":[0.32133996,0.001800457,0.6737638,0.00014055893,0.00024977222,0.0003500796,0.00008468558,0.00014903859,0.0021216196],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990062,0.00029061435,0.00007978226,0.000113799484,0.00042126924,0.000088352106],"domain_scores_gemma":[0.9974015,0.0013859045,0.00023117318,0.0004126287,0.00048377784,0.000085056025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002752144,0.00079228583,0.0005961876,0.0010146904,0.00076644105,0.0008990377,0.002181456,0.00057398796,0.0014000728],"category_scores_gemma":[0.007218165,0.00035150378,0.000253401,0.0010444203,0.00075878896,0.0020764058,0.00085536053,0.0013673524,0.00033385213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046790324,0.00021148584,0.0011392034,0.00020251084,0.00008773408,0.0001079582,0.00032342842,0.40884042,0.02261722,0.13723344,0.0050537414,0.423715],"study_design_scores_gemma":[0.00004388768,0.00006314633,0.00013942969,0.0000132483765,0.000016567341,0.000047158355,0.00001644925,0.97538155,0.0037886119,0.016672682,0.0037992203,0.000018160023],"about_ca_topic_score_codex":0.0019122771,"about_ca_topic_score_gemma":0.0018631048,"teacher_disagreement_score":0.002752144,"about_ca_system_score_codex":0.0008579902,"about_ca_system_score_gemma":0.0010450204,"threshold_uncertainty_score":0.014554858},"labels":[],"label_agreement":null},{"id":"W1661270980","doi":"10.1109/twc.2015.2435006","title":"An Analytical MAC Model for IEEE 802.15.4 Enabled Wireless Networks With Periodic Traffic","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"National Natural Science Foundation of China; National Science Foundation","keywords":"Computer science; Computer network; IEEE 802.11; Inter-Access Point Protocol; Scalability; Network allocation vector; IEEE 802.15; Traffic generation model; IEEE 802.11s; Channel (broadcasting); Node (physics); Wireless network; Wireless; Protocol (science); Distributed computing; Wireless sensor network; Wi-Fi; Telecommunications; Engineering","score_opus":0.061732455352347,"score_gpt":0.3086968343665091,"score_spread":0.24696437901416207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1661270980","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030688062,0.0009192201,0.9449133,0.0012777196,0.00024933825,0.00022134304,0.00061466446,0.0005981251,0.020518137],"genre_scores_gemma":[0.82106745,0.0029676673,0.14325292,0.0006380553,0.00038347722,0.0011325289,0.0006655521,0.00023797053,0.029654372],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993499,0.00013860987,0.000036984333,0.00012111856,0.00023976172,0.00011360861],"domain_scores_gemma":[0.9991517,0.00031041796,0.00015702289,0.0000810166,0.0002762642,0.000023625296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008035555,0.0011330039,0.0007391076,0.0009114393,0.0007658624,0.0011846155,0.0023378213,0.0014894521,0.0025364645],"category_scores_gemma":[0.0025070284,0.00052269694,0.0008114958,0.0010562395,0.00071944046,0.0021714505,0.000678046,0.0013953395,0.00086094905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000252097,0.000039704475,0.00038738866,0.000064111286,0.000013781708,0.00018071187,0.00011069664,0.9315284,0.002527336,0.056299772,0.0019669572,0.0068558804],"study_design_scores_gemma":[0.000002656935,0.0000113585,0.00005899283,0.0000046740815,0.0000049524274,0.000026051466,0.000009257418,0.99502254,0.00017326212,0.003938865,0.0007426137,0.0000048707484],"about_ca_topic_score_codex":0.008006508,"about_ca_topic_score_gemma":0.005465889,"teacher_disagreement_score":0.008006508,"about_ca_system_score_codex":0.00176095,"about_ca_system_score_gemma":0.0016566388,"threshold_uncertainty_score":0.015919805},"labels":[],"label_agreement":null},{"id":"W1671096031","doi":"10.1109/iwcmc.2015.7289104","title":"Impact of Hidden Collision on primary users' performance in Dynamic Spectrum Access","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Moncton","funders":"","keywords":"Throughput; Carrier sense multiple access with collision avoidance; Computer science; Computer network; Collision; Multiple Access with Collision Avoidance for Wireless; Access control; Hidden node problem; Idle; Transmission (telecommunications); Collision avoidance; Collision problem; Capture effect; Protocol (science); Focus (optics); Computer security; Wireless; Telecommunications; Operating system; Wireless network","score_opus":0.029759756431986296,"score_gpt":0.3205780655629921,"score_spread":0.2908183091310058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1671096031","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.981941,0.0008673336,0.015279505,0.00012696344,0.000056663583,0.000018226687,0.000050884493,0.00014568624,0.0015137375],"genre_scores_gemma":[0.9994728,0.00006657916,0.00034815012,0.000009916487,0.000005061968,0.0000030737515,0.000008985821,0.000004276979,0.00008130941],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967914,0.0008954641,0.00012031971,0.0004045657,0.0008284818,0.00095968967],"domain_scores_gemma":[0.9756537,0.018820943,0.0018895067,0.0011816194,0.0017225251,0.0007317405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027449776,0.0007255019,0.0010668403,0.0006702036,0.0010170601,0.0013076601,0.00071362325,0.0008053093,0.0008914108],"category_scores_gemma":[0.015914202,0.00037577376,0.00042015407,0.0006371991,0.0012958909,0.0011390537,0.0011838959,0.0008009077,0.00013830907],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009189151,0.001127858,0.059526723,0.00068363687,0.00047432585,0.0031267954,0.001458458,0.74025697,0.113648556,0.006723879,0.001377709,0.062405966],"study_design_scores_gemma":[0.00012391988,0.0041530337,0.017228272,0.000037551174,0.00037824136,0.0017056749,0.0006590858,0.91049665,0.06085232,0.0037149992,0.00053986226,0.00011028498],"about_ca_topic_score_codex":0.004002509,"about_ca_topic_score_gemma":0.0017979925,"teacher_disagreement_score":0.004002509,"about_ca_system_score_codex":0.0011161206,"about_ca_system_score_gemma":0.0010725519,"threshold_uncertainty_score":0.01451695},"labels":[],"label_agreement":null},{"id":"W1675340958","doi":"10.1109/wiopt.2005.4","title":"A Novel Call Admission Control in Multi-Service Wireless LANs","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Call Admission Control; Computer science; Quality of service; Computer network; Admission control; Call blocking; Throughput; Blocking (statistics); Resource allocation; Service (business); Wireless; Resource management (computing); Wireless lan; Wireless network; Distributed computing; Telecommunications","score_opus":0.0318610802331612,"score_gpt":0.28660608160490647,"score_spread":0.25474500137174527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1675340958","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018811574,0.0010252836,0.9746668,0.0003141519,0.00027254506,0.00011718429,0.000031067182,0.0012238537,0.0035375813],"genre_scores_gemma":[0.7810777,0.00077469874,0.21278897,0.00041320478,0.0006543232,0.00024384419,0.00010149043,0.00008603185,0.003859725],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976749,0.00045498603,0.00012371123,0.00033418188,0.0011737518,0.00023852424],"domain_scores_gemma":[0.99887866,0.00039581268,0.000116135,0.00016651554,0.00033944784,0.000103399645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012344145,0.0006029294,0.00074227905,0.00082843984,0.00096078345,0.0018002985,0.0018784702,0.0011617363,0.0007496107],"category_scores_gemma":[0.0035049303,0.00025463494,0.00045485346,0.0007736208,0.0010501452,0.0015285762,0.0010296523,0.0018445696,0.0002779191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043543,0.00037406408,0.0020074872,0.0002835733,0.00013124084,0.00072416075,0.0004989897,0.1963331,0.07602808,0.155972,0.005556513,0.5616554],"study_design_scores_gemma":[0.000051078885,0.00010417826,0.0003659616,0.00001580299,0.000030506731,0.00028967898,0.00001758409,0.97273254,0.009826671,0.009329178,0.0071869674,0.000049812013],"about_ca_topic_score_codex":0.0023664818,"about_ca_topic_score_gemma":0.001535391,"teacher_disagreement_score":0.0023664818,"about_ca_system_score_codex":0.00095216866,"about_ca_system_score_gemma":0.0011339275,"threshold_uncertainty_score":0.0069084764},"labels":[],"label_agreement":null},{"id":"W1715415823","doi":"10.1587/transinf.2014edp7379","title":"Utilization-Aware Hybrid Beacon Scheduling in Cluster-Tree ZigBee Networks","year":2015,"lang":"en","type":"article","venue":"IEICE Transactions on Information and Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Beacon; Scheduling (production processes); Real-time computing; Network packet; Computer network; Cluster (spacecraft); Distributed computing; Mathematical optimization","score_opus":0.04000964883593383,"score_gpt":0.2691125033333831,"score_spread":0.22910285449744927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1715415823","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08888296,0.0005214633,0.9084311,0.00007672711,0.00006274468,0.000040578907,0.000024922147,0.0006902741,0.0012691938],"genre_scores_gemma":[0.86630315,0.00018619419,0.1324813,0.00003404366,0.00003281255,0.00005595075,0.00005221325,0.00006114311,0.0007932183],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959606,0.00010694847,0.000022847276,0.000073214476,0.00013234805,0.00006849044],"domain_scores_gemma":[0.9993919,0.00022865004,0.00009950626,0.00010673662,0.00012820248,0.000045058317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006954905,0.00029215225,0.00036576937,0.00049154286,0.00054098375,0.00035058195,0.00101134,0.0002072638,0.0004507128],"category_scores_gemma":[0.0013571157,0.00023765136,0.0001927175,0.0004923273,0.0002556318,0.0007039842,0.00049577927,0.0003112888,0.00010806687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006341504,0.00017947916,0.004291343,0.00017713424,0.00010386238,0.00017740439,0.00048522544,0.55129826,0.07572404,0.01565881,0.003217657,0.34805268],"study_design_scores_gemma":[0.00002056924,0.000094759554,0.0007437916,0.000005267968,0.00001730804,0.00006366553,0.000048798,0.9861644,0.008530609,0.0022275199,0.0020701406,0.000013145908],"about_ca_topic_score_codex":0.0019894056,"about_ca_topic_score_gemma":0.002946038,"teacher_disagreement_score":0.0019894056,"about_ca_system_score_codex":0.0005720022,"about_ca_system_score_gemma":0.00070818944,"threshold_uncertainty_score":0.004150152},"labels":[],"label_agreement":null},{"id":"W1741095448","doi":"10.1109/icc.2003.1204542","title":"A new class of collision prevention MAC protocols for wireless ad hoc networks","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer network; Computer science; Multiple Access with Collision Avoidance for Wireless; Wireless ad hoc network; Quality of service; Network packet; Throughput; Collision; Reservation; Mobile ad hoc network; Ad hoc wireless distribution service; Protocol (science); Hidden node problem; Access control; Media access control; Wireless network; Wireless; Optimized Link State Routing Protocol; Routing protocol; Computer security; Wi-Fi array; Telecommunications","score_opus":0.027058265813230262,"score_gpt":0.31155112537479124,"score_spread":0.28449285956156095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1741095448","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035111958,0.01159985,0.97682494,0.00064305565,0.0009926358,0.00025481544,0.000056023433,0.0004957462,0.0056218253],"genre_scores_gemma":[0.13115406,0.024256095,0.8212058,0.0027608075,0.0036268036,0.0018997103,0.00036285885,0.00024708817,0.014486705],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963638,0.000606147,0.00026545077,0.00055003434,0.001983529,0.000231047],"domain_scores_gemma":[0.996479,0.0014145306,0.00041406107,0.00066370267,0.0008729625,0.00015573665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036849717,0.0015620706,0.001209403,0.0020064628,0.0014221538,0.0025872495,0.003458529,0.0022402222,0.0019343292],"category_scores_gemma":[0.00693921,0.0008487623,0.0013217636,0.0017647285,0.0015385337,0.0065572443,0.0022028175,0.0047365082,0.0008776885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001524575,0.00034167478,0.0010714513,0.001067832,0.00030464426,0.0003629931,0.0005309018,0.03414748,0.02595187,0.4261035,0.018388502,0.49157676],"study_design_scores_gemma":[0.0001720575,0.0007854572,0.0006521899,0.00039789363,0.00042394508,0.0026752155,0.00021111987,0.3623099,0.020622984,0.17860919,0.4328928,0.00024730715],"about_ca_topic_score_codex":0.00057369977,"about_ca_topic_score_gemma":0.00049805286,"teacher_disagreement_score":0.0036849717,"about_ca_system_score_codex":0.00080470904,"about_ca_system_score_gemma":0.0015025459,"threshold_uncertainty_score":0.019488215},"labels":[],"label_agreement":null},{"id":"W1767535989","doi":"10.1109/.2006.1629392","title":"SeMAC: Robust Broadcast MAC Protocol for Multi-hop Wireless Ad Hoc Networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer network; Computer science; Unicast; Wireless ad hoc network; Atomic broadcast; Vehicular ad hoc network; Optimized Link State Routing Protocol; Ad hoc wireless distribution service; Broadcast radiation; Broadcast communication network; Distributed computing; Mobile ad hoc network; Broadcasting (networking); Wireless; Routing protocol; Routing (electronic design automation); Multicast; Telecommunications","score_opus":0.04970130794511331,"score_gpt":0.30944008346391355,"score_spread":0.25973877551880026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1767535989","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004659745,0.002578877,0.98169166,0.0002880485,0.0005774896,0.00031831113,0.00019613178,0.005005008,0.004684717],"genre_scores_gemma":[0.25920328,0.003719787,0.7190437,0.00102373,0.0007641907,0.0018102502,0.0016984388,0.0006075424,0.0121291],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99864703,0.0003663773,0.00009584989,0.00011195904,0.0006728441,0.00010596814],"domain_scores_gemma":[0.99869317,0.0002942427,0.00020067541,0.00022406374,0.0005037787,0.00008402703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015666598,0.000918779,0.0010496925,0.0010784669,0.0009104186,0.0009193294,0.001954902,0.0009856016,0.002863913],"category_scores_gemma":[0.002457404,0.00024268638,0.0005042381,0.0009682572,0.0006719076,0.0010753373,0.001221681,0.0013793461,0.0018771341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010981347,0.0002819474,0.0009404882,0.0018093736,0.00034544096,0.0008513133,0.0004376931,0.086439304,0.08217352,0.08400104,0.06064988,0.6809718],"study_design_scores_gemma":[0.00037050986,0.0014396984,0.0010490563,0.00023683533,0.00026729528,0.0022711053,0.00021297146,0.6169859,0.06352896,0.039381538,0.27402267,0.00023349933],"about_ca_topic_score_codex":0.0007012309,"about_ca_topic_score_gemma":0.0007855892,"teacher_disagreement_score":0.002863913,"about_ca_system_score_codex":0.00033444914,"about_ca_system_score_gemma":0.0010926422,"threshold_uncertainty_score":0.009580731},"labels":[],"label_agreement":null},{"id":"W1795306810","doi":"","title":"On a positive recurrence criterion for multidimensional Markov chains with application to the stability of slotted-Aloha with a finite number of queues","year":2009,"lang":"en","type":"article","venue":"International Teletraffic Congress","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Aloha; Markov chain; Queue; Stability (learning theory); Markov process; Countable set; Queueing theory; Mathematics; Applied mathematics; Computer science; Stochastic dominance; Mathematical optimization; Discrete mathematics; Statistics; Throughput","score_opus":0.010756520071650243,"score_gpt":0.2884480975668475,"score_spread":0.27769157749519724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1795306810","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025400868,0.0006594317,0.96792144,0.00065810484,0.000072460774,0.00005596318,0.00008015278,0.00009568964,0.005055824],"genre_scores_gemma":[0.8176709,0.0017986397,0.17377076,0.00039804983,0.00040542003,0.00044218753,0.00018199057,0.00014882295,0.005183351],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985378,0.00059981836,0.0001081582,0.00020926983,0.0004198511,0.00012511693],"domain_scores_gemma":[0.9876351,0.0084914025,0.001248006,0.0004222145,0.0018154024,0.00038795714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038376572,0.00092885864,0.0009603712,0.0015791662,0.0009538043,0.0012528922,0.001274895,0.0012626391,0.0025850048],"category_scores_gemma":[0.014197137,0.0003293498,0.0009356189,0.0010385796,0.0023125932,0.0028096107,0.0015938734,0.0019655556,0.0004867797],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059654612,0.000038675473,0.0008173473,0.00014116254,0.000028474218,0.00036763554,0.00032442328,0.084540606,0.008890813,0.89182144,0.0012011295,0.011768618],"study_design_scores_gemma":[0.000012327852,0.0000653652,0.00019710854,0.000033166438,0.000015443962,0.0001237618,0.00003887043,0.7907819,0.001818745,0.20574483,0.0011366659,0.000031798332],"about_ca_topic_score_codex":0.0012182548,"about_ca_topic_score_gemma":0.0010472464,"teacher_disagreement_score":0.0038376572,"about_ca_system_score_codex":0.0013033703,"about_ca_system_score_gemma":0.001319724,"threshold_uncertainty_score":0.02029574},"labels":[],"label_agreement":null},{"id":"W181010811","doi":"","title":"Performance evaluation of an adaptive backoff scheme for WLAN: Research Articles","year":2004,"lang":"en","type":"article","venue":"Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Salient; Window (computing); Wireless lan; Network packet; Scheme (mathematics); Wi-Fi; Computer network; Feature (linguistics); Simple (philosophy); Algorithm; Wireless; Adaptive algorithm; Real-time computing; Wireless network; Artificial intelligence; Telecommunications; Mathematics","score_opus":0.23427104625038295,"score_gpt":0.43578207320900075,"score_spread":0.2015110269586178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W181010811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5683084,0.0057560015,0.41807336,0.0003110622,0.00035187395,0.00027735237,0.00006757896,0.0010028607,0.0058514453],"genre_scores_gemma":[0.9475114,0.0009148039,0.05008576,0.00004820404,0.00006932576,0.00003528523,0.00007576403,0.000044643355,0.0012148928],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872893,0.000347371,0.00006798693,0.00012403305,0.0006164816,0.00011520495],"domain_scores_gemma":[0.9972658,0.0012701206,0.00021087403,0.00024856228,0.00089448295,0.000110111345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018296012,0.00050310796,0.0005261515,0.0007528092,0.00043641988,0.0007907139,0.0009087498,0.00059270853,0.0012125428],"category_scores_gemma":[0.006262987,0.00016725676,0.00021909688,0.00088318,0.00029720747,0.0010931763,0.00034451982,0.00054834125,0.00024378378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003026228,0.001058606,0.011533899,0.0005953191,0.00022999044,0.00025174028,0.00020407091,0.21526739,0.13495855,0.009336741,0.0024625063,0.621075],"study_design_scores_gemma":[0.0000717163,0.0012191341,0.0032225251,0.00002594263,0.00008237855,0.00034060332,0.000050538514,0.9614667,0.030265374,0.0011282826,0.0020819814,0.00004477708],"about_ca_topic_score_codex":0.001267755,"about_ca_topic_score_gemma":0.0007882828,"teacher_disagreement_score":0.0018296012,"about_ca_system_score_codex":0.00062900846,"about_ca_system_score_gemma":0.00051108253,"threshold_uncertainty_score":0.00967592},"labels":[],"label_agreement":null},{"id":"W1823643167","doi":"10.1109/icupc.1995.496850","title":"A multiobjective analytic framework for slotted ALOHA wireless LANs","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Aloha; Computer science; Fairness measure; Wireless network; Throughput; Wireless; Computer network; Multi-objective optimization; Class (philosophy); Population; Mathematical optimization; Transmission (telecommunications); Network performance; Game theory; Maximum throughput scheduling; Distributed computing; Telecommunications; Quality of service; Mathematics; Artificial intelligence; Machine learning","score_opus":0.037503893260867255,"score_gpt":0.2834286449976843,"score_spread":0.24592475173681702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1823643167","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018127483,0.00027871918,0.9946432,0.00014104972,0.000024984547,0.00003400135,0.00002388874,0.000023208453,0.0030182363],"genre_scores_gemma":[0.38323316,0.0025834695,0.60477364,0.0002249781,0.00023365703,0.00081941194,0.00010846576,0.000092630784,0.007930577],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903643,0.00051444204,0.00003193447,0.00007384381,0.00027872005,0.00006476712],"domain_scores_gemma":[0.99913627,0.000551405,0.000101650425,0.00003500214,0.00013573343,0.000040012903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002138324,0.001420541,0.000978895,0.0010141211,0.00082900637,0.0016641327,0.0016415564,0.00094988884,0.0022459412],"category_scores_gemma":[0.0029002798,0.0005434992,0.0011496772,0.0009050019,0.0014120311,0.0016707296,0.0012277968,0.0013524045,0.00039611405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008288184,0.000023338258,0.000096422984,0.00007143727,0.000028127643,0.000058435267,0.000075424665,0.80953145,0.0006108941,0.1816209,0.0004410438,0.0074341735],"study_design_scores_gemma":[0.0000051705574,0.00002259723,0.000028971319,0.00001825822,0.000008664755,0.000020924728,0.00003061242,0.93766165,0.00012906206,0.060025584,0.0020397967,0.000008690276],"about_ca_topic_score_codex":0.0022004177,"about_ca_topic_score_gemma":0.0016248287,"teacher_disagreement_score":0.0022459412,"about_ca_system_score_codex":0.0016347723,"about_ca_system_score_gemma":0.001244404,"threshold_uncertainty_score":0.011861205},"labels":[],"label_agreement":null},{"id":"W1861800294","doi":"10.1109/wiopt.2005.53","title":"Transmission Costs, Selfish Nodes, and Protocol Design","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Aloha; Computer network; Computer science; Network packet; Intuition; Transmission (telecommunications); Channel (broadcasting); Wireless; Throughput; Telecommunications","score_opus":0.01926254245210539,"score_gpt":0.2729519225728621,"score_spread":0.2536893801207567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1861800294","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10735334,0.0024296036,0.8740858,0.002150034,0.00017305113,0.00024603502,0.00006610622,0.00018694006,0.013309257],"genre_scores_gemma":[0.9023491,0.0017388861,0.091472864,0.00018349131,0.0001223399,0.00037554067,0.000035451256,0.000053129792,0.0036693069],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99769634,0.0012719873,0.00011466909,0.00021476642,0.0005619579,0.0001402294],"domain_scores_gemma":[0.9892069,0.007331746,0.0013609028,0.00092568126,0.0008911326,0.00028355696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0044242134,0.00060496014,0.0005638623,0.0006406448,0.000603912,0.0021716428,0.001568701,0.0011868485,0.0019056377],"category_scores_gemma":[0.018107545,0.0005434554,0.00029690558,0.0007211029,0.0019285834,0.0042475425,0.0011644962,0.0012713331,0.00025591615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002140858,0.0001116595,0.001458322,0.00037079374,0.00008588446,0.00020279194,0.00048960815,0.25314346,0.0059529277,0.6843965,0.0013966359,0.052177306],"study_design_scores_gemma":[0.00007785671,0.0001842356,0.00031551352,0.00006505618,0.000064499574,0.00017253048,0.00011720714,0.6082902,0.0028616998,0.38430676,0.003509237,0.000035266217],"about_ca_topic_score_codex":0.00047015277,"about_ca_topic_score_gemma":0.0004600438,"teacher_disagreement_score":0.0044242134,"about_ca_system_score_codex":0.0012023797,"about_ca_system_score_gemma":0.0009930332,"threshold_uncertainty_score":0.023397744},"labels":[],"label_agreement":null},{"id":"W1866953180","doi":"10.1007/978-3-540-88653-2_15","title":"Detection of Spoofed MAC Addresses in 802.11 Wireless Networks","year":2008,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Spoofing attack; Computer network; Computer science; Wireless; Wireless network; Computer security; Telecommunications","score_opus":0.03629532886794424,"score_gpt":0.27955777339293214,"score_spread":0.2432624445249879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1866953180","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1398801,0.008647153,0.83213407,0.0009765668,0.00071605213,0.0001446754,0.00025025313,0.002396988,0.014854077],"genre_scores_gemma":[0.74166036,0.0056239455,0.23753254,0.00039761013,0.00053453847,0.00018342126,0.0005956592,0.00018080212,0.0132910805],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99837273,0.00029493647,0.000092348986,0.0001566197,0.0009219231,0.00016143917],"domain_scores_gemma":[0.99526006,0.0030163948,0.00047520647,0.00055994187,0.0006144019,0.00007397032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011033965,0.00073491177,0.00082353834,0.0016820431,0.0006014185,0.0013713412,0.0009113185,0.0017741455,0.0010344491],"category_scores_gemma":[0.008387771,0.00068932737,0.00024027558,0.0010263275,0.00083208975,0.0025912074,0.0011114876,0.0012439057,0.0008579922],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007325189,0.00021900226,0.0069590854,0.00046158317,0.00010125757,0.00097026606,0.0007002684,0.05893428,0.07623444,0.035180714,0.012987917,0.8065186],"study_design_scores_gemma":[0.000048983442,0.00042579396,0.004145805,0.000268111,0.00009742413,0.004709897,0.00026698553,0.7875125,0.1334853,0.04542945,0.023493916,0.00011598567],"about_ca_topic_score_codex":0.00033963742,"about_ca_topic_score_gemma":0.00034099584,"teacher_disagreement_score":0.0017741455,"about_ca_system_score_codex":0.0003933198,"about_ca_system_score_gemma":0.00038920145,"threshold_uncertainty_score":0.005835414},"labels":[],"label_agreement":null},{"id":"W1881663244","doi":"10.1109/icc.1999.765598","title":"Queueing analysis of buffered slotted DS/CDMA ALOHA protocols using tagged user approach (TUA)","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Aloha; Computer science; Queueing theory; Computer network; Network packet; Code division multiple access; Buffer (optical fiber); Buffer overflow; Throughput; Telecommunications; Wireless","score_opus":0.050634838670921126,"score_gpt":0.3095113388176389,"score_spread":0.2588765001467178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1881663244","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17331189,0.0013161926,0.8214407,0.00028716025,0.00010026973,0.00009138914,0.00007972813,0.0001738454,0.0031988895],"genre_scores_gemma":[0.98068625,0.0004987702,0.017382264,0.00004998261,0.000040154497,0.00005352312,0.000030440155,0.000025666986,0.001233061],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899656,0.00036543544,0.000046113346,0.0001131067,0.00031362005,0.0001652865],"domain_scores_gemma":[0.9973068,0.0016836693,0.0002173999,0.000117004194,0.000579465,0.000095560084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021897522,0.00055777293,0.00051218393,0.00074024353,0.0005521899,0.0013574738,0.0009825086,0.00054986664,0.0011012496],"category_scores_gemma":[0.005066539,0.0003796733,0.00047494977,0.00046124167,0.001159078,0.001622776,0.00070935296,0.0005806681,0.00014313629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002879291,0.00011356415,0.0017226316,0.00013874365,0.00009233104,0.00035995225,0.0003870132,0.81577516,0.018154826,0.14915048,0.00088627875,0.012931081],"study_design_scores_gemma":[0.000005105621,0.000020789343,0.00010680134,0.0000031536065,0.0000082313945,0.000016488613,0.000021420752,0.99395186,0.00057023,0.0051556807,0.0001345019,0.0000057007474],"about_ca_topic_score_codex":0.008380105,"about_ca_topic_score_gemma":0.0024761506,"teacher_disagreement_score":0.008380105,"about_ca_system_score_codex":0.0023033405,"about_ca_system_score_gemma":0.0015184957,"threshold_uncertainty_score":0.01671201},"labels":[],"label_agreement":null},{"id":"W18895599","doi":"","title":"Integrating context-awareness in the ip multimedia subsystem for enhanced session control and service provisioning capabilities","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"IP Multimedia Subsystem; Computer science; Provisioning; Context (archaeology); Context awareness; Session (web analytics); Multimedia; Service (business); Computer network; Personalization; Quality of service; World Wide Web; Phone","score_opus":0.01408957648135047,"score_gpt":0.29169090546712534,"score_spread":0.2776013289857749,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W18895599","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023293355,0.36706597,0.41384605,0.0072817933,0.0021779716,0.00066100585,0.00033062635,0.0008401026,0.18450311],"genre_scores_gemma":[0.29956904,0.4266507,0.23861007,0.003495763,0.00274924,0.0008120823,0.000983658,0.00017391067,0.026955571],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893683,0.00022416416,0.00010541027,0.00014298168,0.00047531986,0.0001153083],"domain_scores_gemma":[0.998487,0.00077388406,0.000115255716,0.00009783725,0.00045889147,0.000067224864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012709681,0.0005284046,0.00041105557,0.0013128833,0.0002864652,0.0024306942,0.0011894747,0.0013874321,0.0016945855],"category_scores_gemma":[0.0023368807,0.0003832421,0.000519888,0.0012521973,0.0006486786,0.0040713013,0.001246363,0.0019006939,0.0010567659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000082606326,0.0001288547,0.0011484037,0.0071368325,0.00007555475,0.0012964264,0.0010172119,0.0051272553,0.04739321,0.29562575,0.014751027,0.62621695],"study_design_scores_gemma":[0.00001277252,0.0001842922,0.0020412297,0.0033437316,0.00014082684,0.0036220537,0.0005888078,0.01718551,0.026783306,0.028055115,0.91792697,0.00011535912],"about_ca_topic_score_codex":0.0012667389,"about_ca_topic_score_gemma":0.0009968227,"teacher_disagreement_score":0.0024306942,"about_ca_system_score_codex":0.0010211967,"about_ca_system_score_gemma":0.0014958698,"threshold_uncertainty_score":0.0074092746},"labels":[],"label_agreement":null},{"id":"W1899547210","doi":"10.1109/icc.2002.997440","title":"Signaling and QoS guarantees in mobile ad hoc networks","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer network; Computer science; Wireless ad hoc network; Quality of service; Mobile ad hoc network; Reservation; Vehicular ad hoc network; Ad hoc wireless distribution service; Optimized Link State Routing Protocol; Scalability; Distributed computing; Adaptive quality of service multi-hop routing; Wireless; Routing protocol; Telecommunications; Routing (electronic design automation); Network packet","score_opus":0.01073852994463461,"score_gpt":0.2405394368358716,"score_spread":0.22980090689123697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1899547210","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039930407,0.04851695,0.8259879,0.012373227,0.00232163,0.0001302255,0.00018900665,0.0014166026,0.06913398],"genre_scores_gemma":[0.7884894,0.032722425,0.15372305,0.001294877,0.0032934202,0.00027066024,0.00027156802,0.00015426287,0.019780392],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99889416,0.00030407376,0.000080711034,0.000113574344,0.00049014617,0.00011739154],"domain_scores_gemma":[0.9987099,0.0006927023,0.00014141589,0.00018806451,0.00018649726,0.00008139269],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013092982,0.00063142367,0.00043580853,0.0006738825,0.0009373758,0.0026117866,0.0008860683,0.0014348911,0.0017643363],"category_scores_gemma":[0.003743615,0.00038233947,0.0002610265,0.0011276717,0.002317342,0.0036089676,0.0010730139,0.0014408826,0.00059490814],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000849756,0.00002562919,0.00027626255,0.00022924383,0.000019796375,0.00024007095,0.00035277175,0.034818854,0.004115038,0.87254804,0.004606269,0.082683004],"study_design_scores_gemma":[0.00005510273,0.00008346006,0.00023759146,0.000133232,0.000035830704,0.00031982374,0.00017200377,0.15233712,0.0030950927,0.74174595,0.101741046,0.00004380029],"about_ca_topic_score_codex":0.0013720249,"about_ca_topic_score_gemma":0.0007548799,"teacher_disagreement_score":0.0026117866,"about_ca_system_score_codex":0.0009992223,"about_ca_system_score_gemma":0.0008553451,"threshold_uncertainty_score":0.0072499514},"labels":[],"label_agreement":null},{"id":"W1912510634","doi":"10.1109/pccc.1988.10060","title":"Slotted Aloha performance in a Rician fading environment","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NovAtel (Canada)","funders":"","keywords":"Rician fading; Aloha; Fading; Computer science; Network packet; Rayleigh fading; Shadow (psychology); Computer network; Telecommunications; Channel (broadcasting); Throughput; Wireless","score_opus":0.013230724466557599,"score_gpt":0.2107220694661046,"score_spread":0.197491344999547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1912510634","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58705044,0.0044528535,0.36751917,0.00071115687,0.00047523718,0.00018581437,0.0005083567,0.0032241845,0.0358727],"genre_scores_gemma":[0.9790531,0.00057909486,0.016897216,0.000057786106,0.000043041226,0.00004011049,0.00012553616,0.000052232786,0.00315192],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869066,0.00047204344,0.00004069042,0.00012738946,0.00039712887,0.00027206287],"domain_scores_gemma":[0.99334735,0.003772601,0.0002957554,0.00079092116,0.0016472018,0.00014615341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018170719,0.00063882786,0.00067625614,0.00068908074,0.0011075325,0.0017091981,0.00077944185,0.00091578125,0.0031267786],"category_scores_gemma":[0.0057274844,0.00025578294,0.00023841008,0.0010591767,0.0010307713,0.0016163291,0.0010607591,0.00062620285,0.0008730836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031566073,0.00022524544,0.006440412,0.0005719178,0.00025849752,0.00074517285,0.0012875026,0.740156,0.04156151,0.03320832,0.0062094326,0.1661795],"study_design_scores_gemma":[0.0000949508,0.0012411023,0.0018310697,0.000058309233,0.00009018777,0.00082721305,0.0006374638,0.95873386,0.017064143,0.015385435,0.0039545204,0.00008167469],"about_ca_topic_score_codex":0.0023354958,"about_ca_topic_score_gemma":0.0017023967,"teacher_disagreement_score":0.0031267786,"about_ca_system_score_codex":0.0010109035,"about_ca_system_score_gemma":0.0006836323,"threshold_uncertainty_score":0.010460079},"labels":[],"label_agreement":null},{"id":"W1913574874","doi":"10.1109/ccece.2001.933731","title":"Performance analysis of CAR: centralized adaptive reservation","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Variable bitrate; Reservation; Computer network; Constant bitrate; Bandwidth (computing); Markov chain; Real-time computing; Markov process; Quality of service; Mathematics","score_opus":0.049916908124402734,"score_gpt":0.25152860642637503,"score_spread":0.2016116983019723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1913574874","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.666919,0.0028171767,0.30254847,0.00065359514,0.0000888455,0.00013066294,0.00023400875,0.0016912695,0.024916934],"genre_scores_gemma":[0.995786,0.0001238668,0.0033259247,0.00002443895,0.000011032603,0.000015181972,0.00003859566,0.000023932293,0.00065104093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99801743,0.00051210856,0.00004066764,0.00023850852,0.0007551855,0.00043598088],"domain_scores_gemma":[0.99452066,0.0028464387,0.00045007898,0.0005960798,0.0013627523,0.0002239994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026554237,0.00058227865,0.0009539211,0.00071006484,0.00053160515,0.001268965,0.0014134793,0.00070614176,0.0023000117],"category_scores_gemma":[0.0062872167,0.00025583635,0.00030383686,0.000931352,0.0011051107,0.001004355,0.00092946505,0.00074004644,0.00036717558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00066866825,0.00010830794,0.0018130946,0.00008491755,0.000056826066,0.00010320594,0.00010706817,0.94353175,0.010043789,0.018625049,0.0017164184,0.023140945],"study_design_scores_gemma":[0.000007931723,0.00006503954,0.00021433909,0.000002322541,0.000008351819,0.000022521413,0.0000158493,0.9978529,0.0009488211,0.0007267981,0.0001279893,0.0000071608506],"about_ca_topic_score_codex":0.010823195,"about_ca_topic_score_gemma":0.0039767586,"teacher_disagreement_score":0.010823195,"about_ca_system_score_codex":0.0022540393,"about_ca_system_score_gemma":0.0020948132,"threshold_uncertainty_score":0.021520376},"labels":[],"label_agreement":null},{"id":"W1917496006","doi":"10.1109/pacrim.2001.953674","title":"Comparing the performance of IP over Ethernet and IEEE 1394 on a Java platform","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Computer network; Java; Carrier Ethernet; Synchronous Ethernet; Ethernet; Network interface controller; Ethernet flow control; Operating system; Embedded system","score_opus":0.05523166116600751,"score_gpt":0.24748139584559153,"score_spread":0.19224973467958403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1917496006","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97914416,0.0004236549,0.010941892,0.0000717102,0.00007264918,0.00004132259,0.00008544049,0.0009176176,0.008301693],"genre_scores_gemma":[0.99303883,0.00016558876,0.0051316386,0.000015902502,0.000020978056,0.000014413099,0.0001658701,0.00012906599,0.001317858],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99858093,0.00029383917,0.00008249239,0.00014417763,0.0006263006,0.0002723115],"domain_scores_gemma":[0.99410903,0.0028144855,0.00039372136,0.00053414283,0.0018219021,0.00032670947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016257719,0.00061680167,0.00031135586,0.0011036267,0.00035115227,0.0009749032,0.0006660869,0.00041308862,0.0015370131],"category_scores_gemma":[0.0086108,0.00014208256,0.00019159546,0.0010545348,0.00035132485,0.0017930568,0.00040953173,0.00059976015,0.00033423046],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.012562883,0.0022201552,0.049831226,0.0010021969,0.00040268066,0.00069261587,0.0007339975,0.16937995,0.24605288,0.0146505525,0.0071531027,0.4953178],"study_design_scores_gemma":[0.00029034066,0.008985709,0.05479455,0.000079721256,0.0003531515,0.00055768,0.00063624006,0.62721455,0.294876,0.0041555343,0.00788525,0.00017120676],"about_ca_topic_score_codex":0.002767917,"about_ca_topic_score_gemma":0.0020561167,"teacher_disagreement_score":0.002767917,"about_ca_system_score_codex":0.0006791681,"about_ca_system_score_gemma":0.00061039365,"threshold_uncertainty_score":0.00859803},"labels":[],"label_agreement":null},{"id":"W1935892444","doi":"10.1109/pnpm.1999.796531","title":"Performance evaluation of IEEE 802.11 wireless LANs with stochastic Petri nets","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Computer science; Petri net; Formalism (music); Stochastic Petri net; Stochastic geometry models of wireless networks; Distributed coordination function; Distributed computing; Wireless; Wireless network; IEEE 802.11; Wireless lan; Physical layer; Stochastic process; Computer network; Radio resource management; Telecommunications","score_opus":0.031951974297156224,"score_gpt":0.2688711951555575,"score_spread":0.23691922085840128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1935892444","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9132565,0.00092449266,0.08103334,0.00025647326,0.00006190349,0.00007319615,0.00011565051,0.00048354123,0.0037949898],"genre_scores_gemma":[0.99647456,0.00016109519,0.0030318538,0.0000130358185,0.000012062969,0.000016034972,0.0000430442,0.000012144949,0.0002361395],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9947654,0.0026838612,0.00029534358,0.00032342965,0.0014573237,0.00047457864],"domain_scores_gemma":[0.98721737,0.009484912,0.0010535017,0.00053655717,0.0013948594,0.0003128579],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0059724576,0.0011496302,0.0009792839,0.0009291335,0.0005789511,0.0012144552,0.00097265374,0.0007836841,0.0006462476],"category_scores_gemma":[0.013024204,0.0004253107,0.00041224068,0.0009294855,0.0009505099,0.0014210945,0.00092187047,0.00063246285,0.00008592884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032793774,0.00009263742,0.0020288874,0.000045789096,0.00004652277,0.000042751217,0.000039583916,0.9867855,0.0019840263,0.0019111179,0.00010762096,0.006587697],"study_design_scores_gemma":[0.000011895588,0.00019485668,0.00041625518,0.0000033723936,0.000017032493,0.000014347476,0.000012246454,0.9971841,0.001652678,0.00043293333,0.000053121043,0.00000711056],"about_ca_topic_score_codex":0.0058728782,"about_ca_topic_score_gemma":0.003093545,"teacher_disagreement_score":0.0059724576,"about_ca_system_score_codex":0.0024770624,"about_ca_system_score_gemma":0.0010674603,"threshold_uncertainty_score":0.031585753},"labels":[],"label_agreement":null},{"id":"W1936195627","doi":"10.1109/vetec.1990.110305","title":"Indoor wireless LAN access methods for factories","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Polling; Computer science; Access control; Overhead (engineering); Computer network; Random access; Wireless; Access method; Automation; Channel access method; Media access control; Data access; Polling system; Real-time computing; Distributed computing; Telecommunications; Engineering; Database; Operating system","score_opus":0.107403396326249,"score_gpt":0.40796992590740083,"score_spread":0.3005665295811518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1936195627","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009894564,0.0011812764,0.972762,0.00011552614,0.000057305275,0.0001355991,0.00006235955,0.0028451458,0.012946251],"genre_scores_gemma":[0.4904015,0.002300679,0.46754456,0.00014910604,0.00022150962,0.00046190855,0.00036087312,0.0003165513,0.03824321],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995419,0.00013288723,0.000021746042,0.00008519808,0.00014860963,0.000069616275],"domain_scores_gemma":[0.9994486,0.00018999235,0.00006975331,0.00014379187,0.00012779202,0.000020091675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047872373,0.0004955881,0.00029290834,0.0005265551,0.00044521244,0.00080870296,0.00083594857,0.0003346906,0.007453694],"category_scores_gemma":[0.0012301865,0.00019530935,0.00026111113,0.00066830066,0.00030813148,0.0010030097,0.000568195,0.000447681,0.0014553686],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005557583,0.00015982005,0.0010041255,0.00049024145,0.00008341941,0.00027796053,0.0003521583,0.04713094,0.052558184,0.08941684,0.013257208,0.7947134],"study_design_scores_gemma":[0.00025051704,0.00084369775,0.002001199,0.00011353426,0.00019961981,0.0013468371,0.0002912641,0.65614545,0.062403902,0.03162365,0.24464573,0.0001345518],"about_ca_topic_score_codex":0.0021313042,"about_ca_topic_score_gemma":0.0024302367,"teacher_disagreement_score":0.007453694,"about_ca_system_score_codex":0.0006430831,"about_ca_system_score_gemma":0.00026005824,"threshold_uncertainty_score":0.024935067},"labels":[],"label_agreement":null},{"id":"W1942846152","doi":"10.1109/icpwc.1999.759654","title":"Performance analysis of multimedia-capable wireless networks based on realistic traffic models","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Reservation; Computer network; Wireless network; Wireless; Access control; Traffic model; Distributed computing; Telecommunications","score_opus":0.020600932585340584,"score_gpt":0.23849241667175558,"score_spread":0.217891484086415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1942846152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7658063,0.0015351893,0.22073899,0.0003968932,0.00005364493,0.00011497131,0.00017439268,0.0006456941,0.010533923],"genre_scores_gemma":[0.9934335,0.0003641783,0.005511642,0.00002211206,0.000019480582,0.000030443573,0.00006722854,0.000018430197,0.0005330295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999108,0.00037393707,0.00002996026,0.00006831118,0.00031105126,0.0001085935],"domain_scores_gemma":[0.9976616,0.0016452774,0.00022131448,0.00013781323,0.0002592212,0.00007468761],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011535386,0.0009476705,0.00057458266,0.00064750225,0.00041643597,0.0009083403,0.0008563453,0.0008069847,0.00074638386],"category_scores_gemma":[0.0045386,0.0003445218,0.0003024516,0.00062140764,0.00064034236,0.0010798959,0.0004937612,0.00049061555,0.00012538557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010862066,0.00003279048,0.0006074393,0.000036366644,0.000016101076,0.00006819129,0.000024315956,0.98579156,0.004083676,0.005730128,0.00015969767,0.0033412003],"study_design_scores_gemma":[0.0000035245753,0.000034461886,0.00019650096,0.000003079092,0.000005269054,0.000018517238,0.0000061943756,0.998089,0.0006567599,0.00092522067,0.000056792316,0.000004613039],"about_ca_topic_score_codex":0.0019625681,"about_ca_topic_score_gemma":0.0011932516,"teacher_disagreement_score":0.0019625681,"about_ca_system_score_codex":0.0014087685,"about_ca_system_score_gemma":0.0003497929,"threshold_uncertainty_score":0.010221422},"labels":[],"label_agreement":null},{"id":"W1960739332","doi":"10.1109/wcnc.1999.797883","title":"Performance of IEEE 802.11 medium access control protocol over a wireless local area network with distributed radio bridges","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer network; Computer science; Throughput; Rayleigh fading; Additive white Gaussian noise; Wireless network; Capture effect; Wi-Fi; Local area network; Wireless; Channel (broadcasting); Inter-Access Point Protocol; Fading; Telecommunications","score_opus":0.014715345156303499,"score_gpt":0.2556891360573749,"score_spread":0.24097379090107143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1960739332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9731838,0.0004378537,0.024041468,0.00011054318,0.000042265085,0.000031335265,0.000039817907,0.00030674215,0.0018061949],"genre_scores_gemma":[0.9980019,0.00009281237,0.0016324933,0.000013290796,0.000005866599,0.000012065478,0.000030583164,0.000007127062,0.0002038624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866974,0.0004540732,0.000075493605,0.00013878263,0.00045661264,0.00020542946],"domain_scores_gemma":[0.9948881,0.0030475508,0.0004474027,0.0004150713,0.0010684838,0.00013340409],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019391802,0.0005846764,0.0005065497,0.00052707986,0.0006368519,0.0008706279,0.00055896747,0.00078013475,0.0005326421],"category_scores_gemma":[0.006361469,0.00018018066,0.00026694906,0.0005015834,0.0007017159,0.0012776891,0.0003807892,0.00057964044,0.00010360881],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019048915,0.00053653837,0.010904849,0.00019086665,0.00025780234,0.00038534563,0.00024902157,0.898275,0.04371117,0.0039454103,0.00072057295,0.038918436],"study_design_scores_gemma":[0.000050506227,0.0009292109,0.0023854347,0.0000070028027,0.00006901632,0.0001160272,0.000045573954,0.98119307,0.014221958,0.00071829197,0.00024316413,0.000020720876],"about_ca_topic_score_codex":0.0032343303,"about_ca_topic_score_gemma":0.0016211531,"teacher_disagreement_score":0.0032343303,"about_ca_system_score_codex":0.0008967889,"about_ca_system_score_gemma":0.0006846547,"threshold_uncertainty_score":0.010255456},"labels":[],"label_agreement":null},{"id":"W1960867580","doi":"10.1109/iccve.2014.7297503","title":"A realistic analytical model of IEEE 802.11p for Wireless Access in Vehicular Networks","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"IEEE 802.11p; Computer science; Computer network; Inter-Access Point Protocol; Throughput; Channel (broadcasting); Markov chain; Wireless; IEEE 802; Network allocation vector; Multiple Access with Collision Avoidance for Wireless; Markov process; IEEE 802.11e-2005; IEEE 802.11s; IEEE 802.11r-2008; IEEE 802.11; Vehicular ad hoc network; IEEE 802.11b-1999; Wireless distribution system; Wireless network; Wireless ad hoc network; Wi-Fi; Telecommunications; Quality of service; Wi-Fi array","score_opus":0.047819159692327536,"score_gpt":0.31597617141326806,"score_spread":0.26815701172094053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1960867580","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046163496,0.0014151746,0.89575475,0.0025522697,0.00036318562,0.00034055265,0.0012465495,0.00060719164,0.05155684],"genre_scores_gemma":[0.874017,0.0031382435,0.09011424,0.0005288342,0.00028185558,0.00091830705,0.00096883933,0.00013491412,0.029897787],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910057,0.00025871376,0.000036744474,0.00013229871,0.00029802887,0.00017360131],"domain_scores_gemma":[0.999153,0.00034333617,0.00012995047,0.00007661793,0.00026142193,0.000035580866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065571105,0.0007909792,0.00070437376,0.0007935668,0.0010281305,0.0016003349,0.0020275223,0.0022234493,0.0029499107],"category_scores_gemma":[0.0025477274,0.00047161203,0.0006524004,0.0014506115,0.0008105167,0.0019303261,0.00083268626,0.0014219432,0.0012707127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037905458,0.00007392849,0.0006308128,0.00008267257,0.000017483624,0.00034898572,0.00018219919,0.82168907,0.0031361096,0.16300502,0.0033695914,0.007426216],"study_design_scores_gemma":[0.000010539635,0.00003423708,0.00015044717,0.000013521922,0.000010589305,0.00010685541,0.000032243996,0.97908235,0.0003982177,0.016510295,0.0036332537,0.000017480705],"about_ca_topic_score_codex":0.009389232,"about_ca_topic_score_gemma":0.005749004,"teacher_disagreement_score":0.009389232,"about_ca_system_score_codex":0.0017035771,"about_ca_system_score_gemma":0.0018235858,"threshold_uncertainty_score":0.018669128},"labels":[],"label_agreement":null},{"id":"W1964403247","doi":"10.1109/bwcca.2013.29","title":"ACK with Interference Detection Technique for ZigBee Network under Wi-Fi Interference","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer network; Retransmission; Computer science; Testbed; Network packet; NeuRFon; Wireless sensor network; Acknowledgement; Interference (communication); Wireless; Wireless network; Channel (broadcasting); Key distribution in wireless sensor networks; Telecommunications","score_opus":0.020741804970636397,"score_gpt":0.24985979594296645,"score_spread":0.22911799097233004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964403247","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1081303,0.0010962605,0.8859686,0.00013958247,0.00020103018,0.0001317257,0.000038549602,0.0014804818,0.0028134936],"genre_scores_gemma":[0.88473016,0.0005949085,0.112641886,0.00015105613,0.000064310494,0.00009644588,0.000095010044,0.000030102654,0.0015960132],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992561,0.00012036877,0.000068673726,0.000107700274,0.00036930552,0.000077849734],"domain_scores_gemma":[0.99865,0.00032220117,0.00027533137,0.0001857206,0.00051799754,0.000048775408],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073021767,0.00063360773,0.00043319707,0.0009802665,0.00046773962,0.00045260764,0.00085873774,0.0003497729,0.00058672205],"category_scores_gemma":[0.0020564054,0.00020776382,0.00023331709,0.0004372623,0.00032166002,0.0011341706,0.0005122249,0.00055397674,0.00022629731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009636002,0.00033238783,0.008841847,0.0005408635,0.00012508866,0.0010247712,0.00046882243,0.018184792,0.4479413,0.0072303726,0.0020137187,0.51233244],"study_design_scores_gemma":[0.00010573755,0.0012452888,0.0065745707,0.00007983378,0.0003120872,0.0027071086,0.00022719061,0.43579298,0.5395327,0.002691225,0.01061909,0.00011224811],"about_ca_topic_score_codex":0.00046685696,"about_ca_topic_score_gemma":0.0005174162,"teacher_disagreement_score":0.0009802665,"about_ca_system_score_codex":0.00033052245,"about_ca_system_score_gemma":0.00044133517,"threshold_uncertainty_score":0.003861785},"labels":[],"label_agreement":null},{"id":"W1965510488","doi":"10.1109/aina.2014.53","title":"Investigating Impact of ACK in Non-beacon Enabled Slotted IEEE 802.15.4","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Computer science; Computer network; Network packet; Scalability; IEEE 802.15; Rounding; Transmission (telecommunications); Channel (broadcasting); Control channel; Carrier sense multiple access with collision avoidance; IEEE 802.11; Frame (networking); Wireless; Telecommunications; Throughput; Wireless sensor network; Telecommunications link","score_opus":0.016423090861744327,"score_gpt":0.2819126302932551,"score_spread":0.26548953943151077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965510488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9658693,0.0023998138,0.018750643,0.00045517384,0.0002680783,0.00007322105,0.00021892186,0.00020665799,0.011758327],"genre_scores_gemma":[0.99670166,0.0005432293,0.001520147,0.00005220258,0.000022217982,0.000011427418,0.00006543326,0.000024511746,0.0010590903],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841475,0.00043038747,0.000054714863,0.00018701662,0.0005255606,0.00038749227],"domain_scores_gemma":[0.9909067,0.0067584976,0.0007025337,0.00027231657,0.0011221146,0.0002378653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00096599467,0.00068114384,0.00042285703,0.00060582446,0.0005054951,0.000981019,0.0008663367,0.0005184631,0.00241205],"category_scores_gemma":[0.0064313402,0.00019236244,0.00033437708,0.00045864985,0.00064448174,0.0017068693,0.00068623753,0.00074616546,0.00024033355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0074754185,0.0024832468,0.04765542,0.0025509535,0.00046029052,0.00494628,0.001207505,0.5668219,0.2478167,0.015235962,0.0055950424,0.097751305],"study_design_scores_gemma":[0.000114207214,0.005749698,0.021457495,0.0001532298,0.00035190614,0.0008935093,0.0013536501,0.8493477,0.113963015,0.0038183155,0.0027009074,0.000096369506],"about_ca_topic_score_codex":0.0027851162,"about_ca_topic_score_gemma":0.0025607161,"teacher_disagreement_score":0.0027851162,"about_ca_system_score_codex":0.00068404194,"about_ca_system_score_gemma":0.00050086767,"threshold_uncertainty_score":0.008069098},"labels":[],"label_agreement":null},{"id":"W1965762797","doi":"10.1109/icccn.2009.5235320","title":"Design and Analysis of Cross-Layer Contention Resolution Algorithms for Multi-Packet Reception Slotted ALOHA Systems","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aloha; Retransmission; Computer science; Algorithm; Base station; Throughput; Network packet; Channel (broadcasting); Computer network; Physical layer; Interference (communication); Transmission (telecommunications); Wireless; Telecommunications","score_opus":0.13030152476340992,"score_gpt":0.36743075668476105,"score_spread":0.23712923192135113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965762797","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00696637,0.00036495493,0.9915081,0.000044218104,0.000020627025,0.00005258482,0.000007936213,0.00009394394,0.0009412702],"genre_scores_gemma":[0.551363,0.0008774274,0.44552624,0.0001115427,0.000084424544,0.00029898423,0.000058954476,0.000088400186,0.0015910583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984994,0.0004725917,0.000086684784,0.00019274716,0.0006036561,0.00014503878],"domain_scores_gemma":[0.99661714,0.0020009743,0.0003445905,0.00021306444,0.00076066714,0.0000636356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027390292,0.0007501746,0.00070893764,0.0007457817,0.00057270844,0.0016438923,0.001290874,0.0006624357,0.0019469496],"category_scores_gemma":[0.0076591885,0.00051127956,0.0004266676,0.0005909376,0.00063653116,0.0015810844,0.00081789814,0.0009697155,0.00043979034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013852183,0.00008188617,0.00083865353,0.00015236023,0.000079036654,0.00006084248,0.00012865059,0.83990836,0.008202347,0.047162898,0.00069356494,0.10255289],"study_design_scores_gemma":[0.000009615643,0.00004109541,0.000070416034,0.0000072853977,0.000009816176,0.00002587624,0.000008327679,0.99460065,0.0017426433,0.0029491782,0.00052903517,0.0000059772224],"about_ca_topic_score_codex":0.0008944277,"about_ca_topic_score_gemma":0.0007464607,"teacher_disagreement_score":0.0027390292,"about_ca_system_score_codex":0.0012340565,"about_ca_system_score_gemma":0.0012805905,"threshold_uncertainty_score":0.014485538},"labels":[],"label_agreement":null},{"id":"W1967033012","doi":"10.1145/1868521.1868559","title":"Optimal control to improve throughput, energy consumption and fairness in wireless networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Maximum throughput scheduling; Throughput; Computer science; Computer network; Network packet; Fairness measure; Wireless network; Power control; Packet loss; Wireless; Energy consumption; Control (management); Resource (disambiguation); Resource allocation; Distributed computing; Power (physics); Quality of service; Telecommunications; Dynamic priority scheduling; Engineering","score_opus":0.006683683781992473,"score_gpt":0.2370776399906832,"score_spread":0.23039395620869074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967033012","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.067920856,0.0006274137,0.92724115,0.00021975867,0.00007632536,0.000049874136,0.000020296395,0.0004039784,0.003440364],"genre_scores_gemma":[0.9654241,0.0001704719,0.033475857,0.000042785632,0.000030400322,0.000034661618,0.000011456336,0.000018629835,0.00079162524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991111,0.0002786933,0.00004634861,0.00011621589,0.00029991727,0.00014773029],"domain_scores_gemma":[0.99901557,0.0005821881,0.00013245814,0.00007111928,0.00015557793,0.000043189946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018446846,0.000615251,0.0005292305,0.0003889146,0.00046037653,0.00072931877,0.00068514457,0.00033733126,0.00072809967],"category_scores_gemma":[0.0035776307,0.00022603791,0.00020116217,0.00039987298,0.001113333,0.00090078905,0.00065500336,0.0005011793,0.00007382617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009871198,0.00011727538,0.0004609214,0.00004385923,0.000022924238,0.00003108439,0.000056307774,0.9303899,0.006189194,0.025436435,0.000656648,0.03649683],"study_design_scores_gemma":[0.000016064716,0.000041393,0.00012666114,0.000002145055,0.0000068577046,0.0000070681076,0.0000060667194,0.9912636,0.001255068,0.006954949,0.00031512833,0.000004886941],"about_ca_topic_score_codex":0.0057163592,"about_ca_topic_score_gemma":0.004354226,"teacher_disagreement_score":0.0057163592,"about_ca_system_score_codex":0.0010269573,"about_ca_system_score_gemma":0.0015260632,"threshold_uncertainty_score":0.0113661885},"labels":[],"label_agreement":null},{"id":"W1967151485","doi":"10.1109/wcl.2013.070113.130185","title":"A Dynamic Time Slot Allocation Scheme for Hybrid CSMA/TDMA MAC Protocol","year":2013,"lang":"en","type":"article","venue":"IEEE Wireless Communications Letters","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Time division multiple access; Computer network; Computer science; Queue; Channel access method; Channel allocation schemes; Channel (broadcasting); Access control; Queueing theory; Scheme (mathematics); Real-time computing; Wireless; Telecommunications; Mathematics","score_opus":0.01966544636711405,"score_gpt":0.2851893316486834,"score_spread":0.26552388528156934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967151485","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023845457,0.000617723,0.97125894,0.00013567045,0.00031906358,0.00018015869,0.000068584166,0.0008022171,0.0027722258],"genre_scores_gemma":[0.7012972,0.00039913782,0.29378596,0.0002009726,0.00015556329,0.0004662395,0.0001728927,0.000066444154,0.003455609],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995184,0.000112672235,0.00004708089,0.0001062488,0.00016265438,0.000052943764],"domain_scores_gemma":[0.9994911,0.0001244729,0.00005631898,0.000112927984,0.0001785352,0.000036620593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006275851,0.00040895946,0.00032167658,0.00057145266,0.00051293854,0.00054396404,0.0009910021,0.00037052698,0.0011409721],"category_scores_gemma":[0.0015453295,0.00018181016,0.0002994333,0.00053271983,0.00038626092,0.00058112293,0.00046388063,0.0006709075,0.00038153934],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00065374334,0.0002501904,0.0014857131,0.00029736728,0.0001808492,0.00026084276,0.0003302482,0.12905075,0.20584325,0.09029643,0.0077877287,0.5635629],"study_design_scores_gemma":[0.00014295161,0.00047057678,0.0011381055,0.00002397662,0.000119778655,0.0006962784,0.000057463356,0.9092073,0.04354698,0.010736173,0.033756725,0.00010367233],"about_ca_topic_score_codex":0.0012228662,"about_ca_topic_score_gemma":0.0011060939,"teacher_disagreement_score":0.0012228662,"about_ca_system_score_codex":0.0005764672,"about_ca_system_score_gemma":0.0008957769,"threshold_uncertainty_score":0.004182577},"labels":[],"label_agreement":null},{"id":"W1968190875","doi":"10.1080/15501320802001200","title":"Analysis of Cluster Interconnection Schemes in 802.15.4 Beacon Enabled Networks","year":2008,"lang":"en","type":"article","venue":"International Journal of Distributed Sensor Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Interconnection; Bridging (networking); Computer network; Bridge (graph theory); Node (physics); Cluster (spacecraft)","score_opus":0.014206618014219307,"score_gpt":0.2613870673376466,"score_spread":0.2471804493234273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968190875","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19669902,0.0011235388,0.78441834,0.00058208127,0.00007047013,0.00014973432,0.000088693414,0.00038925098,0.016478939],"genre_scores_gemma":[0.9577609,0.0006208814,0.037657123,0.000054053387,0.000042727304,0.00014377471,0.00008091656,0.0000842819,0.0035553935],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921274,0.00028375527,0.000026381324,0.00007920456,0.00026597962,0.00013193683],"domain_scores_gemma":[0.99723935,0.0015933025,0.0003376407,0.00021799035,0.0005514775,0.00006026049],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018137497,0.0004132515,0.00044909105,0.00093016814,0.0006908344,0.00090054615,0.0011215284,0.0006600844,0.0029629304],"category_scores_gemma":[0.0076353853,0.00034078053,0.00041660212,0.0010223673,0.0007169945,0.0021113579,0.0005975429,0.000508557,0.000258158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009122365,0.00004914304,0.00081289536,0.00010590296,0.00002678573,0.000057085916,0.000121315905,0.85741335,0.0049710423,0.11140831,0.0013655929,0.023577347],"study_design_scores_gemma":[0.0000075065636,0.000051714887,0.00042321763,0.00001283353,0.000016183356,0.000035097688,0.000041487398,0.98024637,0.0011227865,0.0169037,0.001131433,0.000007728792],"about_ca_topic_score_codex":0.0018630277,"about_ca_topic_score_gemma":0.0017319386,"teacher_disagreement_score":0.0029629304,"about_ca_system_score_codex":0.0024035012,"about_ca_system_score_gemma":0.00068130845,"threshold_uncertainty_score":0.01743865},"labels":[],"label_agreement":null},{"id":"W1969203643","doi":"10.1109/noms.2006.1687665","title":"Incentive Engineering at Congested Wireless Access Points Using an Integrated Multiple Time Scale Control Mechanism","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer network; Wireless network; Wireless; Radio resource management; Quality of service; Wireline; Resource management (computing); Resource allocation; Distributed computing; Telecommunications","score_opus":0.01408394663004243,"score_gpt":0.2392969658420149,"score_spread":0.22521301921197248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969203643","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09250276,0.00012947958,0.901883,0.00036359226,0.00007988212,0.00013658006,0.000016150234,0.00033351692,0.004555007],"genre_scores_gemma":[0.96080744,0.000058127927,0.037767995,0.000057756264,0.000041288113,0.00006054369,0.000006819211,0.000013356844,0.001186717],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985556,0.0005572728,0.00007271472,0.00018230651,0.0004290973,0.00020300983],"domain_scores_gemma":[0.99735355,0.0011458473,0.0004647854,0.00034205595,0.00040418707,0.0002896045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028160803,0.00046955177,0.00067114545,0.0005613533,0.00058192335,0.0012945954,0.0016101518,0.00080840976,0.0017654469],"category_scores_gemma":[0.006064514,0.00021852608,0.00049265573,0.0005305186,0.0012432922,0.0016188987,0.0015177485,0.0010399647,0.00012521064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046273082,0.0003707503,0.0017531855,0.00010881753,0.00010873289,0.00064228283,0.0003463964,0.5039354,0.03138154,0.3721134,0.0018774364,0.086899325],"study_design_scores_gemma":[0.00007333817,0.00013161825,0.00022621629,0.0000047974236,0.00001542375,0.000084512074,0.000015515794,0.97254735,0.0018580933,0.024034582,0.0009890347,0.00001953836],"about_ca_topic_score_codex":0.0008681365,"about_ca_topic_score_gemma":0.0005366967,"teacher_disagreement_score":0.0028160803,"about_ca_system_score_codex":0.00096296467,"about_ca_system_score_gemma":0.000829924,"threshold_uncertainty_score":0.014893055},"labels":[],"label_agreement":null},{"id":"W1970389461","doi":"10.1109/tvt.2014.2319456","title":"Enhancing Timer-Based Power Management to Support Delay-Intolerant Uplink Traffic in Infrastructure IEEE 802.11 WLANs","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Timer; Telecommunications link; Computer network; Computer science; Power management; IEEE 802.11; Frame (networking); Transmitter power output; Real-time computing; Idle; Transceiver; Wireless; Throughput; Power (physics); Engineering; Transmitter; Telecommunications; Operating system","score_opus":0.005926082083317668,"score_gpt":0.2317427849334695,"score_spread":0.22581670285015185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970389461","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06925245,0.00045854476,0.927957,0.000085367625,0.000048061305,0.00002806593,0.000027877519,0.00037376338,0.0017689418],"genre_scores_gemma":[0.9819697,0.00023900498,0.01717076,0.000032174627,0.000026419371,0.000021531421,0.00002198616,0.000017617398,0.00050074095],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995974,0.000083717074,0.000022216309,0.00008411626,0.0001235407,0.00008908288],"domain_scores_gemma":[0.9995034,0.00019957004,0.00011063206,0.00005637212,0.00009749568,0.000032545468],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005852423,0.00050186005,0.0004003776,0.00030490762,0.00028424058,0.00061276864,0.0010242981,0.00030564834,0.00046762303],"category_scores_gemma":[0.0017689511,0.00017841124,0.00030971394,0.00041653975,0.0003235392,0.0006700899,0.0005036895,0.0004969846,0.00010118434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012075561,0.00008769429,0.0023470167,0.00009817875,0.000036917805,0.00017697779,0.0001029848,0.87816995,0.03472249,0.0149349095,0.0008463591,0.06835579],"study_design_scores_gemma":[0.0000037933864,0.00004672163,0.00017556064,0.0000023226241,0.0000071390145,0.00003421796,0.0000075429775,0.9973654,0.0013619716,0.0006842828,0.00030688563,0.0000042351994],"about_ca_topic_score_codex":0.0024156854,"about_ca_topic_score_gemma":0.00238438,"teacher_disagreement_score":0.0024156854,"about_ca_system_score_codex":0.0005642548,"about_ca_system_score_gemma":0.00081460335,"threshold_uncertainty_score":0.0048031807},"labels":[],"label_agreement":null},{"id":"W1971101721","doi":"10.1109/icc.2014.6884196","title":"An efficient transmission strategy in 802.11 MAC in wireless delay-tolerant sensor network","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Throughput; Computer network; Wireless sensor network; Data transmission; Energy consumption; Transmission (telecommunications); Channel (broadcasting); Node (physics); Wireless; Real-time computing; Telecommunications; Engineering; Electrical engineering","score_opus":0.012621728701755229,"score_gpt":0.256380928198357,"score_spread":0.24375919949660177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971101721","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0642525,0.0013691153,0.9311815,0.00025632055,0.000115182214,0.00011064138,0.000021455253,0.00022789664,0.002465422],"genre_scores_gemma":[0.89086866,0.0006480217,0.106890716,0.00015115472,0.00005016342,0.00012544153,0.000032769905,0.000027106493,0.001205994],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913436,0.0003216116,0.0000715269,0.00011263894,0.0002809379,0.0000788996],"domain_scores_gemma":[0.99933857,0.00024115277,0.0000908194,0.00008441412,0.00021806895,0.000026910424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009852861,0.00063732394,0.00041779142,0.0005428352,0.000496376,0.0005727027,0.0007882805,0.00042641858,0.00029840248],"category_scores_gemma":[0.0020341896,0.0002098865,0.00022250567,0.00046311718,0.0004731283,0.0010619168,0.0004177976,0.00038281505,0.00008488451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038767056,0.00033137656,0.0025913387,0.00045153164,0.00014009172,0.0004983759,0.0006984574,0.549762,0.10975135,0.082021594,0.0035964535,0.24976969],"study_design_scores_gemma":[0.00002404063,0.00031867877,0.00044901046,0.000017653383,0.000046668065,0.00026723888,0.00006679615,0.9781568,0.012385228,0.005977126,0.0022676645,0.00002310704],"about_ca_topic_score_codex":0.000986377,"about_ca_topic_score_gemma":0.001137255,"teacher_disagreement_score":0.000986377,"about_ca_system_score_codex":0.00046321185,"about_ca_system_score_gemma":0.00058162276,"threshold_uncertainty_score":0.0052106977},"labels":[],"label_agreement":null},{"id":"W1972108867","doi":"10.1145/1143549.1143694","title":"A novel association algorithm for congestion relief in IEEE 802.11 WLANs","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Throughput; Computer network; Wi-Fi; Load balancing (electrical power); Algorithm; IEEE 802.11; Interference (communication); Performance improvement; Wireless network; Network congestion; Network performance; Local area network; Wireless; Real-time computing; Telecommunications; Engineering; Mathematics; Channel (broadcasting)","score_opus":0.013947637409213882,"score_gpt":0.2509591595695876,"score_spread":0.23701152216037372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972108867","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011529943,0.00026978165,0.9866449,0.000065689615,0.000091461516,0.000046401965,0.000013330848,0.0005729979,0.00076560985],"genre_scores_gemma":[0.310543,0.00045590068,0.68334913,0.00014548472,0.00021197721,0.00023163631,0.00016417973,0.00007602327,0.004822693],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987521,0.00024349573,0.000111389716,0.0002396416,0.0005283493,0.0001249214],"domain_scores_gemma":[0.99858785,0.0003962174,0.00015386309,0.00019989141,0.0005685794,0.000093673276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012036562,0.0006032541,0.00087789434,0.00090342877,0.0009978804,0.0011111108,0.0018273602,0.0008631512,0.0012519611],"category_scores_gemma":[0.003919501,0.00036232278,0.0003894106,0.0013105152,0.00047250904,0.0017887402,0.0012728021,0.0010863303,0.00069441134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040928525,0.00027514744,0.00225908,0.0001249276,0.00008362866,0.00018629823,0.00028581652,0.112677775,0.0195394,0.016888024,0.0038201716,0.84345055],"study_design_scores_gemma":[0.00008519569,0.00019531546,0.0006424615,0.000014692157,0.000041694944,0.0005148452,0.000043377964,0.97859174,0.0070486213,0.0051486017,0.0076391543,0.000034280903],"about_ca_topic_score_codex":0.0015670776,"about_ca_topic_score_gemma":0.0014319767,"teacher_disagreement_score":0.0018273602,"about_ca_system_score_codex":0.00052999525,"about_ca_system_score_gemma":0.0012018197,"threshold_uncertainty_score":0.0063655972},"labels":[],"label_agreement":null},{"id":"W1972981034","doi":"10.1109/mwc.2006.1593522","title":"IEEE 802.11e enhancement for voice service","year":2006,"lang":"en","type":"article","venue":"IEEE Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Polling; Computer network; Quality of service; IEEE 802; Voice over IP; Service (business); Bandwidth (computing); IEEE 802.11e-2005; Wireless Multimedia Extensions; IEEE 802.11; Header; Telecommunications; Wireless lan; Wireless; Wireless network; The Internet","score_opus":0.041545264633512054,"score_gpt":0.3034891945872322,"score_spread":0.2619439299537202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972981034","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0652721,0.010356912,0.81845206,0.0034333349,0.0025132713,0.000607975,0.00023326311,0.00717724,0.09195381],"genre_scores_gemma":[0.7511456,0.005738426,0.17985813,0.0026249653,0.0014400552,0.0005047448,0.0005197996,0.00016212136,0.058006123],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988186,0.00021879331,0.00010002845,0.000106480744,0.0005297376,0.00022638403],"domain_scores_gemma":[0.9988411,0.00018219437,0.00008932154,0.00015153429,0.0006713954,0.00006439893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015353734,0.00059080106,0.00036522688,0.0006139966,0.00051243056,0.0010706756,0.0008806632,0.0011537628,0.0034600727],"category_scores_gemma":[0.0028718628,0.00025999575,0.00024940036,0.0004045831,0.00039042425,0.0013239426,0.0009994688,0.0015132524,0.00180949],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00079280254,0.00072345283,0.003190076,0.0005111654,0.000070832764,0.0010651632,0.0004355421,0.006714637,0.20790148,0.065195635,0.026851978,0.6865472],"study_design_scores_gemma":[0.00027492322,0.0013408498,0.0061018732,0.00017790627,0.0002499085,0.0066236597,0.00019120771,0.13218418,0.21598059,0.014158625,0.6225131,0.00020320517],"about_ca_topic_score_codex":0.0005450433,"about_ca_topic_score_gemma":0.0006352506,"teacher_disagreement_score":0.0034600727,"about_ca_system_score_codex":0.00037001108,"about_ca_system_score_gemma":0.00045719428,"threshold_uncertainty_score":0.011575103},"labels":[],"label_agreement":null},{"id":"W1973428940","doi":"10.1109/chinacom.2006.344771","title":"An Integrated WWAN-WLAN Link Model in Mobile Hotspots","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of Waterloo","funders":"","keywords":"Computer science; Computer network; Packet loss; Network packet; Wireless WAN; Wi-Fi; Wireless network; Markov chain; Hotspot (geology); Wireless; Real-time computing; Distributed computing; Wi-Fi array; Telecommunications","score_opus":0.012524805546849399,"score_gpt":0.2642379372133412,"score_spread":0.2517131316664918,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973428940","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20865145,0.0003766247,0.78431845,0.0003176768,0.00006848759,0.000094690964,0.00022591566,0.00033843037,0.0056083878],"genre_scores_gemma":[0.97559536,0.00031663288,0.018397946,0.00007009145,0.00005227196,0.00012640415,0.00012341244,0.000032765158,0.0052851555],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994598,0.00014465078,0.000017431092,0.00012842804,0.000117950796,0.00013180166],"domain_scores_gemma":[0.9989741,0.00053061504,0.00016707326,0.00008114895,0.00018750723,0.000059540056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009479523,0.0006478201,0.0007554258,0.00057731895,0.00044496893,0.0010686183,0.0018532127,0.0012038293,0.0016310255],"category_scores_gemma":[0.0018650274,0.0004638835,0.0005667677,0.0006615852,0.0007402114,0.0024638367,0.0009805799,0.0010612836,0.0003470936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008974699,0.00005890794,0.001984978,0.000035958776,0.000037005142,0.0002971322,0.00010788039,0.96930885,0.002211978,0.02128037,0.00029730226,0.0042898557],"study_design_scores_gemma":[0.000008799832,0.000025910682,0.0002843145,0.0000025531156,0.000011526517,0.00003379542,0.000015864325,0.9964527,0.00019410343,0.0028210615,0.00014257795,0.0000067569044],"about_ca_topic_score_codex":0.005388985,"about_ca_topic_score_gemma":0.0041617695,"teacher_disagreement_score":0.005388985,"about_ca_system_score_codex":0.000779323,"about_ca_system_score_gemma":0.0006918547,"threshold_uncertainty_score":0.010715187},"labels":[],"label_agreement":null},{"id":"W1974592400","doi":"10.1109/mcom.2008.4427236","title":"Efficient silence suppression and call admission control through contention-free medium access for VoIP in WiFi networks","year":2008,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Voice over IP; Computer network; Computer science; Polling; Call Admission Control; Quality of service; Time division multiple access; Network packet; Admission control; Wireless; Access control; Wireless network; Telecommunications; The Internet","score_opus":0.05540806118636657,"score_gpt":0.32302332506343423,"score_spread":0.2676152638770677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974592400","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1650337,0.00059761864,0.83036894,0.00024028157,0.00006339449,0.00007199028,0.000017631062,0.00040630996,0.0032000642],"genre_scores_gemma":[0.97413707,0.000112209,0.025259329,0.000025678859,0.000025438914,0.00003410921,0.00000877568,0.00001059654,0.00038680626],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993709,0.00016029162,0.00002678481,0.000060293478,0.00025229968,0.00012945157],"domain_scores_gemma":[0.998572,0.00093489373,0.00013974398,0.00009795023,0.0001732616,0.000082074264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012321263,0.000362059,0.0004004843,0.0005400803,0.000721436,0.0006975742,0.0008811682,0.00048782828,0.0005013427],"category_scores_gemma":[0.0050530746,0.00019448371,0.00031164807,0.00036350134,0.0010297367,0.00084662216,0.000796317,0.0005998425,0.00008853817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004940815,0.00015569934,0.0029519745,0.00008229377,0.00006919053,0.00026173066,0.00039036118,0.7662041,0.054879393,0.041837588,0.0008858677,0.1317877],"study_design_scores_gemma":[0.000023922263,0.00005893292,0.00031419515,0.0000033568863,0.000015493719,0.000043131582,0.00002307074,0.9916762,0.0038509124,0.00361468,0.00036422504,0.000011943754],"about_ca_topic_score_codex":0.006236561,"about_ca_topic_score_gemma":0.005251732,"teacher_disagreement_score":0.006236561,"about_ca_system_score_codex":0.0008302582,"about_ca_system_score_gemma":0.0010452236,"threshold_uncertainty_score":0.012400508},"labels":[],"label_agreement":null},{"id":"W1976390205","doi":"10.1109/tsg.2014.2344038","title":"IEEE 802.15.4 Beaconing Strategy and the Coexistence Problem in ISM Band","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Smart Grid","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Smart meter; Computer network; Smart grid; ISM band; Interference (communication); Real-time computing; Channel (broadcasting); Wireless; Telecommunications; Engineering; Electrical engineering","score_opus":0.01690348266123278,"score_gpt":0.2416654771161328,"score_spread":0.2247619944549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976390205","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25149643,0.0015683929,0.7394613,0.0007238504,0.000081669365,0.00004445176,0.000014476185,0.00025294983,0.0063565266],"genre_scores_gemma":[0.98810136,0.00019721704,0.011191065,0.00004467065,0.000018170522,0.000015756139,0.0000067016294,0.000007367308,0.00041772117],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987382,0.00049569743,0.000058673206,0.00014953251,0.00030854056,0.00024937384],"domain_scores_gemma":[0.997517,0.0012973708,0.00046470336,0.00020200475,0.00043197794,0.00008691241],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020173476,0.0004545895,0.00045234818,0.00055241707,0.0006123445,0.0008389518,0.0012257402,0.0009550569,0.00037636276],"category_scores_gemma":[0.0050276383,0.00027691352,0.00020295153,0.00058747217,0.0012909325,0.0017800278,0.0007463248,0.0005632492,0.000088482375],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00088612497,0.00024505972,0.00819255,0.0002391,0.00008352461,0.0012835694,0.0017012983,0.597427,0.059652254,0.18626818,0.0027835816,0.14123768],"study_design_scores_gemma":[0.000023826326,0.000235468,0.0009999219,0.000016092466,0.000035731617,0.00041322334,0.00025312914,0.97358435,0.006797144,0.016141493,0.0014765153,0.000023098444],"about_ca_topic_score_codex":0.0020316078,"about_ca_topic_score_gemma":0.0011167655,"teacher_disagreement_score":0.0020316078,"about_ca_system_score_codex":0.0010653737,"about_ca_system_score_gemma":0.000692063,"threshold_uncertainty_score":0.010668874},"labels":[],"label_agreement":null},{"id":"W1976430322","doi":"10.1007/s11276-006-9854-2","title":"Multi-radio diversity in wireless networks","year":2006,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Computer network; Retransmission; Frame (networking); Link layer; Wireless network; Overhead (engineering); Wireless; Diversity combining; Physical layer; Resilience (materials science); Throughput; Telecommunications; Channel (broadcasting); Fading; Network packet","score_opus":0.018855037761211578,"score_gpt":0.23499614776316652,"score_spread":0.21614111000195493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976430322","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028197052,0.053222287,0.878193,0.0027881057,0.001705273,0.00003496316,0.000086268505,0.00027467104,0.035498347],"genre_scores_gemma":[0.8449534,0.04155264,0.08073518,0.00091143715,0.006024367,0.00015203387,0.0001565464,0.00009641914,0.02541813],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993088,0.00026372581,0.000022037142,0.00009354176,0.00023966774,0.00007219466],"domain_scores_gemma":[0.9974585,0.0017925533,0.00014674348,0.00023373583,0.00028934178,0.00007916564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00098942,0.0005065652,0.0008380717,0.00086418114,0.00060892035,0.0017822227,0.0006714202,0.0014160034,0.002008635],"category_scores_gemma":[0.0034752337,0.00048101426,0.00026464806,0.0016801745,0.0014116666,0.0023524226,0.00096861715,0.0015148087,0.0008226838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014404554,0.00007644519,0.0007515032,0.000468719,0.00006993556,0.0003282024,0.00026345096,0.13164513,0.008681947,0.60790527,0.009885312,0.23978],"study_design_scores_gemma":[0.000029017032,0.00006865767,0.0006703288,0.00007947842,0.000042549807,0.0005840657,0.00008522092,0.27843013,0.0020693333,0.68739843,0.030502157,0.00004068426],"about_ca_topic_score_codex":0.00025329014,"about_ca_topic_score_gemma":0.00032187445,"teacher_disagreement_score":0.002008635,"about_ca_system_score_codex":0.0005966449,"about_ca_system_score_gemma":0.00026082402,"threshold_uncertainty_score":0.0067195892},"labels":[],"label_agreement":null},{"id":"W1976451251","doi":"10.1109/twc.2008.060530","title":"Service Time Approximation in IEEE 802.11 Single-Hop Ad Hoc Networks","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":65,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Wireless ad hoc network; Queueing theory; Network packet; Poisson distribution; Computer network; IEEE 802.11; Bounded function; Upper and lower bounds; Service set; Probability distribution; Queue management system; Wireless network; Wireless; Mathematics; Statistics; Telecommunications; Wi-Fi","score_opus":0.043567502913366724,"score_gpt":0.260827211717241,"score_spread":0.21725970880387427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976451251","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06189675,0.0014133677,0.9328238,0.00043218807,0.00011752633,0.000037633523,0.00004792546,0.0004957684,0.0027350616],"genre_scores_gemma":[0.94709146,0.0015032811,0.048551608,0.00018775582,0.00017509815,0.000087725544,0.0000814891,0.00010400721,0.002217527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984499,0.0004371405,0.00006692026,0.00017529288,0.00066787266,0.00020286682],"domain_scores_gemma":[0.99391323,0.004479554,0.00053854834,0.00038142264,0.00056297757,0.00012420917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031816773,0.00074701605,0.00082766695,0.001175144,0.00082742685,0.0010585231,0.002046721,0.0011502085,0.00073244784],"category_scores_gemma":[0.017991425,0.0006069124,0.00061922957,0.0015119785,0.0019585383,0.0028016877,0.0009518258,0.0015108522,0.00030505302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000091614056,0.000032854987,0.001201331,0.00006164283,0.000024240513,0.00017492079,0.00019098561,0.9307871,0.0011660726,0.056511134,0.0004597324,0.009298319],"study_design_scores_gemma":[0.0000028677778,0.0000075673433,0.00006695455,0.0000031279033,0.000002456461,0.00001847161,0.000011172614,0.9916176,0.00013264285,0.008016429,0.00011766801,0.000003098862],"about_ca_topic_score_codex":0.012404079,"about_ca_topic_score_gemma":0.0030945998,"teacher_disagreement_score":0.012404079,"about_ca_system_score_codex":0.0028644744,"about_ca_system_score_gemma":0.0015015232,"threshold_uncertainty_score":0.024663746},"labels":[],"label_agreement":null},{"id":"W1978643984","doi":"10.1080/17445760801945367","title":"Getting the most of WiFi mesh networks with 802.16 mesh emulation","year":2008,"lang":"en","type":"article","venue":"International Journal of Parallel Emergent and Distributed Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Wireless mesh network; Order One Network Protocol; Switched mesh; IEEE 802.11s; Computer science; Computer network; Shared mesh; Mesh networking; Network packet; Service set; Wireless network; Wireless; Wi-Fi; Telecommunications","score_opus":0.021105270267673348,"score_gpt":0.25930712600646755,"score_spread":0.2382018557387942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978643984","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06639583,0.0012919107,0.88407236,0.004466476,0.0008377219,0.00012808846,0.00016719004,0.004044882,0.03859561],"genre_scores_gemma":[0.6832338,0.0023499175,0.27521598,0.0013226862,0.0004914317,0.0002507193,0.0005581554,0.00077361066,0.03580365],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994325,0.00013043622,0.00003445944,0.00006566574,0.000275164,0.00006177086],"domain_scores_gemma":[0.9991817,0.0001585701,0.000039540013,0.0003137892,0.00026639376,0.000039954393],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089067855,0.00047314275,0.0003193695,0.0003482671,0.0005218914,0.00097235956,0.00067953847,0.0006992529,0.004755403],"category_scores_gemma":[0.0036550816,0.0003293809,0.00035309675,0.00038367565,0.00053684355,0.0027193967,0.0009828733,0.0010104467,0.0015162793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061999337,0.00023217914,0.008595365,0.00041822164,0.00016004423,0.0004428126,0.00065984734,0.10289241,0.078456715,0.104283296,0.03874353,0.6644956],"study_design_scores_gemma":[0.00013545743,0.0005707935,0.0045695696,0.00019021716,0.00012677541,0.0009415211,0.00030419495,0.46472645,0.09751932,0.04404595,0.38674,0.00012968355],"about_ca_topic_score_codex":0.0019177018,"about_ca_topic_score_gemma":0.0015964593,"teacher_disagreement_score":0.004755403,"about_ca_system_score_codex":0.0005632363,"about_ca_system_score_gemma":0.00034880656,"threshold_uncertainty_score":0.01590842},"labels":[],"label_agreement":null},{"id":"W1980034383","doi":"10.1109/lcomm.2013.092813.131290","title":"A Terminal-Assisted Bayesian Broadcasting Algorithm for S-ALOHA Systems with Finite Population of Multi-Buffered Terminals","year":2013,"lang":"en","type":"article","venue":"IEEE Communications Letters","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aloha; Computer science; Retransmission; Algorithm; Network packet; Broadcasting (networking); Base station; Terminal (telecommunication); Population; Computer network; Random access; Throughput; Wireless; Telecommunications","score_opus":0.048864659128636405,"score_gpt":0.2950293490713121,"score_spread":0.2461646899426757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980034383","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007000195,0.00010445783,0.9919228,0.000069661866,0.000023365154,0.00003230529,0.000016567808,0.00013171602,0.0006988318],"genre_scores_gemma":[0.2788189,0.00030561347,0.71750796,0.0001774366,0.00006301225,0.00027979392,0.00014066407,0.00006395001,0.0026426103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994134,0.00016532802,0.0000304524,0.00010834755,0.00020895156,0.00007355],"domain_scores_gemma":[0.9989196,0.00061924435,0.00010537498,0.000064530344,0.00023688196,0.000054427695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010661203,0.0004701315,0.0008544914,0.0005313782,0.00076644175,0.00070734904,0.0015741535,0.00080479914,0.0014403557],"category_scores_gemma":[0.0036230984,0.00040204404,0.0004041758,0.00057660264,0.00062583346,0.0012420169,0.0010002728,0.0010580367,0.00044816456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000461381,0.00014888555,0.0017147862,0.00015972904,0.00009569152,0.00015373934,0.0004909818,0.5665742,0.016045189,0.066723965,0.0034386634,0.34399274],"study_design_scores_gemma":[0.000038735212,0.00005023563,0.00011756138,0.000009887323,0.0000126388195,0.000063978536,0.000022556762,0.9898142,0.0015454588,0.007095645,0.0012123102,0.000016729255],"about_ca_topic_score_codex":0.003356213,"about_ca_topic_score_gemma":0.003945892,"teacher_disagreement_score":0.003356213,"about_ca_system_score_codex":0.00082761963,"about_ca_system_score_gemma":0.0021057695,"threshold_uncertainty_score":0.0066733956},"labels":[],"label_agreement":null},{"id":"W1981042585","doi":"10.1109/tpds.2011.229","title":"Analysis of Impact of TXOP Allocation on IEEE 802.11e EDCA under Variable Network Load","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Parallel and Distributed Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; Toronto Metropolitan University","funders":"Science and Engineering Research Board; Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Network packet; Throughput; IEEE 802; Queueing theory; Network congestion; Frame (networking); Markov chain; IEEE 802.11; Real-time computing; Quality of service; Wireless; Telecommunications","score_opus":0.034545907072160015,"score_gpt":0.26639046151789053,"score_spread":0.23184455444573052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981042585","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9827969,0.00026541203,0.015235505,0.0001042957,0.000011932972,0.000009649957,0.00002577721,0.000071144044,0.0014793046],"genre_scores_gemma":[0.99924976,0.000040324,0.0005918026,0.000006067657,0.000002487292,0.0000020198509,0.000008571813,0.000004324935,0.000094553194],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992587,0.00019735399,0.000025944748,0.00008652102,0.00023431629,0.00019710851],"domain_scores_gemma":[0.9944484,0.0044766795,0.00032359496,0.00019447746,0.00046925715,0.00008757447],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010830221,0.0003431876,0.00028142915,0.00040484368,0.0004001109,0.00065521436,0.00045783038,0.00037130067,0.00073616573],"category_scores_gemma":[0.006032587,0.00017001679,0.00014492084,0.00041637797,0.000672408,0.0010961582,0.00040563662,0.0003956221,0.000062371924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007883967,0.00014730827,0.014099787,0.00009193136,0.000053491876,0.00030949202,0.00015715271,0.917808,0.038276058,0.003800786,0.00032785189,0.024139669],"study_design_scores_gemma":[0.000014047956,0.00012933175,0.005801554,0.0000044589906,0.000023437287,0.000042395473,0.00007046482,0.9837467,0.009361072,0.00064902264,0.00014614176,0.000011340095],"about_ca_topic_score_codex":0.0029791202,"about_ca_topic_score_gemma":0.0025199268,"teacher_disagreement_score":0.0029791202,"about_ca_system_score_codex":0.00090539607,"about_ca_system_score_gemma":0.00039660768,"threshold_uncertainty_score":0.006569147},"labels":[],"label_agreement":null},{"id":"W1984062290","doi":"10.1109/icpp.2003.1240598","title":"A QoS MAC protocol for differentiated service in mobile ad hoc networks","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer network; Computer science; Quality of service; Wireless ad hoc network; Throughput; Mobile ad hoc network; Blocking (statistics); Ad hoc wireless distribution service; Countdown; Optimized Link State Routing Protocol; Vehicular ad hoc network; Wireless; Routing protocol; Telecommunications; Engineering","score_opus":0.026891644925403246,"score_gpt":0.30307100572902623,"score_spread":0.276179360803623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984062290","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0051636235,0.005713615,0.977238,0.000980034,0.001577209,0.0007192682,0.00019066774,0.0025112699,0.005906324],"genre_scores_gemma":[0.14764032,0.004914137,0.83242464,0.0016992498,0.0009234971,0.0016289891,0.0008728627,0.00021480786,0.009681522],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986173,0.00036134073,0.00012919022,0.00010025676,0.0006834366,0.00010856035],"domain_scores_gemma":[0.9986187,0.00033221924,0.00015003912,0.00020226625,0.00053822104,0.0001586135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017249295,0.0009985537,0.0010576753,0.0010378605,0.0012056098,0.0013022944,0.0023056592,0.0011573271,0.0018854126],"category_scores_gemma":[0.0033093651,0.00043306474,0.00052828423,0.0010289022,0.0008763775,0.0013386365,0.001634952,0.0024072358,0.0014643715],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040837,0.00042475786,0.0013298468,0.0013741389,0.00021640485,0.0010764226,0.0006399856,0.029118083,0.09503359,0.18943894,0.03741502,0.64352447],"study_design_scores_gemma":[0.0004622,0.001078087,0.0011849689,0.00026443618,0.00029658974,0.0032352053,0.00016762821,0.44048125,0.046206586,0.06574986,0.44058314,0.00028990002],"about_ca_topic_score_codex":0.00095242035,"about_ca_topic_score_gemma":0.0010556404,"teacher_disagreement_score":0.0023056592,"about_ca_system_score_codex":0.0008427134,"about_ca_system_score_gemma":0.0011352835,"threshold_uncertainty_score":0.009122431},"labels":[],"label_agreement":null},{"id":"W1984879065","doi":"10.1504/ijwmc.2009.028895","title":"Prevention of management frame attacks on 802.11 WLANs","year":2009,"lang":"en","type":"article","venue":"International Journal of Wireless and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Computer security; Denial-of-service attack; Computer network; Frame (networking); Scheme (mathematics); IEEE 802.11e-2005; Authentication (law); Wireless network; Telecommunications; Wireless","score_opus":0.012213450789997686,"score_gpt":0.3062810456746242,"score_spread":0.2940675948846265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984879065","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32316056,0.0027308566,0.63792896,0.00091377256,0.0005363159,0.0006488519,0.000073042705,0.00822626,0.025781516],"genre_scores_gemma":[0.96218026,0.00055029884,0.032905865,0.00019782099,0.00015403758,0.00011814627,0.00008143876,0.00008866613,0.003723512],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99710494,0.00069069833,0.00020845937,0.00020244636,0.0013124113,0.000480997],"domain_scores_gemma":[0.99313074,0.0017266534,0.0013884307,0.0024766352,0.0010516378,0.0002257626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017829218,0.00091253803,0.0009010161,0.0014911665,0.0009500604,0.0009268042,0.0012821192,0.0013061782,0.001264952],"category_scores_gemma":[0.008478298,0.00043312766,0.00041753563,0.00062984595,0.00077963463,0.0022676715,0.0022796558,0.0014761982,0.0008525573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023154397,0.0008834253,0.010848109,0.00060292997,0.0002638134,0.0023005528,0.0012907923,0.033983678,0.24024436,0.05461604,0.011534077,0.6411168],"study_design_scores_gemma":[0.00045067634,0.0023575667,0.0088483235,0.00031364255,0.00052871916,0.0055468613,0.0004242313,0.5079586,0.4004236,0.018561533,0.05441546,0.00017081568],"about_ca_topic_score_codex":0.00046623146,"about_ca_topic_score_gemma":0.00025552872,"teacher_disagreement_score":0.0017829218,"about_ca_system_score_codex":0.0005180432,"about_ca_system_score_gemma":0.0005525764,"threshold_uncertainty_score":0.009429097},"labels":[],"label_agreement":null},{"id":"W1985218098","doi":"10.1145/1089761.1089782","title":"A controlled-access scheduling mechanism for QoS provisioning in IEEE 802.11e wireless LANs","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; IEEE 802.11e-2005; Computer network; Quality of service; IEEE 802; Inter-Access Point Protocol; IEEE 802.1X; Wireless Multimedia Extensions; Scheduling (production processes); Service set; Access control; Wireless network; Wi-Fi; Wireless; IEEE 802.11; Wi-Fi array; Telecommunications","score_opus":0.02920220228555016,"score_gpt":0.3139401056367913,"score_spread":0.28473790335124116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985218098","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04611141,0.0014604278,0.9428059,0.00037573354,0.000703646,0.00036858374,0.000055551638,0.002511346,0.0056075132],"genre_scores_gemma":[0.7638837,0.00091252284,0.22737238,0.00040373692,0.0005986018,0.00037538595,0.00015284905,0.00016237386,0.0061383806],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983518,0.00046618155,0.00017849299,0.00016782184,0.00065523625,0.00018042262],"domain_scores_gemma":[0.99743724,0.0009540898,0.00029164605,0.0005027705,0.0006744985,0.00013961631],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032078244,0.00054754975,0.000468337,0.0010798197,0.0011501543,0.0017791189,0.0022261825,0.0009200471,0.0020375212],"category_scores_gemma":[0.0070008016,0.00034738472,0.00039373414,0.0009039725,0.0010281771,0.0019933973,0.00078028755,0.0011485661,0.00044786927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010796597,0.0009416932,0.0020771387,0.0004210872,0.0001685287,0.0008118723,0.0008390891,0.081899874,0.12672442,0.3467086,0.0133796735,0.4249484],"study_design_scores_gemma":[0.000510878,0.0010386361,0.0012949575,0.00008727057,0.00020877464,0.0010917123,0.0001483546,0.76491493,0.085346475,0.047833055,0.09733014,0.00019474082],"about_ca_topic_score_codex":0.0027107333,"about_ca_topic_score_gemma":0.00201504,"teacher_disagreement_score":0.0032078244,"about_ca_system_score_codex":0.00096580276,"about_ca_system_score_gemma":0.0015324199,"threshold_uncertainty_score":0.016964793},"labels":[],"label_agreement":null},{"id":"W1985356180","doi":"10.1007/s11277-005-8314-0","title":"Analysis of Sub-Carrier Multiplexed Radio Over Fiber Link for the Simultaneous Support of WLAN and WCDMA Systems","year":2005,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Computer network; Telecommunications link; Radio over fiber; Base station; Throughput; Code division multiple access; Cellular network; Wi-Fi; Wireless; Wireless network; Telecommunications","score_opus":0.029686383468537064,"score_gpt":0.2947097893073672,"score_spread":0.2650234058388301,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985356180","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51942056,0.0015318821,0.44207254,0.000492188,0.00007851314,0.000092152004,0.00016930963,0.0004300707,0.0357128],"genre_scores_gemma":[0.9867732,0.00036268772,0.007690627,0.00003089046,0.000040015886,0.000025199608,0.00005158478,0.000043297085,0.004982528],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997583,0.00004509517,0.0000035036671,0.000021790427,0.00012514436,0.00004616109],"domain_scores_gemma":[0.999366,0.00039702264,0.00006360357,0.0000254089,0.00013282317,0.000015133561],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041159554,0.00052671577,0.00025695155,0.00056512485,0.00044190054,0.00060345564,0.00038645373,0.00034450734,0.0031309996],"category_scores_gemma":[0.0011335799,0.00020044913,0.00036487068,0.00030422758,0.00031054506,0.00052649085,0.00018123587,0.0003983492,0.000339231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004207504,0.00010794002,0.003299097,0.00017861337,0.00010015289,0.00042301053,0.00023751166,0.75091875,0.114009336,0.07931085,0.0015170657,0.04947691],"study_design_scores_gemma":[0.0000027031574,0.0000386901,0.00097487186,0.0000058461133,0.000015910611,0.00004139477,0.000016608317,0.9937888,0.0028449586,0.0017105888,0.00055542187,0.0000042741476],"about_ca_topic_score_codex":0.004761055,"about_ca_topic_score_gemma":0.0057959645,"teacher_disagreement_score":0.004761055,"about_ca_system_score_codex":0.0011141754,"about_ca_system_score_gemma":0.0006541166,"threshold_uncertainty_score":0.010474265},"labels":[],"label_agreement":null},{"id":"W1985477699","doi":"10.1109/ntms.2012.6208708","title":"Cross Layer MAC and PHY Architecture for Collision Correction of DSRC Safety Messages","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Dedicated short-range communications; PHY; Computer science; Computer network; Network packet; Cache; Physical layer; Reliability (semiconductor); Collision; Layer (electronics); Wireless; Computer security; Telecommunications","score_opus":0.01785614760265993,"score_gpt":0.29794662572513225,"score_spread":0.28009047812247234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985477699","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009296962,0.00061498035,0.9841883,0.00019821037,0.0002957554,0.00013011716,0.000029504954,0.0018599973,0.0033861764],"genre_scores_gemma":[0.5071747,0.000963264,0.47588328,0.0008235774,0.0005160396,0.0004251667,0.00020726069,0.00025581857,0.013750923],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982821,0.00033907758,0.00016641563,0.00024566104,0.0007967324,0.00017005153],"domain_scores_gemma":[0.9973264,0.00042517838,0.0002533484,0.0006049225,0.0012863702,0.000103704035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002600588,0.0008342977,0.00047994507,0.0012400706,0.0005632771,0.0013714796,0.0014834505,0.0008438239,0.0025432003],"category_scores_gemma":[0.003079646,0.0005762692,0.00053203275,0.0003657052,0.00071456784,0.0013869591,0.0011297932,0.0017491474,0.001087272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009304847,0.00044178907,0.0076555535,0.0008300362,0.0005295006,0.0010429623,0.0008944408,0.11028554,0.22771215,0.2534375,0.0132171875,0.38302293],"study_design_scores_gemma":[0.00011588912,0.0007700794,0.0039501404,0.000096224365,0.00035546394,0.0016094837,0.00008306046,0.79462266,0.097020395,0.01585837,0.085376464,0.0001416911],"about_ca_topic_score_codex":0.001280842,"about_ca_topic_score_gemma":0.0010017186,"teacher_disagreement_score":0.002600588,"about_ca_system_score_codex":0.0008900418,"about_ca_system_score_gemma":0.0010678514,"threshold_uncertainty_score":0.013753414},"labels":[],"label_agreement":null},{"id":"W1986897827","doi":"10.1109/tits.2012.2183366","title":"Analytical Study of the IEEE 802.11p MAC Sublayer in Vehicular Networks","year":2012,"lang":"en","type":"article","venue":"IEEE Transactions on Intelligent Transportation Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":248,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Lawrence Berkeley National Laboratory; Technische Universität Berlin","keywords":"IEEE 802.11p; Computer science; IEEE 802; Computer network; Throughput; Media access control; Network allocation vector; IEEE 802.11e-2005; IEEE 802.11; Markov chain; Channel (broadcasting); Access control; Distributed coordination function; Quality of service; Vehicular ad hoc network; Wireless; Wireless network; Wireless ad hoc network; Telecommunications","score_opus":0.03621561828982661,"score_gpt":0.2801591680378595,"score_spread":0.2439435497480329,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986897827","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03778437,0.00694013,0.9310449,0.00087452715,0.00023849476,0.00008209227,0.00010726872,0.00023338078,0.022694824],"genre_scores_gemma":[0.9295699,0.008520902,0.051807906,0.00021134714,0.0002612902,0.00017594332,0.00009915868,0.000096901866,0.009256592],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992204,0.0002422026,0.00002539672,0.00008197333,0.00028703548,0.00014304013],"domain_scores_gemma":[0.99896324,0.0005607441,0.000112662514,0.00006100624,0.0002792152,0.000023074326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001109705,0.0009388286,0.0005919171,0.0008883426,0.00066262926,0.0012445594,0.0012113214,0.0008313974,0.0011210094],"category_scores_gemma":[0.005196034,0.0005587773,0.000543466,0.0009585981,0.0009803505,0.0023724176,0.0007606112,0.0009576365,0.00037376603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020268411,0.000035881676,0.0006506618,0.00010957,0.000021802976,0.00021252433,0.0001645691,0.846656,0.0028471067,0.1337555,0.001368114,0.014157975],"study_design_scores_gemma":[0.0000014549552,0.0000095673,0.000102033206,0.000014566538,0.000005469656,0.000035945104,0.000022077176,0.9899194,0.00031419567,0.0086342,0.0009357622,0.000005313986],"about_ca_topic_score_codex":0.008553667,"about_ca_topic_score_gemma":0.0046917186,"teacher_disagreement_score":0.008553667,"about_ca_system_score_codex":0.002303059,"about_ca_system_score_gemma":0.0015626067,"threshold_uncertainty_score":0.017007709},"labels":[],"label_agreement":null},{"id":"W1989110211","doi":"10.1109/mascot.2009.5366174","title":"Scheduling issues in multi-channel wireless networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Workload; Scheduling (production processes); Queue; Queueing theory; Performance metric; Distributed computing; Computer network; Dynamic priority scheduling; Wireless; Fair-share scheduling; Round-robin scheduling; Real-time computing; Mathematical optimization; Quality of service; Telecommunications","score_opus":0.030797638326789042,"score_gpt":0.3002875957610688,"score_spread":0.2694899574342797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989110211","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2593636,0.011019068,0.7172109,0.0031883756,0.0009574774,0.0001888813,0.00015012673,0.0006118809,0.007309727],"genre_scores_gemma":[0.9738895,0.0023378406,0.021698866,0.00024951805,0.00039291635,0.000057701254,0.000041773324,0.000061307604,0.001270711],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99803704,0.0009458726,0.000110819354,0.00020829063,0.00048457523,0.00021340749],"domain_scores_gemma":[0.9882565,0.009000567,0.001188094,0.00051891286,0.0007788732,0.00025708013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034735498,0.000576167,0.00071974355,0.0004700215,0.0011391557,0.0020693077,0.0008502084,0.0010606328,0.0012222519],"category_scores_gemma":[0.015159163,0.0005177566,0.0002830712,0.00093083875,0.0010247027,0.0018306248,0.00073824986,0.00094188924,0.00019189659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019008253,0.000066754976,0.002870615,0.00024226958,0.00008168039,0.00037602693,0.00020597679,0.90390235,0.005682631,0.022643851,0.002329543,0.061408192],"study_design_scores_gemma":[0.00003450231,0.000105299434,0.0011403477,0.000022116335,0.000045169672,0.00014997702,0.00020250324,0.96590257,0.0025528865,0.02689433,0.0029191796,0.000031029387],"about_ca_topic_score_codex":0.0032096622,"about_ca_topic_score_gemma":0.0024291845,"teacher_disagreement_score":0.0034735498,"about_ca_system_score_codex":0.0011952957,"about_ca_system_score_gemma":0.0013352833,"threshold_uncertainty_score":0.018370092},"labels":[],"label_agreement":null},{"id":"W1989788980","doi":"10.1016/j.mcm.2010.03.027","title":"Adaptive channel and superframe allocation (ACSA) for 60 GHz wireless networks","year":2010,"lang":"en","type":"article","venue":"Mathematical and Computer Modelling","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Superframe; Computer science; Wireless; Computer network; Channel (broadcasting); Wireless network; Telecommunications; Channel allocation schemes","score_opus":0.028774575589623985,"score_gpt":0.23693160631157828,"score_spread":0.2081570307219543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989788980","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.090365216,0.0010142912,0.8983309,0.00049432,0.00029639644,0.000049979277,0.000095137875,0.0003511463,0.009002579],"genre_scores_gemma":[0.948583,0.0003775655,0.047444627,0.00008196048,0.0001276168,0.00006393214,0.000040828163,0.000033592343,0.003246826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996265,0.00011649337,0.00000978834,0.000044380107,0.00009580537,0.00010702346],"domain_scores_gemma":[0.99918145,0.0004832285,0.000062187595,0.000076668795,0.00015286109,0.000043700897],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000761766,0.0003019998,0.00049771875,0.00039423743,0.0006417359,0.000528253,0.0004760333,0.00037198444,0.0022583522],"category_scores_gemma":[0.0023948776,0.00019454879,0.00026126902,0.00066281995,0.00062749715,0.0005424499,0.00054883066,0.00048075433,0.00026146238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004585988,0.000063063264,0.0009294286,0.000075589,0.00003522749,0.000084704196,0.00013822776,0.7532025,0.009508539,0.12797073,0.0046887463,0.10284478],"study_design_scores_gemma":[0.000014514461,0.000031696123,0.0001913766,0.00000361917,0.000010380341,0.00003375003,0.000018516997,0.98016894,0.0008238965,0.017403299,0.0012913777,0.000008699724],"about_ca_topic_score_codex":0.004374122,"about_ca_topic_score_gemma":0.006452127,"teacher_disagreement_score":0.004374122,"about_ca_system_score_codex":0.00087303075,"about_ca_system_score_gemma":0.0011941611,"threshold_uncertainty_score":0.008697331},"labels":[],"label_agreement":null},{"id":"W1990096938","doi":"10.1145/1143549.1143667","title":"Bottleneck-first scheduling for real-time traffic in IEEE 802.11 infrastructure-based mesh networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Computer network; Bottleneck; Wireless mesh network; Round-robin scheduling; Scheduling (production processes); Network packet; Dynamic priority scheduling; Fair-share scheduling; Distributed computing; Real-time computing; Wireless network; Wireless; Engineering; Embedded system; Telecommunications; Quality of service","score_opus":0.008607568707454575,"score_gpt":0.2320672651383536,"score_spread":0.22345969643089902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990096938","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10556863,0.0013714319,0.89080554,0.00021350813,0.00013323055,0.000048397433,0.00004861239,0.000537558,0.0012730097],"genre_scores_gemma":[0.94791585,0.00040734737,0.05086375,0.000050013325,0.00008101861,0.00004449117,0.000063372776,0.000057924037,0.0005161406],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896014,0.0004067829,0.000053439886,0.00012793292,0.00025953335,0.00019214714],"domain_scores_gemma":[0.99673164,0.0018700011,0.0003906893,0.0002700425,0.0005827491,0.00015494552],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003345949,0.0006340632,0.0009150172,0.0010683368,0.001017931,0.0008606189,0.0016437632,0.000475538,0.0007772338],"category_scores_gemma":[0.0065972335,0.00039690157,0.00031747276,0.00089934276,0.00071408076,0.0015424297,0.00059815607,0.00060577336,0.00013530024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00060253,0.00015568231,0.0020814028,0.00023133194,0.00007049555,0.0001686393,0.00035653543,0.83887625,0.0179445,0.027859055,0.0028038013,0.108849764],"study_design_scores_gemma":[0.000011931089,0.00005821038,0.00016805176,0.000003940866,0.000007674077,0.000020828977,0.000020689562,0.9942468,0.0018419693,0.003179628,0.00043316282,0.0000072382554],"about_ca_topic_score_codex":0.0038872047,"about_ca_topic_score_gemma":0.0031632278,"teacher_disagreement_score":0.0038872047,"about_ca_system_score_codex":0.0018746956,"about_ca_system_score_gemma":0.0015605838,"threshold_uncertainty_score":0.017695308},"labels":[],"label_agreement":null},{"id":"W1991787518","doi":"10.1117/12.480519","title":"&lt;title&gt;Managing pricing of QoS for service differentiation in wireless networks&lt;/title&gt;","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer network; Quality of service; Computer science; Base station; Wireless network; Wireless; Differentiated services; Telecommunications link; Telecommunications","score_opus":0.013242283839657426,"score_gpt":0.2209042373336814,"score_spread":0.20766195349402397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991787518","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047018323,0.0130599635,0.6299125,0.012754899,0.008811403,0.00050293416,0.0002896152,0.0012549227,0.2863954],"genre_scores_gemma":[0.7220898,0.010380644,0.09670005,0.0016605703,0.0039545842,0.00023490703,0.00033744672,0.00043727487,0.16420463],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938,0.00019988386,0.000030989675,0.000063612955,0.0002327895,0.00009273867],"domain_scores_gemma":[0.999172,0.00030830884,0.00007640194,0.000110734916,0.0002624631,0.00007019975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011081562,0.00034529483,0.00047635284,0.0002920935,0.00065589196,0.0028841484,0.00087933056,0.0010549723,0.012326384],"category_scores_gemma":[0.0020269637,0.00015899041,0.00028534676,0.0010637742,0.0006611484,0.0024346446,0.00053156336,0.0008142103,0.0037678024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020669292,0.00017081635,0.001552234,0.0003055746,0.000024536275,0.0006241571,0.00016275629,0.045324173,0.011769289,0.52944463,0.06580303,0.34461212],"study_design_scores_gemma":[0.00006477297,0.00030677827,0.0017793042,0.00018575935,0.000034927834,0.0007569756,0.00026484515,0.4440774,0.013041651,0.14279358,0.3966094,0.00008455201],"about_ca_topic_score_codex":0.0017074359,"about_ca_topic_score_gemma":0.0014608323,"teacher_disagreement_score":0.012326384,"about_ca_system_score_codex":0.001503872,"about_ca_system_score_gemma":0.0009664697,"threshold_uncertainty_score":0.041235864},"labels":[],"label_agreement":null},{"id":"W1992024285","doi":"10.1109/icon.2006.302664","title":"VoIP Handoff Method Complemented with 802.11 BSS Network Table to Effectively Reduce the Handoff Delay on 802.11 Networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Handover; Computer network; Computer science; Voice over IP; Table (database); Header; The Internet","score_opus":0.014577633846662996,"score_gpt":0.27729227218494823,"score_spread":0.26271463833828523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992024285","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16836897,0.0015440495,0.8162864,0.00018651685,0.00041131245,0.00019559237,0.00009662332,0.005343606,0.007566958],"genre_scores_gemma":[0.77550274,0.00050069235,0.21743092,0.0001536824,0.0001965594,0.0000865002,0.00026284828,0.00013234663,0.0057336595],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99967754,0.000037840917,0.000026530932,0.0000637732,0.00014728242,0.00004695019],"domain_scores_gemma":[0.9995254,0.00009158977,0.0000591761,0.00012583773,0.00015216628,0.000045836463],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034293134,0.00034949376,0.00035275274,0.00059099705,0.00045721175,0.00042922993,0.00076719077,0.00031860312,0.0013258505],"category_scores_gemma":[0.00065852323,0.00023510196,0.00023891524,0.00030991834,0.00015850211,0.00089735945,0.00035765787,0.00052354904,0.0005206644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061554066,0.00029094,0.003868627,0.00019350514,0.000096725955,0.00031273733,0.00023847798,0.006530852,0.42112562,0.0072179576,0.0035947151,0.5559142],"study_design_scores_gemma":[0.00022794625,0.0019316089,0.018892013,0.000055233955,0.00036717995,0.0032012633,0.00019331825,0.31583193,0.57858485,0.0043351813,0.076171905,0.00020754129],"about_ca_topic_score_codex":0.00091288635,"about_ca_topic_score_gemma":0.0011273494,"teacher_disagreement_score":0.0013258505,"about_ca_system_score_codex":0.00016916847,"about_ca_system_score_gemma":0.00030777947,"threshold_uncertainty_score":0.00443542},"labels":[],"label_agreement":null},{"id":"W1992634066","doi":"10.5121/ijcnc.2010.2301","title":"General Model for Infrastructure Multi-channel Wireless LANs","year":2010,"lang":"en","type":"article","venue":"International journal of Computer Networks & Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"HiperLAN; Computer network; Computer science; Wireless network; Channel (broadcasting); Wireless; Wi-Fi array; Wi-Fi; Fixed wireless; Wireless WAN; Transmission (telecommunications); Wireless lan; Telecommunications","score_opus":0.029446446541162092,"score_gpt":0.31836092991555,"score_spread":0.2889144833743879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992634066","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015059359,0.0014387127,0.95143646,0.0013957833,0.00031550945,0.00019498462,0.0009274325,0.000800392,0.028431337],"genre_scores_gemma":[0.7600935,0.0058936537,0.15047896,0.0012322053,0.00081512873,0.00146804,0.0018951227,0.0006155075,0.07750781],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887484,0.00026615147,0.000050796916,0.00021485327,0.00037397424,0.00021930136],"domain_scores_gemma":[0.9991768,0.0002630893,0.00008565503,0.00011485184,0.00030782763,0.000051826562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010632884,0.0010401694,0.0011655472,0.0011231835,0.00076188834,0.0019397489,0.0036799735,0.0026262752,0.0070476867],"category_scores_gemma":[0.0023951011,0.0006749362,0.001134557,0.0014250273,0.000979194,0.004559164,0.0011357204,0.0025322312,0.0023264305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000361607,0.00005448737,0.00040201418,0.000106753556,0.00003605705,0.00023273155,0.000112603775,0.70277345,0.0019833439,0.28484792,0.0036731167,0.0057413876],"study_design_scores_gemma":[0.000020403517,0.000024834382,0.00011873816,0.000015375319,0.000015241009,0.000090963236,0.000025672754,0.9500548,0.00025461224,0.04502717,0.00433372,0.000018320423],"about_ca_topic_score_codex":0.0064329645,"about_ca_topic_score_gemma":0.0039434414,"teacher_disagreement_score":0.0070476867,"about_ca_system_score_codex":0.0019304482,"about_ca_system_score_gemma":0.001291535,"threshold_uncertainty_score":0.023576856},"labels":[],"label_agreement":null},{"id":"W1994413190","doi":"10.1109/pimrc.2010.5671982","title":"The effect of retransmission cutoff in S-ALOHA systems with binary exponential backoff","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Retransmission; Exponential backoff; Throughput; Aloha; Computer science; Network packet; Cutoff; Channel (broadcasting); Binary number; Algorithm; Computer network; Mathematics; Telecommunications; Wireless; Physics; Arithmetic","score_opus":0.0031921975329211993,"score_gpt":0.21739026615823243,"score_spread":0.21419806862531124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994413190","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85931623,0.00079055456,0.13715784,0.00015357275,0.00005097002,0.0000603679,0.000021717466,0.00041144196,0.0020372916],"genre_scores_gemma":[0.9947285,0.00007942912,0.004973151,0.000025757392,0.0000073335086,0.000010253197,0.0000058718783,0.000009443435,0.00016027506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844223,0.0005690853,0.0000933217,0.00013439504,0.0004732745,0.00028771875],"domain_scores_gemma":[0.98445815,0.011043655,0.0016336887,0.0011342226,0.0013899131,0.00034031953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028759732,0.000569739,0.00084836123,0.0005113637,0.00069320266,0.00094957976,0.001068204,0.00069021154,0.0007651297],"category_scores_gemma":[0.014516507,0.0002797585,0.00021607755,0.0004031184,0.0010178947,0.0015036216,0.00089258794,0.0007287828,0.00015946837],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0047711083,0.0007184648,0.018914457,0.0006108867,0.00023278005,0.0019974627,0.0014769601,0.68566245,0.14504212,0.020682238,0.00063762546,0.11925353],"study_design_scores_gemma":[0.000095952644,0.001373099,0.003003486,0.00004270455,0.000085224194,0.00057400536,0.0002727018,0.96205467,0.028444178,0.0035882113,0.00042285773,0.00004286568],"about_ca_topic_score_codex":0.001434167,"about_ca_topic_score_gemma":0.0010991561,"teacher_disagreement_score":0.0028759732,"about_ca_system_score_codex":0.0007388625,"about_ca_system_score_gemma":0.0008719492,"threshold_uncertainty_score":0.015209734},"labels":[],"label_agreement":null},{"id":"W1994652315","doi":"10.1109/ccece.2012.6335009","title":"VoIP based solution for the use over a campus environment","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Voice over IP; Computer science; Computer network; Server; Residential gateway; Default gateway; Local area network; Telephony; Context (archaeology); Session Initiation Protocol; Mobile communications over IP; Campus network; Phone; Wide area network; The Internet; Telecommunications; Base station; Operating system; Public land mobile network","score_opus":0.05329532428077507,"score_gpt":0.25986871148677954,"score_spread":0.20657338720600446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994652315","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23292401,0.0032177062,0.59603757,0.0030445736,0.0009423112,0.00096185843,0.000531367,0.014135428,0.14820515],"genre_scores_gemma":[0.7087854,0.0016145546,0.16684368,0.00096607703,0.00030664977,0.00044314755,0.0009482782,0.00042768018,0.119664535],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996886,0.000051829382,0.00001627017,0.00004972205,0.00012270935,0.00007081514],"domain_scores_gemma":[0.99973184,0.00001942798,0.000019238592,0.0000435707,0.00013057985,0.00005536354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027582978,0.0002479687,0.00031724133,0.00030129636,0.0005730183,0.0008949366,0.0008454573,0.0009821665,0.0072091226],"category_scores_gemma":[0.0005033337,0.00011378747,0.00018172471,0.00034747165,0.00017036211,0.00087749714,0.0009541711,0.0006862993,0.0031051047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073478895,0.00064177817,0.0017437496,0.00051162625,0.00006336723,0.00095538475,0.00086092076,0.0028665073,0.30832967,0.029958306,0.046736464,0.6065975],"study_design_scores_gemma":[0.0002320809,0.0022834004,0.01130501,0.00027837307,0.00022364929,0.0038024439,0.0015089727,0.08436812,0.23299621,0.010770596,0.65206164,0.00016951133],"about_ca_topic_score_codex":0.0004915705,"about_ca_topic_score_gemma":0.0005248469,"teacher_disagreement_score":0.0072091226,"about_ca_system_score_codex":0.00024341265,"about_ca_system_score_gemma":0.00043974695,"threshold_uncertainty_score":0.024116933},"labels":[],"label_agreement":null},{"id":"W1995650107","doi":"10.3166/jesa.43.855-870","title":"Evaluation de l'influence d'un réseau de communication sans fil sur la commande d'un SED","year":2009,"lang":"fr","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Physics; Philosophy","score_opus":0.028919468833618383,"score_gpt":0.29729823771332087,"score_spread":0.26837876887970247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995650107","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9746932,0.0003911736,0.01999455,0.00010208666,0.00007726237,0.000091525515,0.00008307157,0.00032527436,0.0042419853],"genre_scores_gemma":[0.99461925,0.00011426017,0.003512738,0.000019570087,0.000009467131,0.000032903696,0.000050557548,0.00004175513,0.0015994271],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998273,0.0004165993,0.000086072745,0.0002186809,0.00076321675,0.00024243054],"domain_scores_gemma":[0.98840183,0.007380567,0.0005319309,0.0007343108,0.0026278577,0.00032334257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019840715,0.0006071112,0.00041363577,0.000604406,0.00047650863,0.0011458888,0.00060812547,0.0006061072,0.0032341224],"category_scores_gemma":[0.009776829,0.00021661325,0.00047422913,0.0003754223,0.0007793453,0.0009800742,0.00057626754,0.0005549359,0.00060591917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007615199,0.0010852775,0.02309062,0.0011624683,0.00024017949,0.0008059912,0.0011484567,0.17065929,0.5972165,0.004139153,0.0009873481,0.19184954],"study_design_scores_gemma":[0.0001737888,0.012919784,0.04315965,0.00009403875,0.00038248725,0.0004766554,0.0010915304,0.21616921,0.71866554,0.0010671698,0.0056589525,0.00014103363],"about_ca_topic_score_codex":0.0032834918,"about_ca_topic_score_gemma":0.0021302751,"teacher_disagreement_score":0.0032834918,"about_ca_system_score_codex":0.00077728636,"about_ca_system_score_gemma":0.00052419445,"threshold_uncertainty_score":0.010819197},"labels":[],"label_agreement":null},{"id":"W1997000105","doi":"10.1109/wicom.2006.330","title":"Adaptive MAC Scheduling Using Channel State Diversity for Wireless Networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Computer network; Scheduling (production processes); Wireless; Wireless network; Multicast; Throughput; Real-time computing; Telecommunications; Engineering","score_opus":0.03722533657495033,"score_gpt":0.2530966606322575,"score_spread":0.21587132405730716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997000105","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07458712,0.0020945603,0.91835964,0.00044193977,0.00018837584,0.00007091998,0.000022282917,0.0006572486,0.0035777872],"genre_scores_gemma":[0.9402177,0.0006152778,0.057802256,0.000101508675,0.00019608844,0.00008411914,0.000023010409,0.00003085718,0.00092928536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994735,0.00020706862,0.000021787771,0.000060009905,0.00016222234,0.000075394506],"domain_scores_gemma":[0.99758065,0.0014758639,0.00025191932,0.00029638424,0.00029794863,0.000097324744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013237548,0.0004246109,0.0003440923,0.0005405211,0.0006600058,0.00064775284,0.00068014424,0.00042144413,0.00061681366],"category_scores_gemma":[0.0035044658,0.00026483813,0.00020467603,0.00055994786,0.00088494906,0.0009101939,0.0005785823,0.00081071095,0.00014243416],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028524277,0.00018158837,0.0013601282,0.000098815864,0.00006318729,0.00014189442,0.00016497301,0.76833594,0.02341626,0.041778438,0.0022018217,0.16197178],"study_design_scores_gemma":[0.00002113841,0.00007529184,0.00017249452,0.000005006631,0.000012836021,0.000030367202,0.000008710626,0.9871486,0.0021823118,0.009440624,0.0008925013,0.0000100891075],"about_ca_topic_score_codex":0.002122054,"about_ca_topic_score_gemma":0.001987709,"teacher_disagreement_score":0.002122054,"about_ca_system_score_codex":0.0009739803,"about_ca_system_score_gemma":0.0009163281,"threshold_uncertainty_score":0.0070667863},"labels":[],"label_agreement":null},{"id":"W1997747421","doi":"10.1007/s11036-006-7795-8","title":"Third-Party Handshake Protocol for Efficient Peer Discovery and Route Optimization in IEEE 802.15.3 WPANs","year":2006,"lang":"en","type":"article","venue":"Mobile Networks and Applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Piconet; Computer network; Handshake; DEVS; Bluetooth; Peer-to-peer; Distributed computing; Protocol (science); Routing (electronic design automation); Wireless; Telecommunications","score_opus":0.010553816156953168,"score_gpt":0.2702346268110078,"score_spread":0.25968081065405463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997747421","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056259252,0.0010505209,0.93736553,0.00026430163,0.00021075258,0.000090379945,0.000069256734,0.0011179016,0.0035720165],"genre_scores_gemma":[0.903584,0.00047506328,0.09106386,0.00011215657,0.00008375622,0.00019413269,0.00013649708,0.00009497912,0.0042555206],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990282,0.0003010733,0.00007367614,0.00007234619,0.000395777,0.0001289307],"domain_scores_gemma":[0.99865544,0.000498269,0.00010060117,0.00039049893,0.00030234383,0.00005275764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001783223,0.00029358128,0.0006777253,0.000439356,0.00092656224,0.0011042267,0.0011218244,0.0008173524,0.0013891284],"category_scores_gemma":[0.002871647,0.00024906386,0.0003766384,0.0004658856,0.0007406482,0.0012098276,0.001256761,0.0014581924,0.00040082942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022618978,0.0003586218,0.0019200038,0.00037507515,0.00022328003,0.0011331734,0.0011916691,0.15149467,0.1762354,0.17388856,0.016464418,0.47445315],"study_design_scores_gemma":[0.00014816546,0.0004583496,0.0018234921,0.000049910534,0.00013938344,0.0013270584,0.0001630792,0.8398923,0.07323946,0.063485004,0.019139996,0.00013378334],"about_ca_topic_score_codex":0.0012074542,"about_ca_topic_score_gemma":0.0018335974,"teacher_disagreement_score":0.001783223,"about_ca_system_score_codex":0.0005543045,"about_ca_system_score_gemma":0.0008655071,"threshold_uncertainty_score":0.0094307065},"labels":[],"label_agreement":null},{"id":"W1998378504","doi":"10.1109/wcnc.2010.5506595","title":"A Classification-Based Path Selection Scheme for Video Streaming over Multi-Hop Networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Variable bitrate; Network packet; Video quality; Encoder; Real-time computing; Wireless network; Computer network; Algorithm; Wireless; Quality of service; Telecommunications","score_opus":0.0250642459856206,"score_gpt":0.28899274398274843,"score_spread":0.2639284979971278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998378504","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006981517,0.00012390748,0.9917734,0.0000874159,0.000035502726,0.000081176775,0.000040697243,0.0005094951,0.0003669794],"genre_scores_gemma":[0.21668425,0.00020211334,0.78061336,0.00009256866,0.00010452156,0.0002626935,0.00024619262,0.000056782206,0.0017374237],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941015,0.00013470673,0.000050311704,0.00014354686,0.00020705015,0.000054269443],"domain_scores_gemma":[0.9988912,0.00038518006,0.00015658198,0.00014209835,0.00035855235,0.00006639038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009169582,0.0006946397,0.000937591,0.0010739721,0.0009001298,0.00065409666,0.0018339369,0.001002606,0.0016044604],"category_scores_gemma":[0.0023397217,0.00029689423,0.00044839465,0.0010191891,0.0004233055,0.0012032213,0.00059531594,0.0011151194,0.00044282086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021570829,0.00020632574,0.0014052399,0.00012957459,0.000051037554,0.00011933453,0.0001390684,0.1642174,0.02420092,0.010835861,0.0050751213,0.79340434],"study_design_scores_gemma":[0.000013365709,0.00006266572,0.00028462746,0.0000058819132,0.00000980194,0.000055556935,0.000012683384,0.9924075,0.0034546147,0.002499718,0.0011797117,0.00001390523],"about_ca_topic_score_codex":0.0025646493,"about_ca_topic_score_gemma":0.0030209953,"teacher_disagreement_score":0.0025646493,"about_ca_system_score_codex":0.0009270819,"about_ca_system_score_gemma":0.0009310844,"threshold_uncertainty_score":0.006726444},"labels":[],"label_agreement":null},{"id":"W1998518186","doi":"10.4236/wsn.2012.42007","title":"Priority-Based CCA Periods for Efficient and Reliable Communications in Wireless Sensor Networks","year":2012,"lang":"en","type":"article","venue":"Wireless Sensor Network","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Exponential backoff; Computer science; Computer network; Node (physics); Network packet; Carrier sense multiple access with collision avoidance; Reliability (semiconductor); Wireless sensor network; Channel (broadcasting); Wireless; Throughput; Binary number; Power (physics); Telecommunications","score_opus":0.025534785951032774,"score_gpt":0.28354015606341065,"score_spread":0.2580053701123779,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998518186","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01893617,0.004852641,0.97099864,0.0005322368,0.00033278638,0.00025506734,0.000038889808,0.0006627484,0.0033907308],"genre_scores_gemma":[0.6102118,0.0032482592,0.3822827,0.00032089403,0.00040089135,0.00043111655,0.00011089654,0.00015238157,0.0028410624],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867487,0.0005314278,0.00010536805,0.00011589271,0.00044943212,0.00012303768],"domain_scores_gemma":[0.99797195,0.0010206384,0.00025521583,0.00028590803,0.00034364124,0.00012260661],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029211934,0.0005471115,0.0005938349,0.00067690253,0.0010937747,0.0012500582,0.0013975152,0.0006134395,0.0011219318],"category_scores_gemma":[0.0055572856,0.0004060506,0.00041313158,0.00087054697,0.0008178221,0.0017739462,0.0010722419,0.0011562703,0.00034614716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001026245,0.00030557546,0.0025793435,0.0011816227,0.00016071959,0.0006366952,0.0009429768,0.21135116,0.053894904,0.2697474,0.0142452065,0.4439281],"study_design_scores_gemma":[0.00019763244,0.00048809932,0.0009100127,0.00007992958,0.0000737732,0.00040752755,0.00012529416,0.8927853,0.012640621,0.06988003,0.022337416,0.000074364565],"about_ca_topic_score_codex":0.0017555618,"about_ca_topic_score_gemma":0.0034260906,"teacher_disagreement_score":0.0029211934,"about_ca_system_score_codex":0.00082173466,"about_ca_system_score_gemma":0.0027015898,"threshold_uncertainty_score":0.015448928},"labels":[],"label_agreement":null},{"id":"W1998979740","doi":"10.1186/1687-1499-2013-163","title":"The efficacy of centralized flow rate control in 802.11-based wireless mesh networks","year":2013,"lang":"en","type":"article","venue":"EURASIP Journal on Wireless Communications and Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Router; Wireless mesh network; Network congestion; Last mile (transportation); Scheduling (production processes); Flow control (data); Distributed computing; Wireless network; Wireless; Network packet; Mile; Telecommunications","score_opus":0.023394859196402856,"score_gpt":0.2702792059547595,"score_spread":0.24688434675835666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998979740","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30404592,0.0023177792,0.6833819,0.0011643483,0.00014545854,0.000053569063,0.000045398614,0.0008514546,0.007994211],"genre_scores_gemma":[0.98928624,0.00021895189,0.010094938,0.000037550886,0.000053144202,0.000019158022,0.000011930876,0.000016261467,0.0002618365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.996439,0.0015570656,0.00013029095,0.00068480574,0.0009025977,0.00028626955],"domain_scores_gemma":[0.98541474,0.008870799,0.0018534613,0.0024957012,0.0011498366,0.00021548035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007595572,0.00063750806,0.0007636746,0.0004995624,0.00070116034,0.0015093999,0.0016096124,0.0008571501,0.0003955158],"category_scores_gemma":[0.020578384,0.00041498712,0.0003367831,0.00041031605,0.0022520176,0.0024829744,0.0011802253,0.0012283277,0.000118651325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043491763,0.00022095272,0.0050893333,0.00019145074,0.00006590389,0.0001599994,0.00025713543,0.7878704,0.029081848,0.065178804,0.0010963774,0.110352926],"study_design_scores_gemma":[0.000034666664,0.00020918902,0.0014983715,0.00001931899,0.000024585348,0.0000574305,0.00003402077,0.9746182,0.00827204,0.014717233,0.00049106777,0.000023855993],"about_ca_topic_score_codex":0.0020715431,"about_ca_topic_score_gemma":0.0011818086,"teacher_disagreement_score":0.007595572,"about_ca_system_score_codex":0.0015313968,"about_ca_system_score_gemma":0.0011518258,"threshold_uncertainty_score":0.040169716},"labels":[],"label_agreement":null},{"id":"W1999118623","doi":"10.1016/j.peva.2007.06.004","title":"Remote analysis of a distributed WLAN using passive wireless-side measurement","year":2007,"lang":"en","type":"article","venue":"Performance Evaluation","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Wi-Fi; Computer science; Computer network; Wireless; Wireless lan; Wireless WAN; Wireless network; Local area network; Wireless site survey; Wi-Fi array; Telecommunications","score_opus":0.08134839881142347,"score_gpt":0.3361951785067298,"score_spread":0.25484677969530634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999118623","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84572285,0.00012185667,0.1481863,0.000107719825,0.00003829406,0.000069708636,0.0000951915,0.0018579001,0.0038001018],"genre_scores_gemma":[0.99645656,0.000013703477,0.0028931948,0.000010480301,0.000008563241,0.000011751,0.000030045714,0.0000371312,0.0005385559],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99922454,0.00016071231,0.000019716334,0.0001581543,0.00034956876,0.000087225904],"domain_scores_gemma":[0.9986842,0.000535911,0.000110517256,0.00023899245,0.0003418991,0.000088509725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073870836,0.00056431285,0.00073964975,0.00065425504,0.00047266335,0.0007929757,0.001247609,0.00061253126,0.0018916532],"category_scores_gemma":[0.0016580882,0.00019530841,0.00031468898,0.00045611715,0.00049535197,0.00087015267,0.0006385588,0.0005011019,0.0004952396],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0035059506,0.0012293208,0.028926423,0.00023521006,0.00017548529,0.00075785816,0.00047676422,0.15990308,0.6915046,0.003254446,0.0011300403,0.10890074],"study_design_scores_gemma":[0.000113213995,0.0018028002,0.016448623,0.000008961394,0.000102081925,0.00031747928,0.000154166,0.86180127,0.11764154,0.00083804585,0.000734629,0.000037138212],"about_ca_topic_score_codex":0.0013762166,"about_ca_topic_score_gemma":0.00087390747,"teacher_disagreement_score":0.0018916532,"about_ca_system_score_codex":0.0008870964,"about_ca_system_score_gemma":0.0003597387,"threshold_uncertainty_score":0.006436348},"labels":[],"label_agreement":null},{"id":"W2000167291","doi":"10.1145/1870085.1870090","title":"Joint congestion control and distributed scheduling for throughput guarantees in wireless networks","year":2010,"lang":"en","type":"article","venue":"ACM Transactions on Modeling and Computer Simulation","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Army Research Office; Air Force Office of Scientific Research; Division of Computer and Network Systems","keywords":"Computer science; Scheduling (production processes); Wireless network; Round-robin scheduling; Distributed computing; Computer network; Maximum throughput scheduling; Network congestion; Dynamic priority scheduling; Fair-share scheduling; Wireless; Mathematical optimization; Network packet; Quality of service; Telecommunications; Mathematics","score_opus":0.025908901390723743,"score_gpt":0.2718026307721484,"score_spread":0.24589372938142465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000167291","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013728475,0.00027025663,0.984463,0.00022882788,0.00004252737,0.000044272525,0.000011739176,0.00018041987,0.0010305385],"genre_scores_gemma":[0.8864517,0.00038187794,0.1116176,0.00012496488,0.0001416771,0.00017067142,0.000032825716,0.00007655315,0.0010019736],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976373,0.0010609856,0.00013356378,0.00030451742,0.0005616996,0.00030201743],"domain_scores_gemma":[0.9947054,0.0035758745,0.00048764638,0.0005129793,0.0005094525,0.00020879114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0052636806,0.0010203734,0.0011863653,0.00060452987,0.0008893628,0.001625586,0.0017683064,0.00096489646,0.001218169],"category_scores_gemma":[0.012547857,0.0005880234,0.00056182564,0.00075849873,0.0019153046,0.0024679583,0.0017829931,0.0014304066,0.00016879433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000115194634,0.000052248583,0.00034549835,0.00007355755,0.000036993835,0.000045253488,0.00010278623,0.91018945,0.0025940542,0.06065663,0.0007408835,0.025047539],"study_design_scores_gemma":[0.000018386212,0.00003116025,0.000044498393,0.0000037359412,0.000007813402,0.000007869533,0.0000077789855,0.9861129,0.00059183355,0.012846306,0.00032310333,0.000004618391],"about_ca_topic_score_codex":0.0019561436,"about_ca_topic_score_gemma":0.0014532496,"teacher_disagreement_score":0.0052636806,"about_ca_system_score_codex":0.0016360981,"about_ca_system_score_gemma":0.0025460653,"threshold_uncertainty_score":0.027837396},"labels":[],"label_agreement":null},{"id":"W2000883071","doi":"10.1109/iwcmc.2014.6906365","title":"Fine-tuning the Femtocell performance in unlicensed bands: Case of WiFi Co-existence","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Femtocell; Macrocell; Computer network; Computer science; Quality of service; Throughput; Channel (broadcasting); Interference (communication); Spectrum management; Wireless; Telecommunications; Cognitive radio; Base station","score_opus":0.023040480285541173,"score_gpt":0.2629208609837035,"score_spread":0.2398803806981623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000883071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.741619,0.0007903825,0.24788538,0.0004851025,0.00006338565,0.00006893208,0.000047095586,0.00020554388,0.008835208],"genre_scores_gemma":[0.9952154,0.000065986795,0.004503384,0.000011749735,0.000005198477,0.0000053055087,0.000002629728,0.0000027558526,0.00018752874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942565,0.00019047076,0.0000150361475,0.00007034976,0.00013082649,0.00016774762],"domain_scores_gemma":[0.99827087,0.0010944944,0.00019207115,0.00017479957,0.00016963933,0.000097994314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007310981,0.00048774946,0.00054175156,0.00034194902,0.0006325455,0.00069519435,0.00071785465,0.00096152286,0.0006255055],"category_scores_gemma":[0.0036194837,0.00018200581,0.00028901672,0.00041424268,0.0010462023,0.00081030774,0.00076659623,0.00051025837,0.000078745616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045984524,0.00016391894,0.0053878846,0.00012306549,0.00005123459,0.0016235058,0.00027639844,0.91604924,0.031207338,0.017836014,0.00062466314,0.026196947],"study_design_scores_gemma":[0.000014909066,0.000103648345,0.00078217033,0.000007336333,0.0000237831,0.00021547728,0.00010820101,0.9928934,0.0037129815,0.0019100254,0.00021446514,0.000013567352],"about_ca_topic_score_codex":0.004412421,"about_ca_topic_score_gemma":0.0041325726,"teacher_disagreement_score":0.004412421,"about_ca_system_score_codex":0.00076776487,"about_ca_system_score_gemma":0.0005011337,"threshold_uncertainty_score":0.008773446},"labels":[],"label_agreement":null},{"id":"W2000933160","doi":"10.1145/1143549.1143739","title":"Mobile learning with bluetooth-based E-learning system","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bluetooth; Computer science; Multimedia; Java; The Internet; Mobile device; Class (philosophy); Key (lock); Wireless network; E learning; Wireless; Computer network; World Wide Web; Computer security; Artificial intelligence; Telecommunications; Operating system","score_opus":0.00436415485028749,"score_gpt":0.19770948787795142,"score_spread":0.19334533302766393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000933160","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06719733,0.0044794246,0.7901044,0.0015580443,0.00096534134,0.0013179284,0.0004807085,0.022969905,0.11092688],"genre_scores_gemma":[0.6730753,0.0045441636,0.20357502,0.002137076,0.0010201513,0.0014354152,0.0009925682,0.00040994113,0.11281036],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99925596,0.00014084294,0.00007350504,0.000115766336,0.0003313156,0.00008268769],"domain_scores_gemma":[0.99956447,0.00007973912,0.000049943785,0.000080693135,0.00017398545,0.000051214254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038734538,0.0004915693,0.00060460594,0.00094920356,0.00052955217,0.0010722633,0.0013467079,0.001083262,0.009054476],"category_scores_gemma":[0.0009365286,0.00020480917,0.00037195857,0.0009258307,0.00017837486,0.0012649068,0.0011877193,0.0006793377,0.006439005],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005786269,0.00081659947,0.0053274045,0.00089847704,0.000120862554,0.0014239494,0.00045907055,0.0064974115,0.06762947,0.011448839,0.039374385,0.8654249],"study_design_scores_gemma":[0.0007403931,0.0041249506,0.012464564,0.00045100207,0.00061658904,0.0130559355,0.00039158107,0.14301625,0.1372857,0.011614254,0.67586577,0.00037301198],"about_ca_topic_score_codex":0.00029160627,"about_ca_topic_score_gemma":0.00026075167,"teacher_disagreement_score":0.009054476,"about_ca_system_score_codex":0.00020092062,"about_ca_system_score_gemma":0.0002825659,"threshold_uncertainty_score":0.030290246},"labels":[],"label_agreement":null},{"id":"W2001527124","doi":"10.1109/wcnc.2013.6554593","title":"A Novel beacon-based collision-free channel access mechanism over IEEE 802.11 WLANs","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"BC Cancer Agency","keywords":"Computer science; Computer network; Throughput; Distributed coordination function; Jitter; Quality of service; Collision; IEEE 802.11; Network allocation vector; Channel (broadcasting); Multiple Access with Collision Avoidance for Wireless; Access control; Frame (networking); Capture effect; Carrier sense multiple access with collision avoidance; IEEE 802.11e-2005; Wireless Multimedia Extensions; Wireless; Wireless network; Wi-Fi array; Telecommunications; Network packet","score_opus":0.029603264340574587,"score_gpt":0.2720277688416279,"score_spread":0.2424245045010533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001527124","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.044494916,0.0015839557,0.9489019,0.00022174338,0.00033955852,0.0001187858,0.000042409185,0.0020248855,0.002271801],"genre_scores_gemma":[0.8149682,0.0011394577,0.17745315,0.00028600774,0.00031631853,0.00027183694,0.00012614421,0.00006983853,0.00536908],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935085,0.000118565185,0.00005165759,0.00010622683,0.00027795104,0.00009472351],"domain_scores_gemma":[0.9992606,0.0001954931,0.00013954392,0.000099443576,0.00021859474,0.000086389016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010790105,0.00038704602,0.000558428,0.0007020122,0.00056254846,0.0007388523,0.0019112581,0.00064562063,0.00086652325],"category_scores_gemma":[0.0017950108,0.00033312629,0.00033753476,0.0006642476,0.00057588046,0.0011971,0.0007356653,0.00097338983,0.00028685518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010197533,0.00054252386,0.0036444003,0.00074929214,0.00018244596,0.0014195038,0.0009830755,0.031209638,0.31213784,0.065729335,0.0078242915,0.57455796],"study_design_scores_gemma":[0.0006445668,0.0027027198,0.0046750098,0.00012050042,0.00051577785,0.0057233414,0.00017384344,0.77840126,0.12082696,0.013291391,0.072532,0.00039257942],"about_ca_topic_score_codex":0.00070703967,"about_ca_topic_score_gemma":0.0006428209,"teacher_disagreement_score":0.0019112581,"about_ca_system_score_codex":0.00037828268,"about_ca_system_score_gemma":0.0006979896,"threshold_uncertainty_score":0.0057064295},"labels":[],"label_agreement":null},{"id":"W2001557941","doi":"10.1109/icc.2010.5502424","title":"Throughput and Stability Improvements of Slotted ALOHA Based Wireless Networks under the Random Packet Destruction Dos Attack","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Aloha; Computer network; Computer science; Denial-of-service attack; Encryption; Network packet; Throughput; Authentication (law); Transmission (telecommunications); Random access; Computer security; Wireless; The Internet; Telecommunications","score_opus":0.0201435388936104,"score_gpt":0.26440165808319593,"score_spread":0.24425811918958554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001557941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8173333,0.0009397798,0.1731515,0.00031785155,0.00011311512,0.000035078912,0.00008525856,0.00065520825,0.0073688934],"genre_scores_gemma":[0.997526,0.00007387843,0.0020512042,0.000008378691,0.000008001739,0.0000053367007,0.000008487634,0.000005023335,0.000313709],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993899,0.00023908995,0.000018062547,0.00006718446,0.00018258695,0.00010306202],"domain_scores_gemma":[0.9982851,0.0010699499,0.00020006306,0.00015972793,0.00024681978,0.00003831208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070695375,0.00035212058,0.000374574,0.00045566348,0.0004896872,0.0005192994,0.00044906986,0.00037017392,0.0010243879],"category_scores_gemma":[0.0025216257,0.00011771698,0.00022123978,0.0005247702,0.0007012696,0.0007500502,0.00037989905,0.00028323103,0.00017192216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010623521,0.00010434943,0.0022298978,0.00013016675,0.000070800816,0.00046529341,0.00032166645,0.83483773,0.10647752,0.014217374,0.00090238417,0.039180513],"study_design_scores_gemma":[0.000025670568,0.00041069443,0.0012571799,0.000011117672,0.000043992135,0.00017673275,0.00009038091,0.9757962,0.018150229,0.0035087594,0.0005059441,0.000022982524],"about_ca_topic_score_codex":0.0010321125,"about_ca_topic_score_gemma":0.00077098527,"teacher_disagreement_score":0.0010321125,"about_ca_system_score_codex":0.00065646385,"about_ca_system_score_gemma":0.00026018568,"threshold_uncertainty_score":0.004763067},"labels":[],"label_agreement":null},{"id":"W2002449291","doi":"10.1109/broadnets.2007.4550424","title":"Adaptive contention access suspension in IEEE 802.15.3 MAC","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Superframe; Computer network; DEVS; Frame (networking); Channel (broadcasting); IEEE 802.11; Real-time computing; Time division multiple access; Telecommunications link; Carrier sense multiple access with collision avoidance; Access control; Sleep mode; Random access; Throughput; Wireless; Power (physics); Simulation; Telecommunications; Modeling and simulation","score_opus":0.0576653603973767,"score_gpt":0.3263213974986813,"score_spread":0.2686560371013046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002449291","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042232852,0.0010794665,0.95248395,0.0002873902,0.0002271478,0.000111222056,0.00002919581,0.00071756856,0.0028312735],"genre_scores_gemma":[0.9096891,0.00042975234,0.087847844,0.00021214697,0.00018467508,0.00018352403,0.000049140024,0.000052287884,0.0013515241],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980793,0.0006061446,0.00012682095,0.0003092337,0.00064408727,0.00023440694],"domain_scores_gemma":[0.996815,0.00151542,0.0004684145,0.0005133554,0.00053801236,0.0001496903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002022984,0.0006768413,0.0006063655,0.00067207066,0.000983455,0.0010832662,0.0022140804,0.0008186233,0.00068673474],"category_scores_gemma":[0.005144641,0.0003873696,0.0005052104,0.0008143779,0.0012266156,0.0017702382,0.0010882522,0.0018636183,0.00018378353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008154514,0.00040260487,0.0047803107,0.00030585888,0.00018996336,0.00078432116,0.0008414168,0.5075645,0.056543555,0.18565807,0.006368804,0.23574513],"study_design_scores_gemma":[0.000039769533,0.00018574225,0.0005257196,0.000013010383,0.000043876553,0.00021787095,0.000039564802,0.9757017,0.0072415997,0.011527742,0.004423838,0.000039550694],"about_ca_topic_score_codex":0.0029741586,"about_ca_topic_score_gemma":0.0018416177,"teacher_disagreement_score":0.0029741586,"about_ca_system_score_codex":0.0010971732,"about_ca_system_score_gemma":0.0014095341,"threshold_uncertainty_score":0.010698676},"labels":[],"label_agreement":null},{"id":"W2003962324","doi":"10.1109/icc.2014.6884101","title":"Modeling hidden collision in dynamic spectrum access to CSMA/CA networks","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Moncton","funders":"","keywords":"Computer science; Collision; Cognitive radio; Computer network; Carrier sense multiple access with collision avoidance; Hidden node problem; Distributed coordination function; Primary (astronomy); Channel (broadcasting); Computer security; Throughput; Wireless; Telecommunications; IEEE 802.11; Wireless network","score_opus":0.017044494345270937,"score_gpt":0.2852614222572404,"score_spread":0.26821692791196944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003962324","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07894687,0.0007669171,0.9164536,0.00030760688,0.00013218669,0.00007597275,0.000036461508,0.00017120542,0.0031090742],"genre_scores_gemma":[0.9688205,0.00045168574,0.027382439,0.000070836955,0.00006113969,0.00009540421,0.000022014212,0.00002969682,0.0030663337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873775,0.000364726,0.000049991795,0.00021761906,0.0003865217,0.00024341469],"domain_scores_gemma":[0.996409,0.0024670588,0.00043854865,0.0001827043,0.00037265205,0.0001300534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002280055,0.000948487,0.0010319828,0.0007134261,0.00112303,0.0015150742,0.0022820844,0.0018015049,0.0012534776],"category_scores_gemma":[0.0074806698,0.00071998086,0.0005913867,0.0008967833,0.0021003096,0.0021597843,0.0018146461,0.002037823,0.00014840993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007155182,0.000024585903,0.0005463245,0.000022806651,0.000019343262,0.00010919,0.00010269362,0.9743892,0.00069997454,0.020285092,0.00016455546,0.0035646495],"study_design_scores_gemma":[0.000006468479,0.000010543758,0.000043179552,0.0000014753729,0.0000045529537,0.000010779107,0.000008356222,0.9968244,0.00008613124,0.0029017595,0.00009823399,0.000004158939],"about_ca_topic_score_codex":0.017295849,"about_ca_topic_score_gemma":0.008807283,"teacher_disagreement_score":0.017295849,"about_ca_system_score_codex":0.0017318404,"about_ca_system_score_gemma":0.0020204363,"threshold_uncertainty_score":0.03439033},"labels":[],"label_agreement":null},{"id":"W2004340808","doi":"10.1109/glocom.2006.703","title":"WLC15-6: A QoS-Based MAC Protocol for Ad Hoc WLANs","year":2006,"lang":"en","type":"article","venue":"Globecom","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Distributed coordination function; Computer network; Computer science; Wireless ad hoc network; Inter-Access Point Protocol; Quality of service; IEEE 802.11; Service set; IEEE 802.11s; Ad hoc wireless distribution service; Vehicular ad hoc network; IEEE 802.11e-2005; Protocol (science); IEEE 802.1X; Optimized Link State Routing Protocol; Throughput; Wi-Fi; Wireless; Wireless network; Telecommunications; Wi-Fi array; Wireless mesh network","score_opus":0.021446948319641022,"score_gpt":0.3059649959355978,"score_spread":0.2845180476159568,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004340808","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011439734,0.004557939,0.9623688,0.0009609086,0.0019768295,0.0011954813,0.0005219835,0.0073813014,0.009597052],"genre_scores_gemma":[0.17808127,0.0054355776,0.76494163,0.00226451,0.0017485932,0.0038381303,0.004015234,0.0011669706,0.038508076],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99809533,0.0003500656,0.0002795847,0.00012568802,0.000936909,0.0002124347],"domain_scores_gemma":[0.99867827,0.0001552896,0.00022196338,0.00020031199,0.00057739473,0.00016684835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002532095,0.0011919128,0.0010797638,0.0019813096,0.0011322232,0.0024219744,0.003409986,0.0016082344,0.0036683239],"category_scores_gemma":[0.0028167218,0.00040346343,0.0005401094,0.0010745294,0.0011295183,0.0018734738,0.0020305242,0.0026039283,0.0032332863],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008962298,0.0004954514,0.001407964,0.00211808,0.00017044206,0.0008863758,0.0007421692,0.016221842,0.12797476,0.14279193,0.0888207,0.6174741],"study_design_scores_gemma":[0.0003006156,0.0012970818,0.0012868062,0.00041022463,0.00017156957,0.0016910136,0.00013201422,0.16815533,0.07016739,0.020738462,0.7353616,0.00028791607],"about_ca_topic_score_codex":0.0009314651,"about_ca_topic_score_gemma":0.0012860077,"teacher_disagreement_score":0.0036683239,"about_ca_system_score_codex":0.00094196195,"about_ca_system_score_gemma":0.0012001792,"threshold_uncertainty_score":0.013391137},"labels":[],"label_agreement":null},{"id":"W2004362213","doi":"10.1109/icc.2010.5502212","title":"Analysis of an Exponential Backoff Algorithm for Multipacket Reception Slotted ALOHA Systems","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aloha; Exponential backoff; Network packet; Computer science; Channel (broadcasting); Throughput; Algorithm; Transmission (telecommunications); Exponential function; Computer network; Real-time computing; Wireless; Mathematics; Telecommunications","score_opus":0.01664342445539723,"score_gpt":0.28516695305584516,"score_spread":0.2685235286004479,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004362213","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09928331,0.0008045433,0.893419,0.00019753787,0.000051696465,0.00008746325,0.000034080724,0.00017174848,0.0059505394],"genre_scores_gemma":[0.96369374,0.00048537174,0.033134565,0.000052173968,0.00003746592,0.000068874564,0.000024983094,0.000050653358,0.0024521477],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988105,0.00036027486,0.000036020803,0.00010275934,0.00047162623,0.00021878464],"domain_scores_gemma":[0.9951637,0.0035311654,0.00039148642,0.00017227545,0.00065662444,0.000084706066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002554341,0.00064034475,0.00074066763,0.0006897023,0.0007023501,0.001384707,0.0010106898,0.0006877413,0.0024778931],"category_scores_gemma":[0.008647055,0.00036918782,0.00044647197,0.0006819236,0.0010942979,0.0015402327,0.0007737269,0.0007561741,0.0002902657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013940685,0.000037666978,0.0006528272,0.0000805564,0.00003480027,0.00011780325,0.00017281165,0.94419575,0.004596153,0.037020627,0.00032735395,0.012624338],"study_design_scores_gemma":[0.000004997729,0.000025198953,0.000076332064,0.0000047609865,0.000005732521,0.000027932787,0.000013750187,0.9972875,0.00036632246,0.002055261,0.00012807988,0.0000040501063],"about_ca_topic_score_codex":0.0024377806,"about_ca_topic_score_gemma":0.0013310608,"teacher_disagreement_score":0.002554341,"about_ca_system_score_codex":0.0016342945,"about_ca_system_score_gemma":0.001120626,"threshold_uncertainty_score":0.013508797},"labels":[],"label_agreement":null},{"id":"W2004464949","doi":"10.1145/1143549.1143723","title":"Modeling and performance evaluation of frame bursting in wireless LANs","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bursting; Computer science; Frame (networking); Computer network; Feature (linguistics); Real-time computing; Transmission (telecommunications); IEEE 802.11e-2005; Layer (electronics); Wireless; Wireless network; Telecommunications","score_opus":0.03211113819885373,"score_gpt":0.2765815519355939,"score_spread":0.2444704137367402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004464949","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3096993,0.0018209437,0.6758283,0.0006633879,0.0001328746,0.0001856647,0.00017251771,0.0006191441,0.010877853],"genre_scores_gemma":[0.975997,0.0008611946,0.021081416,0.000037147467,0.00006487778,0.00009832173,0.00008002799,0.000050172737,0.0017298867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990754,0.00037022712,0.000050393082,0.00008967412,0.00028926737,0.00012494551],"domain_scores_gemma":[0.99634176,0.0023801692,0.00039044078,0.00023103441,0.00058014033,0.00007650268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020595922,0.0009811649,0.00056192366,0.0007794248,0.00052595866,0.0011495644,0.0013907492,0.0010016799,0.00069480157],"category_scores_gemma":[0.00809507,0.000418738,0.00044243858,0.00077286555,0.00071443775,0.0014208611,0.0006524461,0.00085572654,0.00019812449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042649863,0.000037742073,0.0010041333,0.000023938692,0.000010907566,0.000056439207,0.00006268395,0.9865588,0.0014389472,0.0066370964,0.00014408352,0.0039825332],"study_design_scores_gemma":[0.0000019782326,0.000013854424,0.00007708629,0.0000026150503,0.0000032721189,0.000008102481,0.0000050154335,0.9988943,0.00021146667,0.0006942092,0.00008581754,0.0000024310875],"about_ca_topic_score_codex":0.009164663,"about_ca_topic_score_gemma":0.0035614918,"teacher_disagreement_score":0.009164663,"about_ca_system_score_codex":0.001731622,"about_ca_system_score_gemma":0.0008361955,"threshold_uncertainty_score":0.01822263},"labels":[],"label_agreement":null},{"id":"W2004905193","doi":"10.1109/ccnc.2014.6940508","title":"Performance evaluation of next generation Wi-Fi (802.11ac) for mobile offloading","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; USB; Throughput; Embedded system; Mobile device; Backward compatibility; Latency (audio); MIMO; Computer hardware; Computer network; Real-time computing; Wireless; Operating system; Telecommunications; Channel (broadcasting)","score_opus":0.10394702003982956,"score_gpt":0.31863621887316873,"score_spread":0.21468919883333917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004905193","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9786587,0.0005841878,0.016669005,0.00010982616,0.0000705559,0.00009149422,0.00013411355,0.00050564134,0.0031764393],"genre_scores_gemma":[0.99562246,0.00013459186,0.003293326,0.000024594216,0.000015080697,0.000033847922,0.00013104119,0.000013686614,0.0007313952],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914074,0.00023980803,0.000054134547,0.000094228104,0.0003081167,0.00016287647],"domain_scores_gemma":[0.9984541,0.0005242127,0.000098586584,0.00017469848,0.00066251657,0.000085884996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009980877,0.00056011224,0.00039837084,0.0006786767,0.00040999035,0.0005649703,0.0005200409,0.00049456174,0.0014654882],"category_scores_gemma":[0.0018872162,0.000101806465,0.00014007697,0.0004492705,0.0002827567,0.00067993684,0.0003221357,0.00026285285,0.00035580187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0066940105,0.0017739085,0.028932283,0.00061014615,0.00019378711,0.0007990544,0.00058994035,0.07284026,0.63269013,0.001966917,0.003502016,0.24940765],"study_design_scores_gemma":[0.00030313604,0.021692906,0.063344926,0.00007006416,0.0002575896,0.0012517895,0.00069779926,0.3289119,0.5757307,0.00079099083,0.0068198657,0.00012836861],"about_ca_topic_score_codex":0.0011580068,"about_ca_topic_score_gemma":0.0007651741,"teacher_disagreement_score":0.0014654882,"about_ca_system_score_codex":0.00035298758,"about_ca_system_score_gemma":0.00020053325,"threshold_uncertainty_score":0.005278468},"labels":[],"label_agreement":null},{"id":"W2006787048","doi":"10.1007/s11277-012-0570-1","title":"Resource Allocation for Aggregate Multimedia and Healthcare Services over Heterogeneous Multi-Hop Wireless Networks","year":2012,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer science; Computer network; Wireless network; Heterogeneous network; Network packet; Handover; Backhaul (telecommunications); Wireless; Multi-frequency network; Default gateway; Telecommunications; Base station","score_opus":0.04187353781853353,"score_gpt":0.3117900575532714,"score_spread":0.26991651973473785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006787048","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30424318,0.0014245681,0.68734825,0.0005659747,0.00014348754,0.00011626725,0.00012984165,0.0002716156,0.0057568047],"genre_scores_gemma":[0.9839279,0.00016786488,0.014757298,0.00005100588,0.00005368964,0.00004411414,0.000045875473,0.000014964145,0.0009373414],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995783,0.000111489935,0.000029550909,0.00006300365,0.00008308119,0.00013463461],"domain_scores_gemma":[0.99920195,0.00048596,0.00006974481,0.00005218243,0.00011908803,0.000070949216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011987397,0.00049046543,0.0008129951,0.0006524934,0.00072416774,0.0010066221,0.0009114228,0.0004630911,0.0016121739],"category_scores_gemma":[0.0023585565,0.00025975046,0.0002728574,0.0007971943,0.0003513547,0.0011892114,0.0012220208,0.0003464481,0.00016469708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009251733,0.00033248603,0.002689295,0.00014272498,0.00015322439,0.00033496294,0.00017125592,0.7944237,0.027510304,0.018567083,0.0026581297,0.15209171],"study_design_scores_gemma":[0.000011597669,0.000054268214,0.00048342545,0.0000033205258,0.000029729468,0.000041637348,0.00005707609,0.99420196,0.0016221559,0.0031700851,0.0003177116,0.000006951825],"about_ca_topic_score_codex":0.0017303211,"about_ca_topic_score_gemma":0.0028873328,"teacher_disagreement_score":0.0017303211,"about_ca_system_score_codex":0.0008349482,"about_ca_system_score_gemma":0.00045324574,"threshold_uncertainty_score":0.0063396096},"labels":[],"label_agreement":null},{"id":"W2006990595","doi":"10.1002/dac.1183","title":"Analytical modeling of bidirectional multi‐channel IEEE 802.11 MAC protocols","year":2010,"lang":"en","type":"article","venue":"International Journal of Communication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Mount Royal University","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Computer science; Distributed coordination function; Computer network; IEEE 802.11; Network allocation vector; Queue; Channel (broadcasting); Media access control; Scheduling (production processes); Wireless ad hoc network; Inter-Access Point Protocol; Throughput; Wireless network; Distributed computing; Wireless; Wi-Fi; Mathematical optimization; Telecommunications","score_opus":0.07426398559003639,"score_gpt":0.36924076733414735,"score_spread":0.29497678174411096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006990595","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04552817,0.001191176,0.9192332,0.00071044307,0.00014205257,0.0001206469,0.00014272257,0.00035491594,0.032576755],"genre_scores_gemma":[0.89972496,0.001779717,0.08427879,0.00017653579,0.00011790362,0.00035845538,0.0001176113,0.00008817959,0.013357882],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918205,0.0002473588,0.000026474925,0.000060540475,0.00036963014,0.00011395322],"domain_scores_gemma":[0.9988134,0.00053810753,0.00016704814,0.00008524258,0.00035344332,0.000042812168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011504836,0.0005642411,0.0003322157,0.0007279553,0.000540182,0.0010675311,0.0012614843,0.00081176264,0.0019569574],"category_scores_gemma":[0.0029731719,0.000361152,0.0003662743,0.0006412037,0.00065146625,0.0011765531,0.0007538103,0.00070767873,0.00052965566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019235149,0.00004072539,0.00041776602,0.000038350314,0.000010296108,0.00007925572,0.0000777396,0.88676333,0.0015532826,0.103363924,0.0009145937,0.0067214947],"study_design_scores_gemma":[0.000001584248,0.000005013484,0.0000395457,0.0000034554416,0.0000016851225,0.000009022672,0.0000063859197,0.9952519,0.00011461014,0.0039188517,0.00064572407,0.000002196381],"about_ca_topic_score_codex":0.0065966863,"about_ca_topic_score_gemma":0.0035542191,"teacher_disagreement_score":0.0065966863,"about_ca_system_score_codex":0.0015609508,"about_ca_system_score_gemma":0.0016516494,"threshold_uncertainty_score":0.013116598},"labels":[],"label_agreement":null},{"id":"W2007636585","doi":"10.1049/iet-com.2010.0899","title":"Mitigating the effect of jamming signals in wireless <i>ad hoc</i> and sensor networks","year":2012,"lang":"en","type":"article","venue":"IET Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer network; Jamming; Computer science; Throughput; Node (physics); Wireless ad hoc network; Base station; Network packet; Mobile ad hoc network; Transmission (telecommunications); Wireless; Real-time computing; Telecommunications; Engineering","score_opus":0.019256343624334312,"score_gpt":0.2845734219552584,"score_spread":0.2653170783309241,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007636585","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29394913,0.008113177,0.6874732,0.0005966325,0.00017409341,0.00008859698,0.00005294415,0.0006537633,0.008898565],"genre_scores_gemma":[0.93397,0.0066490346,0.056631204,0.00015150967,0.00021746347,0.0000568249,0.00005844689,0.000052795116,0.0022127694],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943966,0.00020103752,0.00002319598,0.000038548176,0.00023604032,0.000061513696],"domain_scores_gemma":[0.99891067,0.00065887964,0.00016248296,0.00006673371,0.00016784821,0.00003341084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000697772,0.0006164508,0.00034405832,0.0006202056,0.0003704394,0.00050817296,0.00037496662,0.0004728278,0.00044138482],"category_scores_gemma":[0.0022223473,0.00022958833,0.00024750244,0.00065678015,0.0005917848,0.0007869603,0.00044193803,0.0004133827,0.00016253807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005444741,0.00026244274,0.0039035096,0.001034476,0.00018953352,0.0005607499,0.00047400102,0.3597291,0.31306306,0.014953824,0.001964585,0.30332026],"study_design_scores_gemma":[0.000047232013,0.0030746975,0.00647124,0.00016936757,0.00041122464,0.0015374874,0.00040850704,0.72041255,0.23350148,0.017444871,0.016424295,0.00009707373],"about_ca_topic_score_codex":0.0004874362,"about_ca_topic_score_gemma":0.00064802973,"teacher_disagreement_score":0.000697772,"about_ca_system_score_codex":0.0002732617,"about_ca_system_score_gemma":0.00037174125,"threshold_uncertainty_score":0.0036902428},"labels":[],"label_agreement":null},{"id":"W2007990153","doi":"10.1016/j.comcom.2007.06.008","title":"WLAN VoIP capacity allocation using an adaptive voice packetization server","year":2007,"lang":"en","type":"article","venue":"Computer Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Voice over IP; Computer network; Header; Network packet; Latency (audio); Session Initiation Protocol; Real-time computing; Server; The Internet; Telecommunications; Operating system","score_opus":0.1321645901741819,"score_gpt":0.3250485799098534,"score_spread":0.19288398973567153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007990153","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24095468,0.00046159112,0.7430688,0.00032338282,0.00027003302,0.00019497506,0.00007758427,0.0063668564,0.008282055],"genre_scores_gemma":[0.9453149,0.00006547997,0.05225845,0.00009315638,0.0001155155,0.00004369413,0.00005401611,0.00007560865,0.0019793059],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960905,0.000088147724,0.000024862733,0.000094460906,0.00009984703,0.00008364846],"domain_scores_gemma":[0.998976,0.00032493402,0.000040214654,0.00014037297,0.00039165994,0.00012680105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009236341,0.0005504702,0.0007721272,0.0008659637,0.0007094868,0.001270208,0.001304508,0.00070644123,0.0017700781],"category_scores_gemma":[0.0018259204,0.00041551952,0.00026191474,0.0005812864,0.00036142033,0.00079177896,0.0006922405,0.0007711473,0.00062731723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023511564,0.001360309,0.0069419146,0.000084626496,0.00020410941,0.00030081603,0.00018720177,0.12635468,0.3216087,0.009003768,0.0050964598,0.52650636],"study_design_scores_gemma":[0.000083590756,0.0001710447,0.0013179404,0.000004325324,0.00007810106,0.00013839078,0.000031886786,0.9559913,0.039759237,0.0009979866,0.0013923744,0.000033859662],"about_ca_topic_score_codex":0.0020209537,"about_ca_topic_score_gemma":0.002710173,"teacher_disagreement_score":0.0020209537,"about_ca_system_score_codex":0.00080761284,"about_ca_system_score_gemma":0.00064811256,"threshold_uncertainty_score":0.005921483},"labels":[],"label_agreement":null},{"id":"W2009080156","doi":"10.1007/s11276-007-0062-5","title":"Supporting voice and video applications over IEEE 802.11n WLANs","year":2007,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":37,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of Waterloo","funders":"","keywords":"Computer science; Computer network; Bottleneck; Network allocation vector; IEEE 802.1X; IEEE 802; Inter-Access Point Protocol; Frame (networking); IEEE 802.11e-2005; IEEE 802.11; Throughput; Protocol (science); IEEE 802.11u; Access control; Wi-Fi; Wireless Multimedia Extensions; Local area network; Transmission (telecommunications); IEEE 802.11s; Wireless; Wireless network; Quality of service; Telecommunications; Embedded system; Wi-Fi array","score_opus":0.0109424668334721,"score_gpt":0.28738950531598184,"score_spread":0.27644703848250973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009080156","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58647346,0.0038966173,0.3473357,0.0017824274,0.000623995,0.00015684501,0.00019145875,0.0061087892,0.053430773],"genre_scores_gemma":[0.97469056,0.0007400737,0.015194742,0.0001819557,0.0002467796,0.000033267843,0.00017962519,0.00005585509,0.008677268],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995478,0.00007235787,0.000038172126,0.000049342463,0.00015938183,0.0001329041],"domain_scores_gemma":[0.9986393,0.0003936765,0.00012527747,0.00016693017,0.0005587212,0.00011614948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013344784,0.00037048882,0.00035973045,0.00048223336,0.0006203549,0.0017229534,0.00082124694,0.000630199,0.0026193473],"category_scores_gemma":[0.0026009083,0.00021123783,0.00012575148,0.00046516006,0.0003953661,0.001720213,0.00096722407,0.00079612806,0.0009704531],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019748048,0.00070317666,0.013274778,0.0005429279,0.00008584224,0.0011587737,0.0012198171,0.024806486,0.21054828,0.029070288,0.017903823,0.6987111],"study_design_scores_gemma":[0.0002758918,0.0009336148,0.0074869287,0.00017510478,0.00028130697,0.0021040698,0.001503285,0.7050337,0.16719998,0.027016837,0.087834425,0.00015482798],"about_ca_topic_score_codex":0.0018439798,"about_ca_topic_score_gemma":0.002970548,"teacher_disagreement_score":0.0026193473,"about_ca_system_score_codex":0.0004470239,"about_ca_system_score_gemma":0.0005235798,"threshold_uncertainty_score":0.008762598},"labels":[],"label_agreement":null},{"id":"W2009115090","doi":"10.1109/bwcca.2012.69","title":"Evaluation of Slotted CSMA/CA of IEEE 802.15.4","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"IEEE 802.15; Computer science; Computer network; Carrier sense multiple access with collision avoidance; Duty cycle; Reliability (semiconductor); Personal area network; Throughput; Wireless; Power consumption; Channel (broadcasting); Wireless sensor network; Wireless lan; IEEE 802.11b-1999; Transmission (telecommunications); Power (physics); IEEE 802.11; Telecommunications; Engineering; Voltage; Electrical engineering","score_opus":0.0715839179794532,"score_gpt":0.33098427323241447,"score_spread":0.2594003552529613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009115090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8481782,0.0073415246,0.12132534,0.000693758,0.00063248404,0.00047391994,0.00037639396,0.002050433,0.018928021],"genre_scores_gemma":[0.98548293,0.000518644,0.012731318,0.00004708356,0.000026502441,0.000045782635,0.00010321272,0.000027609185,0.0010169273],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9955183,0.0011689556,0.0002343265,0.0005469726,0.0020632483,0.0004680087],"domain_scores_gemma":[0.98984176,0.00475813,0.00070417137,0.0007261168,0.0035651906,0.00040457852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003164617,0.00084806466,0.00073702674,0.0009940531,0.0005470565,0.0011138826,0.0016728299,0.0008105507,0.0015802748],"category_scores_gemma":[0.009839379,0.00019914458,0.0003158284,0.00069576834,0.0006220725,0.001307875,0.00046406855,0.00061945774,0.00018988318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009008193,0.001868427,0.018898567,0.001577913,0.00060671964,0.0005683957,0.00039503275,0.61033845,0.06931917,0.007215323,0.0046691373,0.2755347],"study_design_scores_gemma":[0.00018165716,0.004647007,0.005583592,0.00003574194,0.00015784394,0.00023068427,0.00012235681,0.96286315,0.023431396,0.0007446171,0.0019585672,0.00004348759],"about_ca_topic_score_codex":0.0077240136,"about_ca_topic_score_gemma":0.0044720066,"teacher_disagreement_score":0.0077240136,"about_ca_system_score_codex":0.0012838679,"about_ca_system_score_gemma":0.001304608,"threshold_uncertainty_score":0.016736329},"labels":[],"label_agreement":null},{"id":"W2009274515","doi":"10.1145/1454503.1454560","title":"Optimum multichannel random access with retransmission cut-off in OFDMA wireless systems","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Retransmission; Aloha; Computer science; Orthogonal frequency-division multiple access; Random access; Computer network; Throughput; Network packet; Wireless; Frequency-division multiple access; Orthogonal frequency-division multiplexing; Telecommunications; Channel (broadcasting)","score_opus":0.03040777038497195,"score_gpt":0.2671856822369066,"score_spread":0.23677791185193464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009274515","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06553631,0.0020105573,0.9298582,0.00014570243,0.000030366486,0.000033061337,0.00002799667,0.00018372637,0.0021740242],"genre_scores_gemma":[0.9219138,0.0012657765,0.07538814,0.000057207446,0.00006550695,0.000054850836,0.00002881997,0.00003865327,0.0011872392],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99865377,0.0005546724,0.000058072506,0.0002112902,0.0003275627,0.00019458821],"domain_scores_gemma":[0.99727684,0.0019846628,0.00035805826,0.00011264493,0.00022764537,0.00004017551],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001634394,0.0005327739,0.0008495054,0.0006012892,0.00030417595,0.00072690996,0.00064183096,0.0005579123,0.00067514763],"category_scores_gemma":[0.004404826,0.0004201617,0.00035871027,0.00067617756,0.00087103195,0.0011094349,0.00044245293,0.0006415506,0.00017576484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038509336,0.000077745346,0.0010127607,0.0003272577,0.00006897611,0.00038705117,0.00033816544,0.8037085,0.03198734,0.09625863,0.00087665353,0.06457186],"study_design_scores_gemma":[0.000025062705,0.000095376156,0.00039260453,0.000012613346,0.000021587957,0.00015265957,0.000021659724,0.98557395,0.0032418587,0.009956886,0.00048369996,0.000022036973],"about_ca_topic_score_codex":0.00074307097,"about_ca_topic_score_gemma":0.00099246,"teacher_disagreement_score":0.001634394,"about_ca_system_score_codex":0.00066518894,"about_ca_system_score_gemma":0.0005239245,"threshold_uncertainty_score":0.008643568},"labels":[],"label_agreement":null},{"id":"W2009550458","doi":"10.1109/isspit.2007.4458022","title":"Performance Analysis of the IEEE 802.11 DCF","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor; University of Victoria","funders":"","keywords":"Distributed coordination function; Computer science; Markov chain; Throughput; Frame (networking); Markov process; IEEE 802.11; Window (computing); Function (biology); Binary number; Real-time computing; Exponential function; Algorithm; Computer network; Statistics; Mathematics; Telecommunications; Wireless","score_opus":0.015273707216569598,"score_gpt":0.2554087834667519,"score_spread":0.2401350762501823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009550458","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30613372,0.0037063549,0.6504038,0.0010984731,0.00019156282,0.00023769481,0.00047843144,0.0012918974,0.036458082],"genre_scores_gemma":[0.98394877,0.00069500087,0.013078616,0.000077912046,0.0000497628,0.000061648076,0.000118966294,0.000060303675,0.0019091057],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99785835,0.00047829404,0.000055619737,0.00021842646,0.00094607397,0.00044325294],"domain_scores_gemma":[0.9950618,0.0030366976,0.00028971964,0.00033267244,0.0011805368,0.00009864239],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022457852,0.0008079689,0.0006991023,0.0020138563,0.001088905,0.0011605528,0.0007021008,0.0008014643,0.0030824903],"category_scores_gemma":[0.008585944,0.0003509419,0.00042605572,0.0009897094,0.0008755244,0.0010834003,0.0006079415,0.0008876366,0.0005313656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021503227,0.000088416455,0.0028881293,0.00007872311,0.00004460055,0.00012427501,0.00009163142,0.9168432,0.0060881698,0.03401093,0.0014413336,0.03808569],"study_design_scores_gemma":[0.000006169302,0.000044874694,0.0005845746,0.000008226085,0.000009076377,0.000057581736,0.000011710451,0.99566,0.0014147732,0.0016079636,0.00058288587,0.000012095115],"about_ca_topic_score_codex":0.018750004,"about_ca_topic_score_gemma":0.0063574105,"teacher_disagreement_score":0.018750004,"about_ca_system_score_codex":0.0036461877,"about_ca_system_score_gemma":0.0022596924,"threshold_uncertainty_score":0.03728175},"labels":[],"label_agreement":null},{"id":"W2011313512","doi":"10.1007/s11277-010-9987-6","title":"A Price Based Decentralized Rate Selection in IEEE 802.11 Based WLANS","year":2010,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nash equilibrium; Computer science; Mathematical optimization; Throughput; Best response; Price of anarchy; Game theory; IEEE 802.11; Epsilon-equilibrium; Strategy; Channel (broadcasting); Pareto principle; Price of stability; Wireless; Computer network; Mathematical economics; Mathematics; Telecommunications; Economics","score_opus":0.02859114562840808,"score_gpt":0.29461963819427234,"score_spread":0.26602849256586425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011313512","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13023122,0.0012453801,0.8581855,0.00080593646,0.00031253736,0.00015265898,0.000087404136,0.00074993196,0.008229439],"genre_scores_gemma":[0.95641065,0.00018378314,0.040261865,0.0000710445,0.00015351994,0.00005122607,0.000037432146,0.0000469361,0.0027835043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99740726,0.0010267767,0.00011272629,0.0003709404,0.0008100279,0.00027221878],"domain_scores_gemma":[0.99688125,0.0014915665,0.00025607846,0.00049189955,0.000688153,0.00019098441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029849766,0.0003895773,0.0014034456,0.00058055244,0.00078691274,0.0020648215,0.0025855186,0.0008834793,0.0024423827],"category_scores_gemma":[0.008056365,0.00056972,0.00036195578,0.00087085523,0.0009781165,0.0020985743,0.001232918,0.0010594703,0.00058049354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014762575,0.00054784137,0.0029675511,0.00022409117,0.00022610617,0.00041275637,0.00036519082,0.53327364,0.039809205,0.106088564,0.009511145,0.30509764],"study_design_scores_gemma":[0.00008456052,0.0001635359,0.0005394042,0.0000061559135,0.00003449549,0.00018380558,0.000041472274,0.98297864,0.002504214,0.012029149,0.0014014317,0.00003323615],"about_ca_topic_score_codex":0.0012866191,"about_ca_topic_score_gemma":0.0020789327,"teacher_disagreement_score":0.0029849766,"about_ca_system_score_codex":0.0011017506,"about_ca_system_score_gemma":0.0011133781,"threshold_uncertainty_score":0.01578623},"labels":[],"label_agreement":null},{"id":"W2012190122","doi":"10.1016/j.adhoc.2011.08.002","title":"Editorial for the special issue of Ad Hoc Networks journal on Recent advances in analysis and deployment of IEEE 802.11e and IEEE 802.11p protocol families","year":2011,"lang":"en","type":"article","venue":"Ad Hoc Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer network; Computer science; IEEE 802; Wireless ad hoc network; Protocol (science); IEEE 802.11s; Telecommunications; Wireless network; Medicine; Wireless; Quality of service","score_opus":0.017909786444329712,"score_gpt":0.2802684433246042,"score_spread":0.2623586568802745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012190122","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005233763,0.001913209,0.00017964325,0.013554845,0.98362166,0.000015331543,0.000036174646,0.000045603043,0.0005810763],"genre_scores_gemma":[0.00036716193,0.0023102383,0.00012638055,0.00799229,0.98581046,0.000013587617,0.000033959375,0.00003225666,0.0033137042],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99620783,0.0004549643,0.0006176478,0.0006993749,0.0016908321,0.00032924695],"domain_scores_gemma":[0.9673972,0.009263456,0.0021388766,0.0008183875,0.015932996,0.004449044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005002695,0.0042229225,0.0050503667,0.0037124522,0.0024007235,0.007186745,0.0039404985,0.01259209,0.013965282],"category_scores_gemma":[0.016958062,0.001465447,0.003433121,0.0017802337,0.0021306034,0.004530851,0.0010282241,0.019071886,0.011572152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008446391,0.00003488229,0.00007643927,0.00026369546,0.000033699853,0.0001342644,0.000008364311,0.000055135322,0.00017114017,0.00025031512,0.99158365,0.007304],"study_design_scores_gemma":[0.000141804,0.00015370939,0.0010476379,0.00042491412,0.0001389979,0.0006278012,0.000051825864,0.00057851255,0.00045176968,0.0014270196,0.9949092,0.00004676913],"about_ca_topic_score_codex":0.0007856835,"about_ca_topic_score_gemma":0.0020009314,"teacher_disagreement_score":0.013965282,"about_ca_system_score_codex":0.0017757228,"about_ca_system_score_gemma":0.0016698677,"threshold_uncertainty_score":0.046718538},"labels":[],"label_agreement":null},{"id":"W2013001527","doi":"10.1155/2009/512865","title":"OFDMA-Based Medium Access Control for Next-Generation WLANs","year":2009,"lang":"en","type":"article","venue":"EURASIP Journal on Wireless Communications and Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Qatar Foundation","keywords":"Computer science; Computer network; Access control; Media access control; PHY; Random access; Orthogonal frequency-division multiple access; Throughput; Frequency-division multiple access; Orthogonal frequency-division multiplexing; Channel access method; Scalability; Wireless; Time division multiple access; Multiple Access with Collision Avoidance for Wireless; Physical layer; Channel (broadcasting); Wireless network; Wi-Fi array; Telecommunications","score_opus":0.11955714121955714,"score_gpt":0.3415469372014099,"score_spread":0.22198979598185276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013001527","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024354812,0.009515334,0.95042396,0.00094206043,0.00076863763,0.00015774797,0.000072986,0.0010685357,0.012696008],"genre_scores_gemma":[0.7709169,0.004983088,0.21448739,0.0005190009,0.00068895967,0.0003920643,0.0001532597,0.000059026388,0.007800238],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999574,0.00012288579,0.000024960502,0.000053305565,0.00016796609,0.000056920984],"domain_scores_gemma":[0.99929655,0.00024069643,0.00008940855,0.0000879796,0.00023932218,0.00004602077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012925281,0.00033053505,0.0003239043,0.0006341327,0.00087330944,0.00089645357,0.0010397339,0.0006186362,0.0016120332],"category_scores_gemma":[0.0024135492,0.00013468778,0.00027096932,0.0003596557,0.0005588495,0.0009436817,0.00069098646,0.0010036071,0.0004494808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030312006,0.00038048933,0.0027643794,0.0005708557,0.00010503919,0.0009533099,0.00039045222,0.10080104,0.060772955,0.22214389,0.015213281,0.5956012],"study_design_scores_gemma":[0.00009291153,0.0004274623,0.0014234645,0.00012059289,0.00012291242,0.0008487437,0.00008246654,0.873841,0.016781623,0.03552934,0.07065235,0.000077137214],"about_ca_topic_score_codex":0.0018403296,"about_ca_topic_score_gemma":0.0021647555,"teacher_disagreement_score":0.0018403296,"about_ca_system_score_codex":0.000805798,"about_ca_system_score_gemma":0.00078154326,"threshold_uncertainty_score":0.0068356395},"labels":[],"label_agreement":null},{"id":"W2014124590","doi":"10.1109/mcom.2014.6736762","title":"User-in-the-loop: spatial and temporal demand shaping for sustainable wireless networks","year":2014,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Incentive; Provisioning; Network congestion; Computer network; Quality of service; Wireless; Wireless network; Telecommunications; Microeconomics; Economics; Network packet","score_opus":0.03139258424012998,"score_gpt":0.2881445899091803,"score_spread":0.2567520056690503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014124590","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043357093,0.0017118471,0.93191475,0.0016248408,0.000121740384,0.00006671523,0.00006582626,0.00045516642,0.020681966],"genre_scores_gemma":[0.94540393,0.001413327,0.048845496,0.0002553686,0.00008963169,0.00007666503,0.00004556379,0.00006587569,0.003804243],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990551,0.00043870677,0.000028073362,0.00014073931,0.00023895127,0.000098483586],"domain_scores_gemma":[0.9989489,0.00055594405,0.00014324365,0.00013067172,0.00014167787,0.0000796167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012443631,0.0005445124,0.0003786437,0.0002499424,0.0004319993,0.0015239358,0.001115834,0.0009291087,0.002705771],"category_scores_gemma":[0.002476724,0.0002480245,0.00040054996,0.0005314833,0.0012845418,0.0026241192,0.0013881352,0.000965295,0.00039495213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024395919,0.00022714873,0.0025715746,0.00036335184,0.00005110425,0.00026537513,0.0005497757,0.31544745,0.01543735,0.48020235,0.0036129607,0.18102755],"study_design_scores_gemma":[0.000016939859,0.00018728421,0.0006538476,0.000046576504,0.000027857921,0.00015535856,0.00022828761,0.7292143,0.0042324765,0.24606857,0.01912702,0.0000415218],"about_ca_topic_score_codex":0.0014886686,"about_ca_topic_score_gemma":0.0013680154,"teacher_disagreement_score":0.002705771,"about_ca_system_score_codex":0.0010325566,"about_ca_system_score_gemma":0.00086247467,"threshold_uncertainty_score":0.00905174},"labels":[],"label_agreement":null},{"id":"W2014371526","doi":"10.1109/tvt.2008.923669","title":"Enhanced Markov Chain Model and Throughput Analysis of the Slotted CSMA/CA for IEEE 802.15.4 Under Unsaturated Traffic Conditions","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":128,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Carrier sense multiple access with collision avoidance; Markov chain; Superframe; Computer network; IEEE 802.15; Throughput; Computer science; Distributed coordination function; Access control; Markov model; Network allocation vector; Markov process; Limit (mathematics); Multiple Access with Collision Avoidance for Wireless; Protocol (science); IEEE 802.11; Wireless; Wireless sensor network; Mathematics; Routing protocol","score_opus":0.012075996683136104,"score_gpt":0.2587823932782393,"score_spread":0.2467063965951032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014371526","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038317006,0.00058131857,0.9544861,0.00040363765,0.000084782885,0.000079230165,0.00022534613,0.00034035495,0.005482307],"genre_scores_gemma":[0.94236034,0.0012448417,0.050336506,0.0001433264,0.00012088402,0.00027788678,0.00026735634,0.000080680395,0.005168171],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990157,0.00026435943,0.000034513927,0.00015289887,0.00031717413,0.00021531148],"domain_scores_gemma":[0.9969651,0.0019048398,0.00031737884,0.00018442322,0.00055636896,0.00007201498],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015556706,0.0009095208,0.0009737483,0.00093591044,0.0007024277,0.0010462118,0.0013536117,0.0008996959,0.003386264],"category_scores_gemma":[0.0053173676,0.0005163643,0.00083731173,0.0008705897,0.0012052784,0.0021654838,0.0006313517,0.0015436228,0.0005284554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005635643,0.00003402459,0.00052817585,0.000046468682,0.000025743258,0.00014506563,0.00011788039,0.9050281,0.0019075564,0.08732307,0.0006584793,0.0041290373],"study_design_scores_gemma":[0.0000039582346,0.0000075741054,0.00006877894,0.0000034370983,0.000007973777,0.0000146482835,0.0000056091885,0.9932841,0.00022156662,0.006214111,0.00016249908,0.000005648181],"about_ca_topic_score_codex":0.015970906,"about_ca_topic_score_gemma":0.0073615774,"teacher_disagreement_score":0.015970906,"about_ca_system_score_codex":0.0024872702,"about_ca_system_score_gemma":0.0027273952,"threshold_uncertainty_score":0.031755924},"labels":[],"label_agreement":null},{"id":"W2014668216","doi":"10.1145/1558590.1558606","title":"Trace-based analysis of Wi-Fi scanning strategies","year":2009,"lang":"en","type":"article","venue":"ACM SIGMOBILE Mobile Computing and Communications Review","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; TRACE (psycholinguistics); Interface (matter); Mobile device; Wireless; Computer network; The Internet; Simple (philosophy); Real-time computing; Telecommunications; Operating system","score_opus":0.03511516875175323,"score_gpt":0.35373635853404667,"score_spread":0.3186211897822934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014668216","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8872724,0.00027331995,0.108037196,0.00016849466,0.000012899907,0.00011008739,0.00039613154,0.00050986855,0.0032195854],"genre_scores_gemma":[0.9920447,0.00005440763,0.00734259,0.000005336514,0.0000023297434,0.000030183137,0.00017717686,0.000011897786,0.00033136495],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994337,0.0001625513,0.000028821203,0.00007621337,0.00019582294,0.000102847094],"domain_scores_gemma":[0.9915872,0.005887789,0.00045866548,0.0006106046,0.0012442669,0.0002114226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013870832,0.0004415378,0.00044951806,0.0015224832,0.00037287828,0.00054045185,0.0011625421,0.0004731491,0.0012613246],"category_scores_gemma":[0.011266657,0.00022688192,0.00027804845,0.0011045656,0.00046047903,0.0006671075,0.00029741184,0.00042404883,0.00012938064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002919625,0.00022551087,0.011913341,0.00009847144,0.000060385846,0.00011313669,0.00013755511,0.9372335,0.0065607694,0.009131383,0.0005502782,0.03368368],"study_design_scores_gemma":[0.00000544267,0.00005969728,0.0015112879,0.000002996969,0.000008780083,0.0000365317,0.000036941,0.995784,0.0012603244,0.0011449254,0.0001430866,0.0000058676183],"about_ca_topic_score_codex":0.00774107,"about_ca_topic_score_gemma":0.0055267666,"teacher_disagreement_score":0.00774107,"about_ca_system_score_codex":0.0013309828,"about_ca_system_score_gemma":0.0009861173,"threshold_uncertainty_score":0.015392005},"labels":[],"label_agreement":null},{"id":"W2014977431","doi":"10.1109/ccece.2008.4564883","title":"Detection and prevention of selfish and misbehaving nodes at MAC layer in mobile ad hoc networks","year":2008,"lang":"en","type":"article","venue":"Conference proceedings - Canadian Conference on Electrical and Computer Engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer network; Computer science; Multiple Access with Collision Avoidance for Wireless; Wireless ad hoc network; Media access control; Access control; Channel (broadcasting); Node (physics); Hidden node problem; Wireless; Wireless network; Vehicular ad hoc network; Wireless distribution system; Network allocation vector; Mobile ad hoc network; Network packet; IEEE 802.11; Telecommunications; Wi-Fi array; Engineering","score_opus":0.016504011012039556,"score_gpt":0.20792533053035173,"score_spread":0.19142131951831218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014977431","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38749376,0.007067384,0.5965308,0.0015886009,0.0001970113,0.00030551443,0.00006852419,0.000973247,0.005775056],"genre_scores_gemma":[0.97338754,0.0005718373,0.02527684,0.00010378714,0.00004842609,0.000025372718,0.000020452691,0.000013664287,0.00055209687],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969512,0.0011110974,0.00023181396,0.00037260287,0.0011389877,0.00019420627],"domain_scores_gemma":[0.9839617,0.008083059,0.0036565873,0.0015316133,0.0023821057,0.0003849526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033633215,0.0005907794,0.0006560911,0.0010512673,0.0006883794,0.0011819617,0.0013559924,0.0013385518,0.000152736],"category_scores_gemma":[0.015904242,0.00041013595,0.00030213373,0.00047454773,0.001102889,0.0019261304,0.0011049571,0.00075139944,0.00012940976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007718534,0.00074473687,0.09752778,0.00070917007,0.00038567025,0.0018014812,0.0022362825,0.29014668,0.0403884,0.027013607,0.003655144,0.5346193],"study_design_scores_gemma":[0.000037477133,0.00087469193,0.012819228,0.00011953347,0.00023185939,0.0023719904,0.0005970148,0.9281832,0.026412051,0.024820417,0.0034538333,0.00007878168],"about_ca_topic_score_codex":0.00081823993,"about_ca_topic_score_gemma":0.00082810636,"teacher_disagreement_score":0.0033633215,"about_ca_system_score_codex":0.00041336715,"about_ca_system_score_gemma":0.0007347602,"threshold_uncertainty_score":0.017787158},"labels":[],"label_agreement":null},{"id":"W2017246830","doi":"10.1016/j.sysarc.2013.10.007","title":"Adaptive GTS allocation in IEEE 802.15.4 for real-time wireless sensor networks","year":2013,"lang":"en","type":"article","venue":"Journal of Systems Architecture","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":99,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Computer science; IEEE 802.15; Computer network; IEEE 802.11; Network allocation vector; Wireless sensor network; IEEE 802; Bandwidth (computing); Scheme (mathematics); Bandwidth allocation; Wireless; Inter-Access Point Protocol; Real-time computing; Wireless network; Quality of service; Wi-Fi; Telecommunications","score_opus":0.012894835689795362,"score_gpt":0.237554099500735,"score_spread":0.22465926381093965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017246830","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20765376,0.00307623,0.7788703,0.0010658819,0.00071264565,0.00016627579,0.00016674964,0.002952268,0.0053359554],"genre_scores_gemma":[0.963709,0.00022018109,0.03404617,0.00010438616,0.00008549949,0.000046438472,0.000049673803,0.000049682425,0.0016890445],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907434,0.00030684652,0.000092604976,0.00013432682,0.00022147215,0.00017030192],"domain_scores_gemma":[0.99858284,0.0005063206,0.00011957466,0.00029580086,0.0004334337,0.000062062805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018131825,0.00053793815,0.00059207645,0.0006928331,0.0006908871,0.0009122756,0.001587609,0.00051057903,0.0019637304],"category_scores_gemma":[0.0034611828,0.0002840894,0.0002399338,0.00059581833,0.00073440943,0.001683231,0.00080452237,0.00078378594,0.00031381115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002171279,0.00031286114,0.003888755,0.00019897877,0.00013463115,0.00024564343,0.00055387494,0.569661,0.039627314,0.02675674,0.009333934,0.34711495],"study_design_scores_gemma":[0.000062721425,0.00019966293,0.0008468676,0.000016108499,0.000039852875,0.0001294781,0.000095263975,0.9774948,0.008757401,0.009093279,0.00323029,0.00003421695],"about_ca_topic_score_codex":0.005054128,"about_ca_topic_score_gemma":0.009788131,"teacher_disagreement_score":0.005054128,"about_ca_system_score_codex":0.0011402892,"about_ca_system_score_gemma":0.0012285793,"threshold_uncertainty_score":0.010049403},"labels":[],"label_agreement":null},{"id":"W2017314049","doi":"10.1007/s11276-006-0004-7","title":"Transmission costs, selfish nodes, and protocol design","year":2006,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Aloha; Computer science; Nash equilibrium; Computer network; Network packet; Throughput; Transmission (telecommunications); Intuition; Game theory; Channel (broadcasting); Fairness measure; Wireless; Mathematical optimization; Telecommunications; Mathematical economics","score_opus":0.010050236091073554,"score_gpt":0.23424172144076513,"score_spread":0.22419148534969158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017314049","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21155676,0.0037645595,0.75734127,0.004313871,0.00031112102,0.00023811427,0.00016011503,0.00025347303,0.022060718],"genre_scores_gemma":[0.95493335,0.0015758089,0.03664765,0.0001556511,0.00019931956,0.00026526858,0.0000525672,0.00009466745,0.0060756556],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959771,0.0021221628,0.00018956713,0.00042484255,0.0009264638,0.00035991264],"domain_scores_gemma":[0.95107347,0.040263005,0.0030342026,0.0026935926,0.0021216455,0.0008140878],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007873544,0.00088398746,0.0011496121,0.0015612169,0.0010972855,0.004057075,0.0024551607,0.0020830592,0.003268131],"category_scores_gemma":[0.04419321,0.0010970002,0.0004748914,0.0015291942,0.0027359284,0.0077804807,0.0016901409,0.0021786285,0.0003086004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038480078,0.00022515979,0.0025479347,0.00026753818,0.00010174805,0.00016473608,0.00033038965,0.296538,0.00249412,0.6435017,0.0032023794,0.05024155],"study_design_scores_gemma":[0.00006441187,0.00010793277,0.00065019395,0.000040663672,0.00008255856,0.00020241835,0.00010347889,0.6287192,0.0011247143,0.36721006,0.0016551198,0.000039277355],"about_ca_topic_score_codex":0.0009939322,"about_ca_topic_score_gemma":0.0011606656,"teacher_disagreement_score":0.007873544,"about_ca_system_score_codex":0.0029218337,"about_ca_system_score_gemma":0.0017805233,"threshold_uncertainty_score":0.041639805},"labels":[],"label_agreement":null},{"id":"W2018043799","doi":"10.1007/s11235-011-9454-z","title":"Self-stability of slotted ALOHA by limiting the number of retransmission trials in infrastructure-less wireless networks","year":2011,"lang":"en","type":"article","venue":"Telecommunication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Retransmission; Computer science; Computer network; Aloha; Node (physics); Network packet; Base station; Wireless network; Cellular network; Throughput; Wireless; Real-time computing; Telecommunications; Engineering","score_opus":0.06134997674246556,"score_gpt":0.29417435158494687,"score_spread":0.2328243748424813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018043799","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2081453,0.0011940792,0.78453416,0.00033189714,0.00015345933,0.00006705236,0.000068369955,0.00065827253,0.00484743],"genre_scores_gemma":[0.9832998,0.00016440822,0.015330841,0.00006981475,0.000057998357,0.00003638698,0.000018799112,0.00005310081,0.00096877903],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886465,0.00042850454,0.000056421904,0.00019961147,0.00025444408,0.00019638079],"domain_scores_gemma":[0.9878561,0.008553817,0.00088156527,0.0011191077,0.0013052116,0.0002842081],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002370468,0.0005043044,0.0008680013,0.0007855293,0.0010211014,0.0012297566,0.001418329,0.0006364687,0.0015099469],"category_scores_gemma":[0.012751213,0.00050487515,0.00029218514,0.0006066831,0.0015738178,0.0015954722,0.0012602252,0.00094385707,0.00037499165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017786276,0.00020170015,0.0026615323,0.0002725981,0.00015070787,0.00029421295,0.000898352,0.7869341,0.049151573,0.060106393,0.002194864,0.0953554],"study_design_scores_gemma":[0.000034698085,0.00012653274,0.00027882462,0.000015758753,0.000034192894,0.00009783065,0.00006224713,0.9812144,0.003771285,0.013888569,0.00045605228,0.000019741545],"about_ca_topic_score_codex":0.0009479319,"about_ca_topic_score_gemma":0.0011983766,"teacher_disagreement_score":0.002370468,"about_ca_system_score_codex":0.00077926065,"about_ca_system_score_gemma":0.0009552298,"threshold_uncertainty_score":0.012536347},"labels":[],"label_agreement":null},{"id":"W2018091503","doi":"10.1007/s11277-012-0522-9","title":"A Time-Domain Scheduler for Intercell Interference Management in Autonomous Infrastructure Networks","year":2012,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Macrocell; Computer science; Computer network; Cellular network; Interference (communication); Radio resource management; Software deployment; Distributed computing; Resource allocation; Wireless network; Channel (broadcasting); Wireless; Telecommunications; Base station","score_opus":0.02526982666706641,"score_gpt":0.28631228438950435,"score_spread":0.26104245772243795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018091503","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03223326,0.00049335056,0.9626333,0.000139952,0.00026422786,0.00010321284,0.00007080717,0.0015937564,0.002468125],"genre_scores_gemma":[0.7615818,0.00029451877,0.2345496,0.00017766184,0.0002274207,0.00012491325,0.00017004457,0.00012841099,0.0027456868],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994267,0.00013326213,0.000040966497,0.00008822045,0.00019228822,0.00011849913],"domain_scores_gemma":[0.9986451,0.00042133592,0.000091878304,0.00019456797,0.00043847406,0.00020856486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015032307,0.0004403092,0.00087933266,0.00045353014,0.00093796675,0.0010629264,0.0018400047,0.00040910486,0.0024376102],"category_scores_gemma":[0.0021959979,0.00027109828,0.00029396726,0.0005706792,0.0003708203,0.0007172416,0.00076528755,0.0009356987,0.00063901936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018284702,0.00065396185,0.0021299652,0.00015823553,0.00020044074,0.00030586674,0.00027879004,0.55838877,0.05351466,0.03915375,0.013193998,0.3301931],"study_design_scores_gemma":[0.000054989338,0.00008712147,0.00010882761,0.0000024224814,0.000019630645,0.00003453121,0.000014339861,0.9930211,0.0030200775,0.0020597721,0.0015666612,0.000010431465],"about_ca_topic_score_codex":0.003986776,"about_ca_topic_score_gemma":0.0074833008,"teacher_disagreement_score":0.003986776,"about_ca_system_score_codex":0.00091608847,"about_ca_system_score_gemma":0.0027169734,"threshold_uncertainty_score":0.008154631},"labels":[],"label_agreement":null},{"id":"W2018164143","doi":"10.1145/2723872.2723879","title":"Conducting Repeatable Experiments and Fair Comparisons using 802.11n MIMO Networks","year":2015,"lang":"en","type":"article","venue":"ACM SIGOPS Operating Systems Review","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; MIMO; Wireless network; Computer engineering; Channel (broadcasting); Transmission (telecommunications); Wireless; Computer network; Telecommunications","score_opus":0.26062604280167656,"score_gpt":0.3765192842156548,"score_spread":0.11589324141397822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018164143","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"methods","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":"methods","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.107614785,0.0007465399,0.8694295,0.0006255344,0.00073066534,0.010603258,0.00052945584,0.0009554657,0.0087648155],"genre_scores_gemma":[0.4828404,0.00049408246,0.47951746,0.00056360674,0.00032348285,0.03422597,0.00029008416,0.00024951587,0.0014954536],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.8013093,0.15898691,0.0074017663,0.008744998,0.021626467,0.0019306386],"domain_scores_gemma":[0.4694495,0.40847299,0.040493835,0.059158806,0.021157408,0.0012674615],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1650938,0.0020547495,0.0020897246,0.0021849899,0.0019345897,0.0026708397,0.0041271187,0.0025343602,0.0034612683],"category_scores_gemma":[0.33512047,0.000902064,0.0025353525,0.0024003158,0.004336138,0.0043663457,0.0023716514,0.0027481068,0.0005197991],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01533117,0.010287086,0.028735323,0.006123202,0.006569823,0.001128333,0.0074175764,0.23710503,0.031505845,0.20981991,0.010925884,0.43505085],"study_design_scores_gemma":[0.007770321,0.05487152,0.02546318,0.0016208088,0.0031056395,0.00086041115,0.0035097024,0.4336174,0.08656787,0.33870673,0.04302698,0.0008793779],"about_ca_topic_score_codex":0.0011326402,"about_ca_topic_score_gemma":0.0009893422,"teacher_disagreement_score":0.8349062,"about_ca_system_score_codex":0.0025515142,"about_ca_system_score_gemma":0.0031183418,"threshold_uncertainty_score":0.8731099},"labels":[],"label_agreement":null},{"id":"W2018431642","doi":"10.1145/1815396.1815432","title":"Impacts of node population and TXOP on stable operation of IEEE 802.11e EDCA","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University; University of Manitoba","funders":"","keywords":"Node (physics); Computer science; Frame (networking); Computer network; Wireless lan; Population; Stability (learning theory); Saturation (graph theory); Real-time computing; Wireless; Engineering; Telecommunications; Mathematics","score_opus":0.012450283393120367,"score_gpt":0.26722202099383247,"score_spread":0.2547717376007121,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018431642","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96921456,0.00059731246,0.026763879,0.0001811653,0.000031187854,0.000026518459,0.000057669804,0.00011785437,0.0030099186],"genre_scores_gemma":[0.9992611,0.000090897876,0.0004836333,0.000015052322,0.0000041310477,0.00000928072,0.000012784794,0.0000067732926,0.0001163693],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991755,0.00028043392,0.000036641548,0.00011702862,0.0001768526,0.00021348023],"domain_scores_gemma":[0.98962003,0.008130285,0.00090721255,0.00036222476,0.00077926455,0.00020098513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011320285,0.0004735748,0.00037473327,0.00045440058,0.00053043093,0.0007325355,0.000433417,0.00044149993,0.00095732627],"category_scores_gemma":[0.01042059,0.00019951347,0.000234151,0.00022469342,0.00080974016,0.0013362017,0.00064910535,0.0005564078,0.00013030812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019350308,0.00040609625,0.051667288,0.00038807795,0.00022919891,0.0019896005,0.0012639677,0.692701,0.177709,0.008527683,0.0009899004,0.0621932],"study_design_scores_gemma":[0.00009193392,0.0016048499,0.03361755,0.00008564168,0.00021499353,0.00096662284,0.0014823911,0.8184498,0.13610944,0.005950817,0.0013193132,0.00010668865],"about_ca_topic_score_codex":0.0009137875,"about_ca_topic_score_gemma":0.00058794155,"teacher_disagreement_score":0.0011320285,"about_ca_system_score_codex":0.0005674422,"about_ca_system_score_gemma":0.00031970916,"threshold_uncertainty_score":0.0059868097},"labels":[],"label_agreement":null},{"id":"W2019161295","doi":"10.1109/tridentcom.2009.4976226","title":"Designing a high performance WLAN testbed for centralized control","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Testbed; Jitter; Computer science; Computer network; Key (lock); Controller (irrigation); Wireless; Control (management); Wireless network; Distributed computing; Embedded system; Telecommunications; Computer security","score_opus":0.01468373963130286,"score_gpt":0.2451315517201493,"score_spread":0.23044781208884643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019161295","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16674078,0.00023749819,0.81954396,0.00044280294,0.00027813486,0.0017555504,0.00033029553,0.0050520618,0.005618934],"genre_scores_gemma":[0.5540528,0.0002343554,0.44035968,0.00014153156,0.00007827768,0.0022229305,0.0008255015,0.00020132313,0.0018836374],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983747,0.0005490709,0.00012810608,0.0002207016,0.00045952474,0.00026789584],"domain_scores_gemma":[0.9982339,0.00041260498,0.00021164675,0.00041955686,0.00036451383,0.0003577309],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002849701,0.00055141543,0.00075330975,0.0006701697,0.00085930823,0.0011171934,0.002012354,0.00070142833,0.0018111176],"category_scores_gemma":[0.0028029976,0.00036782268,0.0002656018,0.0005871861,0.0007684174,0.0018810271,0.0013657126,0.0011815936,0.0006414152],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012332555,0.0029650794,0.014373805,0.0009566183,0.00017194013,0.0013931874,0.0006744625,0.31381276,0.45827827,0.054953177,0.010597669,0.14058982],"study_design_scores_gemma":[0.00065026514,0.003322606,0.005080652,0.00008976068,0.000100306264,0.00059805135,0.00036767812,0.699708,0.23798645,0.00863958,0.043317154,0.00013956711],"about_ca_topic_score_codex":0.0009553659,"about_ca_topic_score_gemma":0.0007141703,"teacher_disagreement_score":0.002849701,"about_ca_system_score_codex":0.0010306131,"about_ca_system_score_gemma":0.001005538,"threshold_uncertainty_score":0.015070796},"labels":[],"label_agreement":null},{"id":"W2020823074","doi":"10.1109/lcn.2014.6925810","title":"Characterizing the performance of beamforming WiFi access points","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Beamforming; Omnidirectional antenna; Computer science; Throughput; Upload; Transmission (telecommunications); Computer network; Quality of service; Real-time computing; Telecommunications; Wireless","score_opus":0.02112003435429398,"score_gpt":0.26610542572656826,"score_spread":0.24498539137227426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020823074","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9766967,0.00024726934,0.019375015,0.000105104904,0.000019063202,0.000045767938,0.00029624117,0.00030215285,0.0029125658],"genre_scores_gemma":[0.99809545,0.000059282447,0.0013025384,0.000014924706,0.000007536925,0.000018441437,0.00013468215,0.000010085914,0.00035716605],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983569,0.0002611486,0.00009294213,0.00028592313,0.0004937496,0.00050931267],"domain_scores_gemma":[0.9939767,0.003213512,0.00064676726,0.00049723947,0.0013949152,0.00027092724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010286542,0.00067526894,0.0005174396,0.000871751,0.0006133263,0.00078262057,0.00080187345,0.0011306448,0.0017325924],"category_scores_gemma":[0.008912702,0.00028285052,0.00027156054,0.0010868713,0.0006656208,0.0011878829,0.0006063161,0.0005356524,0.0005523607],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002302354,0.00064987777,0.099121936,0.0002940219,0.00029197126,0.0010045907,0.00054871314,0.67537725,0.12608558,0.0055152574,0.0024198713,0.08638864],"study_design_scores_gemma":[0.00006157866,0.0020957193,0.050560933,0.000028556422,0.00011074313,0.0011630439,0.00044322267,0.88597304,0.056153424,0.0022256328,0.001105641,0.000078416524],"about_ca_topic_score_codex":0.004780714,"about_ca_topic_score_gemma":0.0026978976,"teacher_disagreement_score":0.004780714,"about_ca_system_score_codex":0.0009954348,"about_ca_system_score_gemma":0.00041308036,"threshold_uncertainty_score":0.009505749},"labels":[],"label_agreement":null},{"id":"W2022161759","doi":"10.1109/wimob.2011.6085344","title":"Selfishness detection for backoff algorithms in wireless networks","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Exponential backoff; Computer science; Computer network; Node (physics); Selfishness; Distributed coordination function; Set (abstract data type); Carrier sense multiple access with collision avoidance; Wireless; Algorithm; Wireless network; Throughput; IEEE 802.11; Psychology; Telecommunications; Engineering","score_opus":0.035269389514008494,"score_gpt":0.2457596652214969,"score_spread":0.2104902757074884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022161759","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.074078426,0.0005157212,0.92323464,0.00022186691,0.000055740504,0.00013639472,0.00001644189,0.00056759967,0.0011731756],"genre_scores_gemma":[0.79358494,0.0002614908,0.20503697,0.00012592196,0.00006064049,0.00014304442,0.000042589487,0.000056982764,0.0006873854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9937947,0.002172119,0.00054457085,0.000616663,0.0025177,0.00035427418],"domain_scores_gemma":[0.96346873,0.025098251,0.003934096,0.004233432,0.0027395135,0.00052594574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068506165,0.0006107611,0.0008660293,0.00157751,0.0011008076,0.0019415441,0.0011800117,0.0012434088,0.00046775633],"category_scores_gemma":[0.056224957,0.000572099,0.0004962263,0.0006871484,0.0018279386,0.0033002477,0.0015638742,0.0019628352,0.00019665553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015794829,0.0005031628,0.03133916,0.00037828067,0.00031736004,0.0005742873,0.0013893022,0.43289727,0.047114264,0.12943362,0.0018734548,0.35260043],"study_design_scores_gemma":[0.000025489346,0.00014487267,0.0011264825,0.00003651699,0.00002042139,0.00029088338,0.000051803792,0.9648568,0.008861625,0.02388178,0.00067232864,0.000030956533],"about_ca_topic_score_codex":0.00066563126,"about_ca_topic_score_gemma":0.0005555477,"teacher_disagreement_score":0.0068506165,"about_ca_system_score_codex":0.0010843907,"about_ca_system_score_gemma":0.0011185446,"threshold_uncertainty_score":0.036229968},"labels":[],"label_agreement":null},{"id":"W2022888435","doi":"10.1109/aina.2013.150","title":"Bit-Rate Selection in Multi-vehicular Networks","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Throughput; Computer science; Computer network; Transmission (telecommunications); Packet loss; Selection (genetic algorithm); Network packet; Bit rate; Transmission rate; Real-time computing; Wireless; Telecommunications","score_opus":0.01842430936590532,"score_gpt":0.24843244258252,"score_spread":0.23000813321661467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022888435","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08618059,0.0065513263,0.89958763,0.0003558156,0.00021633867,0.00015718302,0.00011681719,0.00112644,0.005707954],"genre_scores_gemma":[0.9154077,0.0015507016,0.07961277,0.00006932901,0.00005661724,0.00011959039,0.00014421366,0.00006757134,0.0029713265],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977696,0.0010554974,0.00013463176,0.00018010775,0.0006174432,0.00024277344],"domain_scores_gemma":[0.9972566,0.0014481627,0.00021262956,0.00038642224,0.000589071,0.00010709984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002873536,0.0005314856,0.0008415318,0.001071983,0.00071981415,0.0014358043,0.0014212392,0.00066641934,0.00097200525],"category_scores_gemma":[0.0064336294,0.00044351368,0.0002641847,0.0011441164,0.00061123486,0.0017524827,0.0009920015,0.0006868974,0.00054113095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004349949,0.00013999654,0.0040995236,0.00022738488,0.000064829655,0.0003111831,0.00024887704,0.7488583,0.010886697,0.04783505,0.0023155638,0.18457754],"study_design_scores_gemma":[0.000024414421,0.0001049436,0.0006994196,0.000040117447,0.000025201289,0.00020854671,0.00007631468,0.96410024,0.008124818,0.021765621,0.0047816667,0.000048723738],"about_ca_topic_score_codex":0.004386966,"about_ca_topic_score_gemma":0.0038473085,"teacher_disagreement_score":0.004386966,"about_ca_system_score_codex":0.0009723828,"about_ca_system_score_gemma":0.0007483734,"threshold_uncertainty_score":0.015196919},"labels":[],"label_agreement":null},{"id":"W2023536461","doi":"10.1109/icc.2014.6883724","title":"Link availability prediction enhanced IEEE 802.11-based cooperative MAC with mobile relays","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer network; Computer science; Node (physics); Relay; Overhead (engineering); Throughput; Transmission (telecommunications); Wireless; Distributed computing; Telecommunications; Engineering","score_opus":0.009007226606185754,"score_gpt":0.23019767132648855,"score_spread":0.2211904447203028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023536461","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1152072,0.0012162551,0.87976235,0.00021816038,0.00011176087,0.000049999475,0.000033859935,0.0008333223,0.002567068],"genre_scores_gemma":[0.96709555,0.00023870461,0.031634048,0.00004265106,0.00003364379,0.00003702388,0.000025002852,0.0000092596,0.0008841506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993292,0.00018739115,0.000042254655,0.00012891913,0.00022072876,0.00009150214],"domain_scores_gemma":[0.99862874,0.0006311912,0.00015981644,0.00015321879,0.00038023703,0.00004690827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012989381,0.0006974167,0.0006563253,0.00040489604,0.00043106714,0.0004935323,0.0010515742,0.00045523822,0.00045893676],"category_scores_gemma":[0.0025004335,0.00031573838,0.0002452584,0.00039080033,0.00045215013,0.0009491203,0.00093353837,0.00068523857,0.00017292966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051016395,0.00019634089,0.0029064403,0.00013983012,0.00009450558,0.00042382767,0.0005589731,0.7627212,0.036919195,0.0067712944,0.0020061838,0.18675213],"study_design_scores_gemma":[0.000010620373,0.00011720794,0.0002617974,0.000004371272,0.000022046468,0.00007415903,0.000018538447,0.99521315,0.003083195,0.0007482157,0.00043384358,0.000012788448],"about_ca_topic_score_codex":0.003255707,"about_ca_topic_score_gemma":0.0040448084,"teacher_disagreement_score":0.003255707,"about_ca_system_score_codex":0.00045183406,"about_ca_system_score_gemma":0.0007739534,"threshold_uncertainty_score":0.006869495},"labels":[],"label_agreement":null},{"id":"W2023881549","doi":"10.1016/j.adhoc.2004.08.002","title":"The impact of MAC parameters on the performance of 802.15.4 PAN","year":2004,"lang":"en","type":"article","venue":"Ad Hoc Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":101,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Network packet; Beacon; Computer network; Idle; Markov chain; Queue; Real-time computing; Throughput; Wireless; Telecommunications","score_opus":0.015360544056906542,"score_gpt":0.2582830764607099,"score_spread":0.24292253240380338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023881549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97925305,0.0033534423,0.009013204,0.00048586665,0.00024327726,0.000047311056,0.0003098156,0.0006009593,0.0066930447],"genre_scores_gemma":[0.9977204,0.00045487753,0.0009644728,0.000054496795,0.00006562156,0.000009992146,0.0001328019,0.000072758536,0.0005245294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978861,0.00059727614,0.00015698979,0.0002274159,0.0007623921,0.0003697781],"domain_scores_gemma":[0.977458,0.016707277,0.0014424793,0.0012982865,0.0027608366,0.00033315623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026824153,0.0008979218,0.0005685943,0.0008425428,0.0005816047,0.001168349,0.00054470525,0.0008772931,0.0016717233],"category_scores_gemma":[0.023366315,0.00044071107,0.00015820825,0.0008632414,0.00069415226,0.0022089554,0.00050880405,0.0009555789,0.0004913524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.011055403,0.0015235533,0.04724434,0.00093830057,0.0004636173,0.001640696,0.0008092622,0.43581596,0.2649434,0.0047310526,0.0070744148,0.2237601],"study_design_scores_gemma":[0.00031494218,0.0072684293,0.08229026,0.00020049665,0.0009591321,0.0036515906,0.00089124625,0.71280164,0.17929359,0.005575665,0.006466642,0.00028635556],"about_ca_topic_score_codex":0.0016019043,"about_ca_topic_score_gemma":0.0020133732,"teacher_disagreement_score":0.0026824153,"about_ca_system_score_codex":0.00085251953,"about_ca_system_score_gemma":0.00042014944,"threshold_uncertainty_score":0.014186144},"labels":[],"label_agreement":null},{"id":"W2024216782","doi":"10.1109/icc.2012.6364854","title":"Improved channel assignment for WLANs by exploiting partially overlapped channels with novel CIR-based user number estimation","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Channel (broadcasting); Computer network; Channel allocation schemes; Physical layer; Wireless; Wireless lan; Scheme (mathematics); IEEE 802.11; Algorithm; Real-time computing; Telecommunications; Mathematics","score_opus":0.02724353620565446,"score_gpt":0.2698067745333749,"score_spread":0.24256323832772048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024216782","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0127416365,0.00013182839,0.98638177,0.00003547775,0.000022126369,0.000015569569,0.000010856215,0.00023859157,0.00042222196],"genre_scores_gemma":[0.55978733,0.00024047052,0.43890798,0.00007561262,0.000089054534,0.00009360343,0.00008231926,0.000039547078,0.0006839968],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884987,0.00049496494,0.000046064644,0.00016093955,0.00029968904,0.00014846145],"domain_scores_gemma":[0.9980434,0.0009827935,0.00025279104,0.00031345565,0.00032775925,0.000079732206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010614758,0.00081550656,0.0008729213,0.0007899462,0.0005897375,0.0007140451,0.0011316777,0.0005375468,0.0006687262],"category_scores_gemma":[0.004289841,0.00046508823,0.00039807815,0.00095340866,0.00066285883,0.0013539683,0.0012625187,0.00070369884,0.00023875013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027982538,0.00010931002,0.0013828701,0.0000967402,0.00006572899,0.00014297929,0.00019865217,0.77518344,0.022205146,0.011715031,0.0011057444,0.18751456],"study_design_scores_gemma":[0.000010530175,0.00003548035,0.000120981524,0.0000032001976,0.000007988947,0.000040619343,0.0000098354985,0.9962838,0.0019078435,0.0012575286,0.0003102374,0.000012007959],"about_ca_topic_score_codex":0.0020151953,"about_ca_topic_score_gemma":0.0024958493,"teacher_disagreement_score":0.0020151953,"about_ca_system_score_codex":0.0004678152,"about_ca_system_score_gemma":0.00090685516,"threshold_uncertainty_score":0.005613625},"labels":[],"label_agreement":null},{"id":"W2024851746","doi":"10.1109/sahcn.2013.6645003","title":"Interference Aware Adaptive Clear Channel Assessment for improving ZigBee packet transmission under Wi-Fi interference","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Interference (communication); Computer science; Testbed; NeuRFon; Computer network; Wireless; Network packet; Channel (broadcasting); Wireless sensor network; Transmission (telecommunications); Adjacent-channel interference; Wi-Fi; Co-channel interference; Wireless network; Key distribution in wireless sensor networks; Telecommunications","score_opus":0.037352116357074715,"score_gpt":0.2891857734148234,"score_spread":0.2518336570577487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024851746","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21987504,0.0006127327,0.77552414,0.000100448924,0.00008754362,0.00012908086,0.000029139841,0.0013245267,0.002317443],"genre_scores_gemma":[0.91641486,0.00019073402,0.0826465,0.00005159933,0.00002901577,0.00004927053,0.000035619552,0.000027138192,0.000555205],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993718,0.00019390143,0.00003542558,0.00008158391,0.00024374558,0.00007355487],"domain_scores_gemma":[0.99835193,0.00067083974,0.00026780952,0.00014857802,0.00048511705,0.00007579611],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070955243,0.0005713467,0.00035710286,0.0006173477,0.00039689365,0.00050643703,0.00062677125,0.00034125696,0.00047058164],"category_scores_gemma":[0.003289843,0.00019619873,0.00018721868,0.00030711,0.00037650453,0.0008527873,0.0006782396,0.0005864537,0.00016927543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012732331,0.0004885239,0.0087335445,0.00027849883,0.00010937784,0.00039149396,0.0005449904,0.062254343,0.50816846,0.0030729256,0.001205463,0.41347915],"study_design_scores_gemma":[0.00010828253,0.0015669733,0.012923423,0.00004248865,0.00020528062,0.0010065249,0.00023432821,0.6637208,0.3153291,0.0018061278,0.0029478085,0.00010889207],"about_ca_topic_score_codex":0.00048220946,"about_ca_topic_score_gemma":0.00086484797,"teacher_disagreement_score":0.00070955243,"about_ca_system_score_codex":0.000203413,"about_ca_system_score_gemma":0.00048331896,"threshold_uncertainty_score":0.00375247},"labels":[],"label_agreement":null},{"id":"W2024953999","doi":"10.1007/s11276-006-7530-1","title":"Admission control with load balancing in IEEE 802.11-based ESS mesh networks","year":2006,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Blocking (statistics); Computer network; Admission control; Wireless mesh network; IEEE 802.11s; Connection (principal bundle); Mesh networking; Scheme (mathematics); IEEE 802; Load balancing (electrical power); Path (computing); IEEE 802.11; Switched mesh; Distributed computing; Wireless lan; Wireless network; Telecommunications; Wireless; Grid; Quality of service","score_opus":0.0057093400213924835,"score_gpt":0.21396315604382973,"score_spread":0.20825381602243725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024953999","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25016582,0.0013445229,0.7357286,0.0012278594,0.0003750187,0.000110835805,0.00008014272,0.0011220045,0.0098451255],"genre_scores_gemma":[0.98713595,0.00012192058,0.010894176,0.00006716983,0.00010962073,0.000029281817,0.000025050507,0.000020451245,0.0015962224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888283,0.00034134768,0.00008849981,0.00013343246,0.0003647494,0.00018922787],"domain_scores_gemma":[0.997799,0.0011894675,0.00019502519,0.00025718394,0.00044271923,0.000116529074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001979942,0.0003626573,0.0005435308,0.0006653601,0.0007723538,0.0014800774,0.0014568974,0.0006224117,0.0014427946],"category_scores_gemma":[0.005987086,0.0002640953,0.00017891175,0.00057560473,0.00084554387,0.0017463522,0.0014045688,0.00096672616,0.00023648796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014150428,0.00047118124,0.0034284657,0.00012713386,0.000082936596,0.00023656222,0.0007770685,0.5831153,0.029364536,0.06851457,0.004489147,0.307978],"study_design_scores_gemma":[0.000022284825,0.00005592032,0.000335597,0.0000052476626,0.000014189513,0.000034525485,0.000057774494,0.9830671,0.0027803164,0.012679016,0.0009363941,0.000011625406],"about_ca_topic_score_codex":0.0023004233,"about_ca_topic_score_gemma":0.0024190869,"teacher_disagreement_score":0.0023004233,"about_ca_system_score_codex":0.0008980536,"about_ca_system_score_gemma":0.0007174077,"threshold_uncertainty_score":0.010471106},"labels":[],"label_agreement":null},{"id":"W2024968432","doi":"10.1007/s11277-008-9457-6","title":"A Generalized Saturation Throughput Analysis for IEEE 802.11e Contention-Based MAC","year":2008,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer network; IEEE 802; Network allocation vector; Access control; Throughput; Quality of service; Frame (networking); IEEE 802.11; Media access control; Protocol (science); IEEE 802.11e-2005; Service (business); Wireless network; Wireless; Telecommunications","score_opus":0.10175382702439828,"score_gpt":0.3234576662817189,"score_spread":0.22170383925732062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024968432","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025125874,0.0024410768,0.9510317,0.00073631766,0.00016186573,0.00010509906,0.00013642425,0.00048873154,0.019773033],"genre_scores_gemma":[0.9454937,0.0027889283,0.04209559,0.00040695703,0.0004971325,0.00020545085,0.0001523369,0.00025213475,0.008107823],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981659,0.00051707245,0.00006116434,0.00022716293,0.00068768807,0.00034107245],"domain_scores_gemma":[0.9955004,0.0025688605,0.00022079144,0.00046867155,0.0011441861,0.00009699665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003221348,0.0013823938,0.0011678321,0.0018602668,0.0007936788,0.001841721,0.0017516069,0.0008202896,0.004191843],"category_scores_gemma":[0.010254504,0.0005722885,0.0007979673,0.0012333638,0.0021101364,0.0033362191,0.0018660137,0.002064799,0.0009307678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022587152,0.00010896662,0.00091909774,0.0003874145,0.00009582801,0.00033566225,0.0006314671,0.6226794,0.016163511,0.3034788,0.005622711,0.049351323],"study_design_scores_gemma":[0.0000044936482,0.000026133208,0.00024733544,0.000026082114,0.000016412192,0.00006651313,0.000030354655,0.96819544,0.0009904538,0.02922132,0.0011610601,0.00001446735],"about_ca_topic_score_codex":0.004675851,"about_ca_topic_score_gemma":0.0017921841,"teacher_disagreement_score":0.004675851,"about_ca_system_score_codex":0.0031294879,"about_ca_system_score_gemma":0.0016607455,"threshold_uncertainty_score":0.022706091},"labels":[],"label_agreement":null},{"id":"W2025837956","doi":"10.1007/s11276-007-0026-9","title":"Statistical multiplexing, admission region, and contention window optimization in multiclass wireless LANs","year":2007,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of Waterloo","funders":"","keywords":"Computer science; Statistical time division multiplexing; Computer network; Quality of service; Admission control; Window (computing); Multiplexing; Wireless network; Hurst exponent; Throughput; Wireless; Telecommunications","score_opus":0.01720286982917025,"score_gpt":0.2640553686870476,"score_spread":0.24685249885787736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025837956","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18915024,0.00647707,0.79837847,0.0013614264,0.00020544774,0.000051966632,0.00008469856,0.0004676386,0.003823099],"genre_scores_gemma":[0.9708345,0.0010831229,0.025949178,0.00009857513,0.0003162808,0.000043654312,0.000027430739,0.000079864745,0.0015674039],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99734974,0.0012727786,0.00008591092,0.00027494197,0.0005742104,0.0004423022],"domain_scores_gemma":[0.98408073,0.013128371,0.0011450485,0.0004808278,0.00071198103,0.00045306984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0071627917,0.00096877635,0.0024256501,0.001291353,0.0011609138,0.0023490665,0.0022849587,0.0009715414,0.0010552241],"category_scores_gemma":[0.016492506,0.0010468798,0.00044838936,0.002056701,0.0021866404,0.0030206093,0.0017509876,0.0019279234,0.00014650518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046189854,0.00014014149,0.0011860636,0.00006705313,0.000070665956,0.00009110149,0.0001485206,0.89742416,0.0027444903,0.061100677,0.001244599,0.03532055],"study_design_scores_gemma":[0.0000090062185,0.000017022867,0.00010645759,0.0000019662357,0.000012163225,0.00001352486,0.000010430392,0.9883406,0.00023975768,0.011134858,0.0001076178,0.0000065778886],"about_ca_topic_score_codex":0.0061864844,"about_ca_topic_score_gemma":0.004504647,"teacher_disagreement_score":0.0071627917,"about_ca_system_score_codex":0.0031908294,"about_ca_system_score_gemma":0.0022389318,"threshold_uncertainty_score":0.037880957},"labels":[],"label_agreement":null},{"id":"W2028449777","doi":"10.1155/2009/987046","title":"Delay Analysis of GTS Bridging between IEEE 802.15.4 and IEEE 802.11 Networks for Healthcare Applications","year":2008,"lang":"en","type":"article","venue":"International Journal of Telemedicine and Applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Superframe; IEEE 802.15; Computer network; IEEE 802; Computer science; Bridging (networking); Inter-Access Point Protocol; Body area network; Network allocation vector; IEEE 802.11; Wireless; Wireless network; Telecommunications; Wireless sensor network; Wi-Fi; Quality of service","score_opus":0.029944086892080477,"score_gpt":0.3306529178606221,"score_spread":0.3007088309685416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028449777","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5822205,0.0035745392,0.3937311,0.0009075162,0.00026211425,0.00014798951,0.0002909681,0.00038876766,0.01847651],"genre_scores_gemma":[0.9904331,0.0004781026,0.007245848,0.000041777574,0.000029409784,0.000037365484,0.000059406677,0.000028895789,0.0016461719],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936,0.00016922592,0.000019668318,0.00009256072,0.00017143946,0.00018715423],"domain_scores_gemma":[0.99696976,0.0019480552,0.000338482,0.00009879694,0.00054089946,0.00010406098],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012993984,0.0006207198,0.0003721673,0.00058952335,0.00039404936,0.0008533571,0.0007585482,0.0004732641,0.002024024],"category_scores_gemma":[0.005599018,0.00024709266,0.00030227864,0.0005251609,0.0005404647,0.0009231806,0.0004781366,0.0004813638,0.00019926346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003260273,0.000045458648,0.0021319517,0.00010049275,0.000029443523,0.00017825264,0.00014955894,0.94008017,0.009080292,0.033176586,0.0011188982,0.013582749],"study_design_scores_gemma":[0.000005678819,0.00006138649,0.00033827688,0.000007122896,0.000012806536,0.00003238211,0.00003671173,0.9962359,0.0009296274,0.0018763898,0.00045801196,0.0000056887384],"about_ca_topic_score_codex":0.0075280494,"about_ca_topic_score_gemma":0.003957668,"teacher_disagreement_score":0.0075280494,"about_ca_system_score_codex":0.0022529713,"about_ca_system_score_gemma":0.0010720167,"threshold_uncertainty_score":0.016346514},"labels":[],"label_agreement":null},{"id":"W2028729909","doi":"10.1016/j.adhoc.2010.09.006","title":"Wireless personal area networks architecture and protocols for multimedia applications","year":2010,"lang":"en","type":"article","venue":"Ad Hoc Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Personal area network; Computer network; Architecture; Wireless; Protocol (science); Physical layer; Wireless network; Multimedia; Data link layer; Layer (electronics); Media access control; Telecommunications","score_opus":0.01302633603485481,"score_gpt":0.26609429036105897,"score_spread":0.25306795432620416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028729909","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008617386,0.03172219,0.863886,0.004183194,0.004938232,0.0010812408,0.001025766,0.006495728,0.07805022],"genre_scores_gemma":[0.14442363,0.048193652,0.63583744,0.0021950607,0.004000258,0.0023558156,0.0053176126,0.0010743958,0.15660225],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993407,0.00015557202,0.00006608804,0.00007369321,0.00030504144,0.00005876002],"domain_scores_gemma":[0.99906474,0.00013754613,0.00006563345,0.00023797,0.00042835827,0.0000657165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009225831,0.00078845443,0.0007571904,0.001168739,0.00085875945,0.0021344065,0.0017204114,0.0015355984,0.0061955205],"category_scores_gemma":[0.001992086,0.0004901203,0.0002970593,0.0017390868,0.00073226116,0.0023869323,0.0010897461,0.00273102,0.0055911336],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016796075,0.00022291925,0.00057225046,0.0009019787,0.00006771146,0.00030961167,0.00028340204,0.017544307,0.027598139,0.18051256,0.12341421,0.6484049],"study_design_scores_gemma":[0.00004833901,0.00019921,0.00097045815,0.0003295911,0.00010235712,0.0007067715,0.00013156922,0.08581325,0.013912372,0.08694465,0.81076866,0.00007289749],"about_ca_topic_score_codex":0.0016489413,"about_ca_topic_score_gemma":0.0023581076,"teacher_disagreement_score":0.0061955205,"about_ca_system_score_codex":0.000789539,"about_ca_system_score_gemma":0.0012627196,"threshold_uncertainty_score":0.020726085},"labels":[],"label_agreement":null},{"id":"W2028769336","doi":"10.1109/glocom.2013.6831074","title":"Performance analysis of grouping strategy for dense IEEE 802.11 networks","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Computer network; Channel (broadcasting); Limiting; IEEE 802; Wireless network; Wireless; IEEE 802.11; Telecommunications; Quality of service; Engineering","score_opus":0.029998058669871302,"score_gpt":0.2669473606766227,"score_spread":0.23694930200675143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028769336","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45273498,0.0026822314,0.52367115,0.0007340978,0.00012185404,0.00022363912,0.00014555076,0.00077673624,0.018909719],"genre_scores_gemma":[0.988744,0.00036024748,0.009894192,0.00004887528,0.000019715559,0.00003996963,0.00003891545,0.000022057353,0.00083205727],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99847406,0.00046999758,0.00003762511,0.00014783927,0.00049418403,0.0003763209],"domain_scores_gemma":[0.99396753,0.0036605827,0.00074436836,0.00035754748,0.0010868856,0.00018300592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022879078,0.0010566013,0.0008482747,0.0012097498,0.00096333993,0.00085567316,0.0010903188,0.0009057153,0.0012416082],"category_scores_gemma":[0.009785608,0.00031342098,0.0003626884,0.0013164205,0.0011419969,0.0012560167,0.0010442511,0.0005036199,0.0002718766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017027903,0.000080223894,0.001616807,0.00009196619,0.000033411758,0.00011904261,0.00019801184,0.9499681,0.007887236,0.016087068,0.0010839889,0.022663806],"study_design_scores_gemma":[0.0000045240567,0.00011364679,0.0004218693,0.000007491988,0.000012865881,0.00005230328,0.000046560643,0.9956735,0.0011294222,0.0023261728,0.00020235806,0.000009323859],"about_ca_topic_score_codex":0.006143691,"about_ca_topic_score_gemma":0.0037904473,"teacher_disagreement_score":0.006143691,"about_ca_system_score_codex":0.0021044211,"about_ca_system_score_gemma":0.0010847449,"threshold_uncertainty_score":0.015268683},"labels":[],"label_agreement":null},{"id":"W2029434191","doi":"10.1109/glocom.2011.6134158","title":"Constrained Energy-Aware AP Placement with Rate Adaptation in WLAN Mesh Networks","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Quality of service; Energy consumption; Heuristic; Renewable energy; Computer network; Efficient energy use; Wireless mesh network; Distributed computing; Wireless network; Wireless; Engineering; Telecommunications","score_opus":0.02946598179568547,"score_gpt":0.2221346690987005,"score_spread":0.19266868730301503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029434191","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038276494,0.0005208271,0.9591477,0.0001556752,0.000032367727,0.000042617718,0.0000362162,0.00019843431,0.0015895955],"genre_scores_gemma":[0.83251476,0.00060600415,0.16492186,0.000054261072,0.0000534368,0.00010824353,0.000079052304,0.000039336835,0.0016230406],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942136,0.00030535393,0.000026471696,0.00007389439,0.000105158804,0.00006774835],"domain_scores_gemma":[0.999116,0.0005833195,0.00012889593,0.00007556978,0.000064953834,0.000031295585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010029667,0.00058297144,0.0007379502,0.0005930329,0.00034970685,0.0005788791,0.0012207162,0.00073027646,0.0007223168],"category_scores_gemma":[0.0031928304,0.00044854387,0.0003223821,0.001013433,0.00041409186,0.0009665991,0.00080406485,0.0004211393,0.0001808278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071606606,0.000025695099,0.0004332824,0.000034254856,0.000017487544,0.000058615584,0.00003223551,0.96498126,0.0018348116,0.003901835,0.0004339308,0.028174972],"study_design_scores_gemma":[0.0000072219746,0.000017597926,0.00007515559,0.0000027071767,0.0000042710753,0.000019478832,0.000009778388,0.9967501,0.00033819288,0.002557566,0.00021422192,0.000003747719],"about_ca_topic_score_codex":0.0022049693,"about_ca_topic_score_gemma":0.0022939665,"teacher_disagreement_score":0.0022049693,"about_ca_system_score_codex":0.0006164734,"about_ca_system_score_gemma":0.00048736934,"threshold_uncertainty_score":0.005304277},"labels":[],"label_agreement":null},{"id":"W2029721814","doi":"10.1109/ccnc.2010.5421838","title":"Distributed Reservation Algorithms for Video Streaming over UWB-Based Home Networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Reservation; Computer network; Quality of service; Wireless; Wireless network; Transmission (telecommunications); Real-time computing; Telecommunications","score_opus":0.021106983470094688,"score_gpt":0.28169308037847063,"score_spread":0.2605860969083759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029721814","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057731405,0.00039075103,0.9391263,0.00013713303,0.000046920206,0.00007923431,0.000029588902,0.000681935,0.0017767205],"genre_scores_gemma":[0.7453254,0.00025193862,0.25205177,0.00006855841,0.000039973904,0.00011248034,0.000073963645,0.00009262012,0.0019833238],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961495,0.00012689244,0.000030442656,0.00005674088,0.000116965595,0.000053968903],"domain_scores_gemma":[0.9983499,0.0010918188,0.00010290098,0.00011262126,0.000273196,0.00006952172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014978937,0.00041044614,0.00072321534,0.00044998858,0.0007135835,0.0007249135,0.001423919,0.00052828423,0.0017255995],"category_scores_gemma":[0.0034948676,0.00028771246,0.0002783609,0.0005041218,0.0005617884,0.0010458301,0.00058703945,0.00059010944,0.00023766473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004268515,0.00012707661,0.00067429885,0.000060105394,0.00003185176,0.000082808394,0.00022506305,0.8749514,0.008634854,0.022832492,0.0017301656,0.09022306],"study_design_scores_gemma":[0.000020734788,0.000015488728,0.000034169818,0.0000015816427,0.0000031729794,0.000008594089,0.000012618406,0.99730814,0.000551575,0.0018605139,0.0001797772,0.000003593667],"about_ca_topic_score_codex":0.004347964,"about_ca_topic_score_gemma":0.0037619686,"teacher_disagreement_score":0.004347964,"about_ca_system_score_codex":0.0011571347,"about_ca_system_score_gemma":0.0008023431,"threshold_uncertainty_score":0.008645296},"labels":[],"label_agreement":null},{"id":"W2029764407","doi":"10.1109/pimrc.2010.5671756","title":"Integrating wireless actuation capabilities with the 3GPP IP Multimedia Subsystem for enhanced multimedia services","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"IP Multimedia Subsystem; Computer science; Multimedia; Provisioning; Wireless; Architecture; Computer network; Component (thermodynamics); Key (lock); Cornerstone; Function (biology); Telecommunications; Quality of service; Computer security","score_opus":0.008311900454999402,"score_gpt":0.2416419921185722,"score_spread":0.2333300916635728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029764407","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.076070495,0.000818655,0.8709068,0.0010622004,0.00027067063,0.0002170958,0.000077746,0.0026847387,0.04789162],"genre_scores_gemma":[0.8161917,0.00091741985,0.16868359,0.00049097004,0.0002471909,0.000110543864,0.00014434822,0.00009351562,0.013120783],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99965847,0.000054770015,0.000021962176,0.0000321444,0.00017632375,0.0000562869],"domain_scores_gemma":[0.99981564,0.00002835705,0.000021475915,0.000038751252,0.000078918914,0.000016888434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036937493,0.0003817653,0.00015610734,0.0002848442,0.0002560733,0.0005111814,0.00049984484,0.00039960013,0.0013435258],"category_scores_gemma":[0.00040102488,0.00012591119,0.00022825757,0.00016667311,0.00034823257,0.0007677444,0.00051226496,0.0004822823,0.0004969084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014492292,0.00013404699,0.002932689,0.00022323777,0.00005702117,0.00082743174,0.0002795897,0.017021116,0.61382264,0.107777104,0.005990713,0.25078943],"study_design_scores_gemma":[0.000047735688,0.0011274093,0.005786958,0.00007837881,0.00018766595,0.002174551,0.00020068095,0.19277366,0.53175426,0.015116634,0.2506586,0.000093601004],"about_ca_topic_score_codex":0.00097214093,"about_ca_topic_score_gemma":0.0012053387,"teacher_disagreement_score":0.0013435258,"about_ca_system_score_codex":0.00034480306,"about_ca_system_score_gemma":0.00039549847,"threshold_uncertainty_score":0.0044944882},"labels":[],"label_agreement":null},{"id":"W2030139866","doi":"10.1145/2757743.2757747","title":"Pillow Talks","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Computer network; Telecommunications link; Channel (broadcasting); Computer science; Throughput; Cyclic prefix; Transmission (telecommunications); Transmitter; Decoding methods; Orthogonal frequency-division multiplexing; Wireless; Telecommunications","score_opus":0.04992572901697497,"score_gpt":0.26567791445213945,"score_spread":0.21575218543516447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030139866","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00683961,0.0073005436,0.07407514,0.024204845,0.024915166,0.00043208108,0.0016723863,0.010718345,0.84984195],"genre_scores_gemma":[0.051110543,0.0032256627,0.015467413,0.00580557,0.0055225417,0.0003105575,0.0012108678,0.001972808,0.9153741],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979494,0.00037086036,0.0001006709,0.00034540557,0.0008740473,0.00035964718],"domain_scores_gemma":[0.9966935,0.00059456646,0.00023119488,0.00052374194,0.0009114864,0.001045585],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002219587,0.0010307982,0.0006132892,0.0021981532,0.003115309,0.0049202433,0.002007432,0.0026257494,0.30052707],"category_scores_gemma":[0.006092672,0.0007310117,0.00083263865,0.0010694681,0.0012900622,0.005734427,0.006103275,0.0028024884,0.12522507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050269987,0.00007428108,0.00064716215,0.0003328685,0.000030762516,0.0004455964,0.00061916665,0.00041536387,0.003189572,0.10306274,0.6537778,0.23690198],"study_design_scores_gemma":[0.000014188396,0.00004129439,0.0001659245,0.00006185304,0.000008483574,0.00023492253,0.00012930164,0.00055305054,0.0009868783,0.007763083,0.9900193,0.000021680407],"about_ca_topic_score_codex":0.0012798925,"about_ca_topic_score_gemma":0.0016968384,"teacher_disagreement_score":0.30052707,"about_ca_system_score_codex":0.0013187062,"about_ca_system_score_gemma":0.0016932776,"threshold_uncertainty_score":0.99771327},"labels":[],"label_agreement":null},{"id":"W2030512166","doi":"10.1007/s11633-004-0010-0","title":"IP mobility issues for a mobile tele-robotic system—NEPWAK","year":2004,"lang":"en","type":"article","venue":"International Journal of Automation and Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Handover; Computer network; Computer science; Laptop; Mobile IP; Embedded system; Operating system","score_opus":0.013757345311763942,"score_gpt":0.31009348326924585,"score_spread":0.2963361379574819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030512166","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32258913,0.0070972503,0.59161645,0.007851222,0.0010304735,0.00021252809,0.00011640426,0.00056142826,0.06892507],"genre_scores_gemma":[0.96340597,0.0017569637,0.022409866,0.00018780987,0.00015812236,0.00004058982,0.00005019301,0.000053329793,0.011937217],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995715,0.00007178765,0.00003469987,0.000056580742,0.00016270741,0.000102799386],"domain_scores_gemma":[0.99921703,0.0003150931,0.000071986266,0.00014602258,0.00020699712,0.000042877527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008540672,0.0002824832,0.00034692022,0.0004829715,0.0015207046,0.0016070304,0.00065782573,0.0008191477,0.002753606],"category_scores_gemma":[0.0030901001,0.00030669244,0.00023195452,0.00036376482,0.00072035805,0.00416704,0.0013528237,0.0011084862,0.00063531596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014509173,0.00018402988,0.0064167287,0.0006055428,0.000083490384,0.005142448,0.0019606755,0.067335464,0.07213656,0.3571842,0.019372879,0.46812704],"study_design_scores_gemma":[0.00009447953,0.0005947452,0.0061053275,0.00022058323,0.0002742557,0.009799325,0.0021752792,0.6949068,0.04551971,0.15931985,0.08085776,0.00013188017],"about_ca_topic_score_codex":0.0019618808,"about_ca_topic_score_gemma":0.0021676528,"teacher_disagreement_score":0.002753606,"about_ca_system_score_codex":0.000682022,"about_ca_system_score_gemma":0.00040551196,"threshold_uncertainty_score":0.009211779},"labels":[],"label_agreement":null},{"id":"W2031016001","doi":"10.1145/1454659.1454686","title":"Improving multipath routing performance in WSNs by tuning ieee 802.11 parameters","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Multipath routing; Computer science; Computer network; Equal-cost multi-path routing; Dynamic Source Routing; Static routing; Network packet; Link-state routing protocol; Routing (electronic design automation); Routing protocol","score_opus":0.02520792067279536,"score_gpt":0.23212670659026638,"score_spread":0.206918785917471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031016001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9270597,0.0007638292,0.07045382,0.0000843802,0.00004903006,0.00018856201,0.00014451802,0.00044704814,0.0008091276],"genre_scores_gemma":[0.97070616,0.00034689295,0.028457938,0.000017983744,0.000008261156,0.00015829626,0.00006490094,0.000030729978,0.0002088933],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889946,0.0004134471,0.00011243572,0.00019689208,0.0002716427,0.00010612277],"domain_scores_gemma":[0.9954397,0.0025739393,0.0009875906,0.0005801687,0.0003450867,0.000073540774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018230529,0.00096326234,0.0005589656,0.00036812102,0.00022986718,0.000622777,0.00055254187,0.00048307807,0.000596908],"category_scores_gemma":[0.007654609,0.0003346459,0.00025928975,0.00039888406,0.0004292545,0.0011439087,0.00032405654,0.0004570181,0.00021757824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021541596,0.0011977875,0.0067810155,0.00060595246,0.00014791766,0.00012897536,0.00020636046,0.17179781,0.7511762,0.0011228235,0.0002178647,0.06446318],"study_design_scores_gemma":[0.00039116616,0.013013412,0.015771464,0.00006820156,0.00042891866,0.00040826952,0.000159525,0.16075313,0.80233973,0.0035810426,0.00292404,0.000161073],"about_ca_topic_score_codex":0.0002970936,"about_ca_topic_score_gemma":0.00025439012,"teacher_disagreement_score":0.0018230529,"about_ca_system_score_codex":0.00036590485,"about_ca_system_score_gemma":0.00028449597,"threshold_uncertainty_score":0.009641349},"labels":[],"label_agreement":null},{"id":"W2031088461","doi":"10.1109/glocom.2009.5425638","title":"Modeling the Throughput and Delay in Wireless Multihop Ad Hoc Networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wireless ad hoc network; Computer network; Computer science; Ad hoc wireless distribution service; Multiple Access with Collision Avoidance for Wireless; Mobile ad hoc network; Wireless network; Wireless; Throughput; Optimized Link State Routing Protocol; Vehicular ad hoc network; Stochastic geometry models of wireless networks; Distributed computing; Network packet; Telecommunications","score_opus":0.01876675425917666,"score_gpt":0.26101536760874944,"score_spread":0.2422486133495728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031088461","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.037166923,0.0026787734,0.95389867,0.0004961458,0.00014551777,0.00006622482,0.0001309397,0.00031954722,0.0050972393],"genre_scores_gemma":[0.8917351,0.0061452826,0.09493759,0.0001588883,0.0003390784,0.00032504438,0.0001773819,0.00017615633,0.0060054297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896216,0.00036793962,0.0000560909,0.00011115398,0.0003842174,0.000118457945],"domain_scores_gemma":[0.9977355,0.0015785096,0.00023449319,0.00018642584,0.00022457524,0.00004043158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015680842,0.0014331827,0.00054929435,0.000972751,0.0005345033,0.0013988754,0.001427211,0.0011768299,0.0006851974],"category_scores_gemma":[0.007859886,0.00065637566,0.0004540419,0.0011881363,0.0011853081,0.003703785,0.0008364636,0.0010703809,0.0003987483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024018706,0.000021544647,0.0003360294,0.000052782452,0.000012666495,0.00005336589,0.000100901154,0.948037,0.0012516623,0.04230279,0.00029658165,0.007510676],"study_design_scores_gemma":[0.0000031521972,0.000015529173,0.00008841141,0.000009170649,0.000007880023,0.000020906195,0.000016903892,0.97311586,0.00043756893,0.025312403,0.00096408295,0.000008107004],"about_ca_topic_score_codex":0.0042205006,"about_ca_topic_score_gemma":0.0022804032,"teacher_disagreement_score":0.0042205006,"about_ca_system_score_codex":0.0017079179,"about_ca_system_score_gemma":0.0010253745,"threshold_uncertainty_score":0.012391806},"labels":[],"label_agreement":null},{"id":"W2031683287","doi":"10.1109/sarnof.2007.4567363","title":"Cluster interactions in large 802.15.4 networks &amp;#x2014; experiments with non-acknowledged transfer","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer network; Computer science; Network packet; Interconnection; Network topology; Transfer (computing); Topology (electrical circuits); Cluster (spacecraft); Network performance; Distributed computing; Engineering; Electrical engineering; Parallel computing","score_opus":0.02267119953138945,"score_gpt":0.3114966376785144,"score_spread":0.2888254381471249,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031683287","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9904122,0.00008221766,0.007977625,0.000099590536,0.000025495528,0.000050057646,0.00003212926,0.00016360542,0.0011570628],"genre_scores_gemma":[0.9962212,0.00003483683,0.0030746963,0.000023153545,0.000008159531,0.000039001116,0.000051391413,0.000018025567,0.0005295683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9979942,0.0008750057,0.00007133388,0.0002252429,0.0005675961,0.0002665521],"domain_scores_gemma":[0.9917966,0.0061501283,0.00055462256,0.0006150366,0.0005355739,0.00034797785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017227279,0.0004935782,0.000376161,0.00040950676,0.00087151263,0.00044852163,0.0010616528,0.0005875461,0.0013708436],"category_scores_gemma":[0.0060353954,0.00024051555,0.0002139365,0.00036435327,0.0007983574,0.0016455703,0.0011470863,0.00086101674,0.00015555904],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005301423,0.0044688135,0.011351838,0.00042399633,0.00019841384,0.0012902683,0.0018040872,0.7108886,0.20739223,0.007773592,0.003075703,0.04603099],"study_design_scores_gemma":[0.00024415483,0.0056111603,0.0050968337,0.000016800233,0.00006646072,0.0002889663,0.00055205624,0.8747379,0.10970061,0.002366336,0.001268787,0.000049908027],"about_ca_topic_score_codex":0.0018729736,"about_ca_topic_score_gemma":0.0013321806,"teacher_disagreement_score":0.0018729736,"about_ca_system_score_codex":0.00080996857,"about_ca_system_score_gemma":0.0003842699,"threshold_uncertainty_score":0.009110749},"labels":[],"label_agreement":null},{"id":"W2031991886","doi":"10.1145/1164717.1164747","title":"Performance analysis of a distributed comparison-based self-diagnosis protocol for wireless ad-hoc networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Wireless ad hoc network; Mobile ad hoc network; Ad hoc wireless distribution service; Computer network; Optimized Link State Routing Protocol; Vehicular ad hoc network; Wireless network; Wireless; Distributed computing; Protocol (science); Network packet; Telecommunications","score_opus":0.019723736479610943,"score_gpt":0.29313190714568976,"score_spread":0.2734081706660788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031991886","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17955115,0.0013043608,0.8119073,0.0008051114,0.00011108562,0.00029799723,0.00006569772,0.0004473806,0.0055099437],"genre_scores_gemma":[0.9725169,0.00026847873,0.026016902,0.000059792575,0.000047540227,0.00013298534,0.00004166888,0.000029698773,0.0008859963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.995385,0.0018461103,0.00014950207,0.00045569192,0.0018048335,0.00035884517],"domain_scores_gemma":[0.9731862,0.020981628,0.0017727843,0.0011387429,0.0024817605,0.00043888946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007519846,0.0009189808,0.0012473589,0.0012514675,0.00095716625,0.0015603238,0.0018826573,0.0011075458,0.0014969114],"category_scores_gemma":[0.022108573,0.0004035658,0.0004071223,0.00097024353,0.0017303416,0.0029733358,0.0016032691,0.0011588908,0.00018138766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00071423914,0.00016478305,0.001976862,0.00019508936,0.000108414926,0.00017991064,0.00022874196,0.9020073,0.008226505,0.045896623,0.0011206508,0.039180852],"study_design_scores_gemma":[0.00001802446,0.00011851891,0.00014168565,0.0000042677975,0.000013323628,0.00003994537,0.000015106506,0.9946032,0.0008868724,0.0039930786,0.00015965142,0.000006330778],"about_ca_topic_score_codex":0.001402644,"about_ca_topic_score_gemma":0.0006800279,"teacher_disagreement_score":0.007519846,"about_ca_system_score_codex":0.0037284545,"about_ca_system_score_gemma":0.0019168813,"threshold_uncertainty_score":0.039769173},"labels":[],"label_agreement":null},{"id":"W2032068881","doi":"10.1109/glocom.2011.6134430","title":"An Efficient Adaptive Backoff Algorithm for Wireless Sensor Networks","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Exponential backoff; Computer science; Probabilistic logic; Node (physics); Algorithm; Channel (broadcasting); Wireless sensor network; Computer network; Wireless; Reliability (semiconductor); Wireless network; Throughput; Power (physics); Telecommunications","score_opus":0.03560222221027123,"score_gpt":0.25920967827029456,"score_spread":0.22360745606002333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032068881","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007898111,0.00077419996,0.98957026,0.00008005685,0.000109551715,0.00008712943,0.00001844691,0.0005130942,0.0009490903],"genre_scores_gemma":[0.40993404,0.0011483125,0.5851913,0.00018089236,0.00013384497,0.0003483835,0.00015959356,0.00008827187,0.0028153919],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925727,0.00019636993,0.000053860964,0.00008167919,0.00034796997,0.00006290208],"domain_scores_gemma":[0.9992592,0.00035060986,0.00008117219,0.00008563049,0.0001865315,0.000036920115],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00092712295,0.000561827,0.00079204113,0.00069820177,0.00065565633,0.00052110304,0.0012435515,0.00060540397,0.0006811302],"category_scores_gemma":[0.0027226887,0.0002721489,0.00029807666,0.0006221712,0.00037495643,0.0010601978,0.00066911575,0.00090107915,0.0003182082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053867715,0.00023813368,0.0011784089,0.00025329503,0.000098741184,0.00015441557,0.00013765044,0.30862,0.031318456,0.028316777,0.00533323,0.6238122],"study_design_scores_gemma":[0.00004053895,0.000088864035,0.00019699094,0.000009892172,0.000011428267,0.00008927483,0.000010501099,0.987815,0.0028288537,0.0052660173,0.0036279391,0.000014727333],"about_ca_topic_score_codex":0.0012888457,"about_ca_topic_score_gemma":0.0016295089,"teacher_disagreement_score":0.0012888457,"about_ca_system_score_codex":0.00035402284,"about_ca_system_score_gemma":0.0007908337,"threshold_uncertainty_score":0.0049031377},"labels":[],"label_agreement":null},{"id":"W2032206463","doi":"10.4304/jnw.4.2.148-161","title":"Toward Neural Networks Solution for Multimedia Support in Mobile Ad hoc Networks","year":2009,"lang":"en","type":"article","venue":"Journal of Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computer science; Quality of service; Computer network; Adaptive quality of service multi-hop routing; Mobile QoS; Core network; Wireless ad hoc network; Mobile ad hoc network; Distributed computing; Service (business); Multimedia; Optimized Link State Routing Protocol; Routing (electronic design automation); Wireless; Routing protocol; Service delivery framework; Network packet; Telecommunications","score_opus":0.02504710550335765,"score_gpt":0.2852375555671387,"score_spread":0.26019045006378105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032206463","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032454047,0.00096882426,0.9585564,0.001202819,0.00022107924,0.000049670944,0.000058265538,0.00046289823,0.0060259993],"genre_scores_gemma":[0.54608226,0.0016147024,0.4275493,0.00046799396,0.00038679046,0.000098682605,0.0001762215,0.00006682996,0.023557136],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999249,0.000014860995,0.0000043884547,0.000016614582,0.000023821338,0.000015417807],"domain_scores_gemma":[0.9997937,0.00005331479,0.000013217269,0.000011343485,0.000115263225,0.000013171039],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002915076,0.0002667486,0.00026884887,0.00024851022,0.00027737673,0.0005901097,0.0008241707,0.0007671085,0.00259111],"category_scores_gemma":[0.0008016496,0.00013444912,0.00018500934,0.00030825048,0.00018835763,0.00060310896,0.0003753942,0.00068635884,0.00040258715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017725442,0.00023640494,0.0013827982,0.00021746971,0.00009189491,0.00018023269,0.00011375982,0.31974968,0.036283363,0.055724476,0.010332186,0.5755104],"study_design_scores_gemma":[0.000005202472,0.000023005448,0.00010275861,0.0000055167598,0.000010290792,0.00001638734,0.00001843132,0.98795915,0.0031686178,0.006831394,0.0018556659,0.0000035843473],"about_ca_topic_score_codex":0.0026745992,"about_ca_topic_score_gemma":0.0040255417,"teacher_disagreement_score":0.0026745992,"about_ca_system_score_codex":0.00039518205,"about_ca_system_score_gemma":0.0004266896,"threshold_uncertainty_score":0.008668125},"labels":[],"label_agreement":null},{"id":"W2033084785","doi":"10.1109/icoin.2008.4472779","title":"New Multichannel MAC Protocol for Ad Hoc Networks","year":2008,"lang":"en","type":"article","venue":"The International conference on information networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer network; Computer science; Wireless ad hoc network; Ad hoc wireless distribution service; Multiple Access with Collision Avoidance for Wireless; Reverse Address Resolution Protocol; Optimized Link State Routing Protocol; Throughput; Channel access method; Media access control; Code division multiple access; Vehicular ad hoc network; Time division multiple access; Wireless network; Wireless; Telecommunications; Internet protocol suite","score_opus":0.09266772257612739,"score_gpt":0.3231913738894852,"score_spread":0.23052365131335784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033084785","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013357798,0.016446918,0.9637388,0.0009092384,0.0037063458,0.00063214434,0.0002525625,0.0024707012,0.010507603],"genre_scores_gemma":[0.042420916,0.014764616,0.89840126,0.0025156918,0.0027419787,0.0037100848,0.0016271954,0.00042116348,0.03339704],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9964011,0.0009382569,0.00037927614,0.00041954784,0.0016596423,0.00020219776],"domain_scores_gemma":[0.9981845,0.00042602784,0.00019928618,0.00026792064,0.00078952033,0.00013267474],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022667807,0.0012222758,0.0011815649,0.0014288906,0.0012985243,0.0018764373,0.003064091,0.0018378246,0.004743682],"category_scores_gemma":[0.003491936,0.00056273805,0.00078401976,0.0015364337,0.0009914299,0.0036071606,0.0017820818,0.004370836,0.0034238184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004329339,0.00022894221,0.00048164476,0.0021107476,0.00033047132,0.0007726395,0.0005198042,0.010002118,0.03595185,0.1929391,0.11001005,0.6462197],"study_design_scores_gemma":[0.00019732269,0.0003892251,0.00047254068,0.00033216644,0.00019641942,0.001957216,0.000080466816,0.07165153,0.018623916,0.04317578,0.8626889,0.00023460443],"about_ca_topic_score_codex":0.0007317523,"about_ca_topic_score_gemma":0.0010796968,"teacher_disagreement_score":0.004743682,"about_ca_system_score_codex":0.0009109175,"about_ca_system_score_gemma":0.0014270555,"threshold_uncertainty_score":0.01586926},"labels":[],"label_agreement":null},{"id":"W2033551683","doi":"10.1145/1454659.1454689","title":"Retransmission cut-off half-duplex slotted aloha for wireless ad hoc and sensor networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Retransmission; Aloha; Computer network; Computer science; Wireless ad hoc network; Network packet; Node (physics); Base station; Transmission (telecommunications); Wireless; Throughput; Telecommunications; Engineering","score_opus":0.024550349394817372,"score_gpt":0.252956839221836,"score_spread":0.2284064898270186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033551683","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06843324,0.0023092441,0.9238353,0.00019924773,0.00015282507,0.00012225726,0.00006607126,0.0008999357,0.003981904],"genre_scores_gemma":[0.81339127,0.0015580484,0.18213998,0.00019809193,0.00007925872,0.00017767178,0.00013841581,0.00008449706,0.0022329285],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999331,0.00028984348,0.000034962577,0.00007118205,0.00021142964,0.00006168576],"domain_scores_gemma":[0.99602616,0.002430261,0.00035136935,0.0006258169,0.00051932334,0.000047133275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013554159,0.00035283025,0.00036505386,0.0007537252,0.00040409376,0.0007166284,0.0009995888,0.00035243406,0.0013906102],"category_scores_gemma":[0.00402074,0.00017139169,0.0002767087,0.0007003089,0.00076760503,0.0013847926,0.00050245714,0.0005554749,0.00031319098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012604728,0.00014779564,0.0019762574,0.00073443574,0.00014173343,0.00056305155,0.00054089585,0.29285917,0.080348656,0.1813884,0.00480647,0.43523264],"study_design_scores_gemma":[0.000055758806,0.00067578146,0.001448734,0.00005538385,0.00009210202,0.0009888312,0.00014169967,0.8912443,0.02866138,0.06697964,0.009583477,0.00007294449],"about_ca_topic_score_codex":0.00045703593,"about_ca_topic_score_gemma":0.0006808521,"teacher_disagreement_score":0.0013906102,"about_ca_system_score_codex":0.0005559834,"about_ca_system_score_gemma":0.00046934342,"threshold_uncertainty_score":0.007168174},"labels":[],"label_agreement":null},{"id":"W2034974601","doi":"10.1109/iscc.2008.4625659","title":"An efficient rate adaptation scheme for multihop wireless networks using Kalman Filter","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Concordia University","funders":"","keywords":"Computer science; Kalman filter; Transmission (telecommunications); Computer network; Channel (broadcasting); Wireless ad hoc network; Network packet; Throughput; Transmitter; Extended Kalman filter; Real-time computing; Data transmission; Interference (communication); Wireless; Telecommunications; Artificial intelligence","score_opus":0.06258685120567083,"score_gpt":0.2945059056725254,"score_spread":0.23191905446685457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034974601","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00625811,0.00032909715,0.9923834,0.000039551145,0.00005587556,0.000030403044,0.000009766079,0.00043530358,0.00045836336],"genre_scores_gemma":[0.72156435,0.0007084705,0.2748662,0.000087549575,0.00013242669,0.00015766484,0.00008423319,0.000049642636,0.0023494111],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99948823,0.00009855044,0.000048848484,0.00012044589,0.00019870103,0.000045190995],"domain_scores_gemma":[0.9995109,0.0001714871,0.000069037866,0.0000733245,0.00015557879,0.000019711944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011240575,0.0005640924,0.00076296326,0.0004160606,0.00056144234,0.0005323706,0.000986479,0.000663778,0.0006617161],"category_scores_gemma":[0.0019056277,0.00027829615,0.00046322198,0.00030814882,0.0004103608,0.0011507865,0.00060560455,0.0008711436,0.00033813764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029536083,0.0001774024,0.0011757053,0.0002247292,0.00017744294,0.00021347104,0.0004045147,0.4305145,0.055188473,0.019383864,0.002249492,0.4899951],"study_design_scores_gemma":[0.00003780752,0.00011298808,0.00030058634,0.000009928155,0.000039722734,0.00007762581,0.000011993014,0.9893588,0.0065776366,0.0015855966,0.0018512803,0.000036117362],"about_ca_topic_score_codex":0.004412928,"about_ca_topic_score_gemma":0.004202635,"teacher_disagreement_score":0.004412928,"about_ca_system_score_codex":0.00052759633,"about_ca_system_score_gemma":0.0005356705,"threshold_uncertainty_score":0.008774459},"labels":[],"label_agreement":null},{"id":"W2035316808","doi":"10.1109/vetecf.2010.5594498","title":"Enhanced Busy-Tone-Assisted MAC Protocol for Wireless Ad Hoc Networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer network; Computer science; Wireless ad hoc network; Multiple Access with Collision Avoidance for Wireless; Ad hoc wireless distribution service; Optimized Link State Routing Protocol; Network packet; Hidden node problem; Protocol (science); Reverse Address Resolution Protocol; Wireless Routing Protocol; Blocking (statistics); Routing protocol; Wireless network; Wireless; Internet protocol suite; Telecommunications; Wi-Fi array","score_opus":0.023072490047753347,"score_gpt":0.32879753374054455,"score_spread":0.3057250436927912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035316808","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018391158,0.0075075454,0.96696067,0.000398552,0.0005171462,0.00030326107,0.00006168606,0.00096126593,0.0048988317],"genre_scores_gemma":[0.5401198,0.008518095,0.4372847,0.00077592355,0.0007033772,0.0015322822,0.00035803163,0.00018500327,0.010522733],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987847,0.00045001853,0.000073693875,0.000095282325,0.000516048,0.00008020539],"domain_scores_gemma":[0.9981647,0.000770786,0.00021101096,0.00025759885,0.000530061,0.00006588712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001341326,0.0006706396,0.00050828146,0.00071352604,0.0007135403,0.0011104929,0.0016193312,0.00085741444,0.00192369],"category_scores_gemma":[0.0043518203,0.0002636153,0.0003813061,0.00075744954,0.00090056687,0.0016389638,0.0010154702,0.0012651134,0.0006129684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00095568877,0.00021751062,0.0015927637,0.0023178356,0.00033043156,0.0015826598,0.0009399278,0.08291111,0.17472771,0.1929508,0.014050945,0.52742255],"study_design_scores_gemma":[0.00027552064,0.0016648077,0.0015585619,0.00023604318,0.00037344018,0.0028919058,0.00020679832,0.7720823,0.0399868,0.057517834,0.12296864,0.00023727662],"about_ca_topic_score_codex":0.00069415465,"about_ca_topic_score_gemma":0.0006714705,"teacher_disagreement_score":0.00192369,"about_ca_system_score_codex":0.0004901481,"about_ca_system_score_gemma":0.000734033,"threshold_uncertainty_score":0.0070937276},"labels":[],"label_agreement":null},{"id":"W2036174492","doi":"10.1016/j.jnca.2011.11.007","title":"Accumulating error-free frame blocks to improve throughput for IEEE 802.11-based WLAN","year":2011,"lang":"en","type":"article","venue":"Journal of Network and Computer Applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China; Federation for the Humanities and Social Sciences","keywords":"Computer science; Throughput; Frame (networking); Checksum; Computer network; Distributed coordination function; Node (physics); IEEE 802.11; Payload (computing); Channel (broadcasting); Real-time computing; Wireless; Network packet; Telecommunications","score_opus":0.04551831140024587,"score_gpt":0.29670941822195346,"score_spread":0.2511911068217076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036174492","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44214776,0.002447625,0.5471799,0.0005625265,0.00047057675,0.00010328114,0.00021841734,0.0032039587,0.003665941],"genre_scores_gemma":[0.91478103,0.00052073324,0.08212085,0.00009899406,0.00017094366,0.000034386627,0.00015630077,0.00007676284,0.0020400507],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993154,0.00013294736,0.00006411214,0.00008574947,0.0002884137,0.000113420116],"domain_scores_gemma":[0.9968335,0.0014097941,0.00021273343,0.0005351077,0.0009029671,0.00010589076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012465257,0.00069488765,0.0005425323,0.00093534443,0.00062631565,0.00080461864,0.00088510214,0.00044839573,0.0014751008],"category_scores_gemma":[0.006439646,0.00036799873,0.00020163937,0.00076179643,0.00034083737,0.0013972179,0.00079023826,0.00084161764,0.00036503575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032233917,0.00059856643,0.0060163257,0.00019562825,0.000102730024,0.00030430907,0.00040010115,0.20058058,0.19821775,0.0075912573,0.0047595724,0.5780098],"study_design_scores_gemma":[0.00009191371,0.0008582858,0.0046201344,0.00005404792,0.00017599708,0.00026478304,0.000093798975,0.86124885,0.12515399,0.0031712486,0.0042080125,0.00005890055],"about_ca_topic_score_codex":0.0024647966,"about_ca_topic_score_gemma":0.0056404457,"teacher_disagreement_score":0.0024647966,"about_ca_system_score_codex":0.00062046107,"about_ca_system_score_gemma":0.0011199526,"threshold_uncertainty_score":0.0065923333},"labels":[],"label_agreement":null},{"id":"W2036298617","doi":"10.1007/s11276-014-0733-y","title":"Efficient MAC protocol design and performance analysis for dense WLANs","year":2014,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer network; Throughput; Bandwidth (computing); Quality of service; Overhead (engineering); Bandwidth allocation; Wireless network; Network allocation vector; Channel (broadcasting); Wireless; IEEE 802.11; Telecommunications","score_opus":0.01748092224161262,"score_gpt":0.25553524195110683,"score_spread":0.2380543197094942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036298617","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029291468,0.0007365827,0.9667486,0.00015206666,0.000036076617,0.00010584352,0.00006170155,0.0003897115,0.0024779944],"genre_scores_gemma":[0.7694242,0.0013753017,0.22484237,0.000111093104,0.0001938607,0.00028606935,0.00020211513,0.00015144191,0.003413499],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99690104,0.0009658356,0.00014058744,0.00019094923,0.0014514929,0.0003501072],"domain_scores_gemma":[0.9936313,0.0039494457,0.0004790727,0.00079064566,0.0010599581,0.00008951747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045854,0.0013280198,0.0010618338,0.0020662851,0.00082168996,0.001970224,0.0014879708,0.00062599307,0.0020626434],"category_scores_gemma":[0.011550798,0.0011475082,0.00059072423,0.00140933,0.0010131308,0.0025557678,0.0018008933,0.0014133132,0.00045947233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022951383,0.00020060789,0.001763083,0.00024458917,0.00010464327,0.00013173398,0.00019660247,0.816117,0.021673463,0.058578826,0.0017618737,0.09899809],"study_design_scores_gemma":[0.000006633911,0.000064036496,0.00023395961,0.000008161375,0.00002309997,0.000051437153,0.000023524439,0.9904869,0.0022127014,0.0064430693,0.00043810694,0.000008401435],"about_ca_topic_score_codex":0.002267487,"about_ca_topic_score_gemma":0.003381721,"teacher_disagreement_score":0.0045854,"about_ca_system_score_codex":0.0019592629,"about_ca_system_score_gemma":0.0018934375,"threshold_uncertainty_score":0.02425021},"labels":[],"label_agreement":null},{"id":"W2036507613","doi":"10.1002/wcm.393","title":"Wireless network security","year":2006,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of Waterloo","funders":"","keywords":"Library science; Computer science; Citation; Wireless network; Telecommunications; Wireless","score_opus":0.012865843541673487,"score_gpt":0.2631304499926806,"score_spread":0.2502646064510071,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036507613","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0056577036,0.0072775153,0.08901327,0.008513813,0.003559967,0.00037310994,0.00091635523,0.0017962662,0.882892],"genre_scores_gemma":[0.18515682,0.021742092,0.04044284,0.004131525,0.0031347251,0.000593338,0.0026947618,0.00056390493,0.7415401],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989728,0.00018588199,0.000053176504,0.00015799284,0.0005130463,0.00011711194],"domain_scores_gemma":[0.99841857,0.0002494203,0.00012383875,0.00071248045,0.00038025124,0.00011553327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011878528,0.0008418097,0.0004288132,0.0015137813,0.0014301083,0.002745488,0.00082371454,0.0013123383,0.049638778],"category_scores_gemma":[0.0029898721,0.00029098697,0.00031839602,0.0010356397,0.0010096658,0.0036880895,0.002481501,0.0018659685,0.033756178],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010550526,0.00010662581,0.0006111388,0.00031484256,0.000022587963,0.00020736513,0.00024082226,0.0010849645,0.0089653805,0.42876372,0.19969505,0.35988203],"study_design_scores_gemma":[0.000017660688,0.000055180786,0.00044634737,0.00020801967,0.000022692067,0.0006719922,0.0000984374,0.0034146323,0.0064591304,0.06970408,0.9188835,0.000018235676],"about_ca_topic_score_codex":0.00049578917,"about_ca_topic_score_gemma":0.0005194071,"teacher_disagreement_score":0.049638778,"about_ca_system_score_codex":0.00084450195,"about_ca_system_score_gemma":0.001367484,"threshold_uncertainty_score":0.16605824},"labels":[],"label_agreement":null},{"id":"W2037500093","doi":"10.1109/ccnc.2013.6488545","title":"Study of clear channel assessment mechanism for ZigBee packet transmission under Wi-Fi interference","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Testbed; Computer network; Interference (communication); Computer science; NeuRFon; Network packet; Channel (broadcasting); Transmitter; Transmission (telecommunications); Wireless sensor network; Wireless; Co-channel interference; Wireless network; Key distribution in wireless sensor networks; Telecommunications","score_opus":0.045875758948480796,"score_gpt":0.3135191928160766,"score_spread":0.2676434338675958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037500093","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.921109,0.00045732397,0.07640539,0.00011901336,0.000077443336,0.00013518728,0.00004020206,0.00035193205,0.0013045085],"genre_scores_gemma":[0.9963786,0.000074876225,0.0033366254,0.0000192501,0.000010071254,0.000026346115,0.000012476277,0.000007775762,0.00013402008],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99761355,0.0008534435,0.00013335278,0.00033005915,0.00073913706,0.00033050988],"domain_scores_gemma":[0.99157166,0.004831893,0.0011237883,0.00068985694,0.001550916,0.00023184637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021828369,0.00051127817,0.00047322485,0.00062224176,0.000405754,0.00045174302,0.0013334748,0.0005246981,0.00071398105],"category_scores_gemma":[0.007822267,0.00020089936,0.00024615164,0.0002559332,0.0006251363,0.0010856672,0.00041301738,0.0006103782,0.00010968206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004138149,0.0016492874,0.0391355,0.000981712,0.00045864057,0.0020546713,0.0015290863,0.12657411,0.7101916,0.005699321,0.0010630378,0.10652491],"study_design_scores_gemma":[0.0001870217,0.0058161877,0.02476396,0.00007988897,0.00038748008,0.0016581652,0.0004734418,0.6118522,0.35239223,0.0011288982,0.0011555873,0.000104955994],"about_ca_topic_score_codex":0.0007122393,"about_ca_topic_score_gemma":0.0003835083,"teacher_disagreement_score":0.0021828369,"about_ca_system_score_codex":0.00050365255,"about_ca_system_score_gemma":0.00039997097,"threshold_uncertainty_score":0.011544108},"labels":[],"label_agreement":null},{"id":"W2037549479","doi":"10.1109/aina.2006.243","title":"On bridge residence times in master-slave connected 802.15.4 clusters","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Residence; Computer science; Sink (geography); Cluster (spacecraft); Bridging (networking); Computer network; Bridge (graph theory); Node (physics); Residence time (fluid dynamics); Cluster size; Engineering; Geography; Physics; Structural engineering","score_opus":0.01962203410082319,"score_gpt":0.24719755999524923,"score_spread":0.22757552589442603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037549479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96091,0.0016180165,0.033415653,0.00036726592,0.00009878788,0.000038984177,0.000102214595,0.00032583976,0.0031232524],"genre_scores_gemma":[0.9971697,0.00022267934,0.0020214089,0.00002834646,0.000031459454,0.00001187823,0.000048119266,0.00004986206,0.00041651164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99665594,0.001083974,0.00015153537,0.00042088944,0.0009289114,0.0007587976],"domain_scores_gemma":[0.9366987,0.052184697,0.004106825,0.0019574282,0.0038363035,0.0012159768],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0069968347,0.0005844095,0.00090267364,0.0016256905,0.0011630612,0.0015226962,0.0013324991,0.0011761693,0.0015170715],"category_scores_gemma":[0.035339035,0.00052522327,0.00028660233,0.001504268,0.0012901243,0.0033618466,0.0013044415,0.0009448373,0.00028982188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00644494,0.0006544244,0.020616537,0.00044181917,0.00013620684,0.0006110067,0.0017120073,0.8564872,0.03385255,0.020282814,0.002892926,0.055867568],"study_design_scores_gemma":[0.00012932517,0.0016614347,0.0092247715,0.00005931546,0.00016244993,0.00036120266,0.0007693133,0.9582198,0.023921192,0.0042064297,0.0012114816,0.000073144925],"about_ca_topic_score_codex":0.0031459297,"about_ca_topic_score_gemma":0.002445802,"teacher_disagreement_score":0.0069968347,"about_ca_system_score_codex":0.0022734152,"about_ca_system_score_gemma":0.0010872564,"threshold_uncertainty_score":0.03700328},"labels":[],"label_agreement":null},{"id":"W2038375224","doi":"10.1109/wowmom.2014.6919016","title":"Multihop backpressure scheduling for IEEE 802.11s multiradio cognitive wireless mesh networks","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Wireless mesh network; Computer science; Computer network; Switched mesh; Cognitive radio; IEEE 802.11s; Shared mesh; Service set; Wireless broadband; Quality of service; Scheduling (production processes); Mesh networking; Distributed computing; Order One Network Protocol; Wireless; Wireless network; Telecommunications; Wi-Fi array; Engineering","score_opus":0.02173830383768698,"score_gpt":0.27413861922443444,"score_spread":0.25240031538674745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038375224","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13046443,0.0011385415,0.8627772,0.0003896438,0.00035212297,0.0001372032,0.000051694024,0.00049980776,0.0041893097],"genre_scores_gemma":[0.9391454,0.00027780427,0.05916529,0.00006750167,0.00014252064,0.00005859984,0.00003490271,0.000030476265,0.0010775976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992987,0.00019454886,0.000044494664,0.000070621376,0.00029500143,0.000096632146],"domain_scores_gemma":[0.9987429,0.0006716034,0.00012259839,0.00011846018,0.00022635283,0.0001181213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020334958,0.0003047876,0.0003852096,0.00038915267,0.0010103653,0.0008134398,0.0009082356,0.00034588063,0.00087020535],"category_scores_gemma":[0.0037756877,0.00019398995,0.00017349068,0.00038147334,0.0005189142,0.00062875316,0.0005398387,0.00064978213,0.00012904267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007172714,0.00031005117,0.0020079075,0.00012911741,0.00005386923,0.00032486403,0.00045588196,0.6504939,0.025887322,0.058774985,0.00414515,0.25669974],"study_design_scores_gemma":[0.000021241965,0.00007714905,0.00019934676,0.000004106507,0.000007399831,0.000030216901,0.00002130567,0.9924273,0.0018817061,0.0044708187,0.0008520452,0.000007251676],"about_ca_topic_score_codex":0.004151922,"about_ca_topic_score_gemma":0.005657241,"teacher_disagreement_score":0.004151922,"about_ca_system_score_codex":0.0010422082,"about_ca_system_score_gemma":0.0015550139,"threshold_uncertainty_score":0.010754287},"labels":[],"label_agreement":null},{"id":"W2038609222","doi":"10.1145/1185373.1185403","title":"TCP throughput performance in IEEE 802.11-based multi-hop wireless networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer network; Computer science; TCP Friendly Rate Control; TCP acceleration; TCP global synchronization; TCP tuning; TCP Westwood plus; Zeta-TCP; CUBIC TCP; TCP delayed acknowledgment; H-TCP; Throughput; Transmission Control Protocol; Network packet; Wireless; Telecommunications","score_opus":0.018519460333499705,"score_gpt":0.24873964652169483,"score_spread":0.23022018618819512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038609222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7694621,0.015800113,0.19622765,0.0010635242,0.0005122093,0.00015839127,0.00035128577,0.002157132,0.014267654],"genre_scores_gemma":[0.99263656,0.001706338,0.004810206,0.00005321871,0.00008203449,0.000046977355,0.000110217065,0.00006577967,0.00048857037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9942731,0.0018669333,0.00031703635,0.00040960583,0.0025451651,0.00058815145],"domain_scores_gemma":[0.98824614,0.007499303,0.0011949552,0.00070200977,0.0021636996,0.00019395398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005659935,0.0011870452,0.0010802731,0.0016708862,0.0011642677,0.0019721293,0.0012989535,0.0014269719,0.0005297988],"category_scores_gemma":[0.02118855,0.00042372334,0.00042360905,0.0022623225,0.0013288561,0.0030782805,0.0010365084,0.0011050554,0.00019602483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012168203,0.00036431887,0.0117055345,0.0004627342,0.00023668051,0.00067063124,0.0004815374,0.8831203,0.022913784,0.01373308,0.0027846654,0.06230983],"study_design_scores_gemma":[0.000027585977,0.0004079633,0.0045671095,0.00006598311,0.00011956194,0.00027272172,0.00010582706,0.97327954,0.01577694,0.0041541797,0.0011598425,0.00006278668],"about_ca_topic_score_codex":0.004628923,"about_ca_topic_score_gemma":0.0017691929,"teacher_disagreement_score":0.005659935,"about_ca_system_score_codex":0.0024877493,"about_ca_system_score_gemma":0.0010277099,"threshold_uncertainty_score":0.029932976},"labels":[],"label_agreement":null},{"id":"W2038629064","doi":"10.1109/lcn.2012.6423651","title":"Mobility based dynamic TXOP for vehicular communication","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University; University of Ottawa","funders":"","keywords":"Computer network; Computer science; Quality of service; Vehicular ad hoc network; Reservation; Wireless ad hoc network; Wireless; Telecommunications","score_opus":0.02211536981898968,"score_gpt":0.29536182739621697,"score_spread":0.27324645757722726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038629064","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011380686,0.0040935474,0.962764,0.0004887015,0.00044677962,0.00016796007,0.00015893907,0.0013228861,0.019176532],"genre_scores_gemma":[0.8000576,0.006913435,0.15990895,0.00038004393,0.000303231,0.0006117367,0.00082790625,0.0002256755,0.030771488],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996917,0.00006804307,0.00002015316,0.000054281525,0.00011691256,0.00004891876],"domain_scores_gemma":[0.99976164,0.000052565236,0.000035917827,0.000059167058,0.000073505355,0.000017163657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026369825,0.00051908585,0.00027515632,0.0004982791,0.00046818235,0.0007574705,0.00081700267,0.00046256787,0.0023205457],"category_scores_gemma":[0.00088531134,0.0001687882,0.00036257968,0.00057024363,0.00042009557,0.0008143686,0.0010792516,0.00077101286,0.0010782152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002570241,0.000060591403,0.0016137505,0.00047647397,0.00007761852,0.0011352565,0.00043360228,0.16796963,0.056451,0.3277768,0.019434866,0.4243134],"study_design_scores_gemma":[0.00004759213,0.00034951742,0.0014485824,0.0001407055,0.00008939377,0.0020214624,0.00020554007,0.65490896,0.02103016,0.073952936,0.24569356,0.000111530455],"about_ca_topic_score_codex":0.0017128151,"about_ca_topic_score_gemma":0.0015194627,"teacher_disagreement_score":0.0023205457,"about_ca_system_score_codex":0.00049611967,"about_ca_system_score_gemma":0.0006260134,"threshold_uncertainty_score":0.007763028},"labels":[],"label_agreement":null},{"id":"W2038655802","doi":"10.1007/s11277-010-9982-y","title":"A Random Access Protocol with Multi-Packet Reception for Infrastructure-Less Wireless Autonomic Networks","year":2010,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer network; Computer science; Retransmission; Node (physics); Throughput; Network packet; Transmission (telecommunications); Wireless network; Base station; Real-time computing; Wireless; Telecommunications; Engineering","score_opus":0.04264848221658949,"score_gpt":0.33363730686037646,"score_spread":0.29098882464378695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038655802","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0061411452,0.0009810758,0.9900836,0.00012229665,0.00012391574,0.00010607568,0.000013523616,0.00047626268,0.001952053],"genre_scores_gemma":[0.59183997,0.0027082516,0.3996982,0.00032264998,0.0003606069,0.00094396516,0.00010700873,0.0001655229,0.0038538154],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984484,0.0006819206,0.000082975406,0.00016514695,0.0004930632,0.00012851262],"domain_scores_gemma":[0.99864227,0.00065351295,0.00022655397,0.00018411543,0.00024709606,0.000046469257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015467596,0.00094703416,0.00087701896,0.0006554848,0.0005711061,0.0012946781,0.0015833358,0.0008345036,0.0010778958],"category_scores_gemma":[0.002813501,0.00029471316,0.00087796926,0.00067081925,0.0007896534,0.0016706939,0.0008119901,0.0016742966,0.00032958132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003080316,0.00030805657,0.0015129976,0.0007566813,0.00031480304,0.0014437088,0.00039515502,0.39271113,0.06532121,0.36008623,0.004692426,0.1721496],"study_design_scores_gemma":[0.00003110156,0.00037387546,0.0002243795,0.000040061073,0.00009766685,0.0005451234,0.000027033386,0.97082394,0.0042105177,0.015451205,0.008123563,0.000051622053],"about_ca_topic_score_codex":0.0006279025,"about_ca_topic_score_gemma":0.0006901809,"teacher_disagreement_score":0.0015833358,"about_ca_system_score_codex":0.0008133635,"about_ca_system_score_gemma":0.00083136064,"threshold_uncertainty_score":0.008180141},"labels":[],"label_agreement":null},{"id":"W2038761453","doi":"10.1109/rws.2010.5434267","title":"Throughput performance of a busy-tone protocol in CCA modified, long range IEEE 802.11 networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer network; Computer science; Inter-Access Point Protocol; Telecommunications link; Throughput; Network allocation vector; IEEE 802.11; Backward compatibility; Protocol (science); Carrier sense multiple access with collision avoidance; IEEE 802; Channel (broadcasting); Media access control; Channel access method; IEEE 802.15; Wireless; Wireless network; Wi-Fi; Wireless sensor network; Telecommunications; Quality of service","score_opus":0.01879516493795363,"score_gpt":0.29113271554035575,"score_spread":0.2723375506024021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038761453","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95670176,0.00054209103,0.037441492,0.0001493172,0.00004472507,0.000038066282,0.00008788334,0.00044849943,0.0045461985],"genre_scores_gemma":[0.9977729,0.000057216505,0.0016031782,0.000014466681,0.000005320177,0.000015266736,0.000035556055,0.000014838545,0.00048120745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897146,0.0003143557,0.000032658045,0.000113122725,0.00035573912,0.00021268382],"domain_scores_gemma":[0.9955823,0.003092807,0.00031069823,0.0003575221,0.0005300282,0.0001266566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00204431,0.00042396074,0.0004643901,0.00050695066,0.000528691,0.00100587,0.0005912278,0.00041715687,0.00088764133],"category_scores_gemma":[0.0059098364,0.00017276386,0.00018927817,0.0005199017,0.0013776729,0.0010213101,0.000652651,0.00057134946,0.00015594013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026299874,0.0003521607,0.005274693,0.00017321209,0.00013496925,0.00039123016,0.00073504186,0.838475,0.090045236,0.022463834,0.0015816839,0.037742957],"study_design_scores_gemma":[0.000044615772,0.00055052893,0.0015730603,0.000010575913,0.0000429857,0.00009599061,0.00012191128,0.96968687,0.023881076,0.0033876086,0.00057281315,0.00003196041],"about_ca_topic_score_codex":0.004386816,"about_ca_topic_score_gemma":0.002236448,"teacher_disagreement_score":0.004386816,"about_ca_system_score_codex":0.0011784541,"about_ca_system_score_gemma":0.0009914705,"threshold_uncertainty_score":0.010811448},"labels":[],"label_agreement":null},{"id":"W2040630216","doi":"10.1049/el.2013.2802","title":"Modelling IEEE 802.15.6 slotted Aloha in heterogeneous condition","year":2014,"lang":"en","type":"article","venue":"Electronics Letters","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Aloha; Computer science; Computer network; Protocol (science); Inter-Access Point Protocol; Network allocation vector; Throughput; IEEE 802.11; Wireless network; IEEE 802.11s; Heterogeneous network; Media access control; Wireless; Wi-Fi; Telecommunications","score_opus":0.010232000838814212,"score_gpt":0.22612837332489633,"score_spread":0.21589637248608212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040630216","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16362473,0.002084949,0.74788845,0.001006445,0.00040862826,0.00031578363,0.0008402638,0.0008177672,0.08301292],"genre_scores_gemma":[0.9427861,0.0014891711,0.031246832,0.00014103715,0.0001144929,0.0002424825,0.00026107728,0.00011324862,0.023605619],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951625,0.0001301483,0.000020548,0.00008764567,0.00015445915,0.00009099377],"domain_scores_gemma":[0.9994216,0.00026873947,0.000088861394,0.000044312612,0.00014070826,0.00003575076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046877336,0.00070790335,0.0006803799,0.00058347697,0.00070481526,0.0014549555,0.001985167,0.0019208218,0.0035498315],"category_scores_gemma":[0.001595764,0.0004375398,0.00052759657,0.0007956025,0.0008971646,0.0018558026,0.0008718341,0.00072436314,0.00095087313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050317038,0.000030861676,0.0004602959,0.000057382815,0.000013424181,0.00021515878,0.00010893032,0.97219706,0.002986194,0.019070394,0.0005403953,0.0042696088],"study_design_scores_gemma":[0.0000072206076,0.000031241507,0.00017147389,0.000008155883,0.000009324336,0.000053355765,0.000026766862,0.99457234,0.00036998626,0.003739943,0.0009987924,0.000011364855],"about_ca_topic_score_codex":0.008050761,"about_ca_topic_score_gemma":0.004621812,"teacher_disagreement_score":0.008050761,"about_ca_system_score_codex":0.0012350866,"about_ca_system_score_gemma":0.00075688167,"threshold_uncertainty_score":0.01600784},"labels":[],"label_agreement":null},{"id":"W2040878133","doi":"10.1109/twc.2014.2336801","title":"An Energy Efficient MAC Protocol for Fully Connected Wireless Ad Hoc Networks","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wireless ad hoc network; Throughput; Network packet; Efficient energy use; Multiple Access with Collision Avoidance for Wireless; Transmission (telecommunications); Energy consumption; Mobile ad hoc network; Transmission delay","score_opus":0.028937437091406767,"score_gpt":0.30299563361683746,"score_spread":0.2740581965254307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040878133","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0037837224,0.003773445,0.98476356,0.0004002004,0.00093614496,0.00058157893,0.00014606502,0.0013557094,0.0042596073],"genre_scores_gemma":[0.21655463,0.0050596353,0.75809324,0.0013296114,0.0008003345,0.0037369689,0.0008676247,0.00024845777,0.013309472],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99800545,0.00046067,0.00021985355,0.00015852606,0.0010622358,0.000093312636],"domain_scores_gemma":[0.9983047,0.00050802145,0.00026782136,0.00032119997,0.0005458207,0.000052529544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013423157,0.0010457977,0.0007639258,0.0010438552,0.0010464336,0.0013871348,0.0021186874,0.0010429159,0.0017146963],"category_scores_gemma":[0.0039867284,0.0004520426,0.0006400866,0.0014019288,0.0006624799,0.0020968225,0.0015192501,0.0018015811,0.00065219187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043974214,0.00032094936,0.0006920985,0.0025540905,0.00048886176,0.0011665917,0.00058801926,0.08399323,0.083123736,0.22965097,0.051909916,0.5450718],"study_design_scores_gemma":[0.00017281833,0.00082793506,0.0011237861,0.0004315503,0.0002943463,0.0029891774,0.00013867882,0.6248314,0.029392561,0.069640346,0.26987305,0.00028442946],"about_ca_topic_score_codex":0.0006463237,"about_ca_topic_score_gemma":0.0013027666,"teacher_disagreement_score":0.0021186874,"about_ca_system_score_codex":0.0006095751,"about_ca_system_score_gemma":0.0011318894,"threshold_uncertainty_score":0.007098913},"labels":[],"label_agreement":null},{"id":"W2042728586","doi":"10.1155/2008/867465","title":"On Wireless Ad Hoc Networks with Directional Antennas: Efficient Collision and Deafness Avoidance Mechanisms","year":2008,"lang":"en","type":"article","venue":"EURASIP Journal on Wireless Communications and Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Queen's University","keywords":"Wireless ad hoc network; Computer science; Computer network; Multiple Access with Collision Avoidance for Wireless; Hidden node problem; Directional antenna; Throughput; Ad hoc wireless distribution service; Wireless network; Wireless; Vehicular ad hoc network; Mobile ad hoc network; Transmission (telecommunications); Collision avoidance; Distributed computing; Collision; Optimized Link State Routing Protocol; Telecommunications; Wi-Fi array; Network packet; Computer security","score_opus":0.026129193852968417,"score_gpt":0.25400019906469284,"score_spread":0.22787100521172443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042728586","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03901666,0.028012399,0.9003334,0.0012831211,0.0008658804,0.00021918706,0.00011690711,0.00045279867,0.029699706],"genre_scores_gemma":[0.667696,0.06294167,0.24514833,0.001098194,0.0012075568,0.00037895248,0.00038078226,0.00012618692,0.021022325],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911934,0.0003019845,0.000039355546,0.00006046536,0.0004098309,0.0000691135],"domain_scores_gemma":[0.9988605,0.00058238645,0.00011760183,0.00014126007,0.00026446133,0.000033790602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007672543,0.00095296506,0.00067887467,0.00072630617,0.0005338928,0.0010097341,0.0011009261,0.0008097914,0.0018814157],"category_scores_gemma":[0.001932134,0.00032593883,0.0003503681,0.0014790588,0.0009398875,0.0016078377,0.00087500864,0.00094753917,0.0006656532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040008908,0.00018419565,0.0017950186,0.0010553636,0.00017234238,0.00070543616,0.00037999978,0.38882786,0.035108995,0.22334743,0.0152884405,0.3327349],"study_design_scores_gemma":[0.00008662782,0.00087577576,0.0014010519,0.00022963599,0.00013864358,0.0014464651,0.000192296,0.8140634,0.019678367,0.07325834,0.08850533,0.00012407264],"about_ca_topic_score_codex":0.0010834024,"about_ca_topic_score_gemma":0.0011677764,"teacher_disagreement_score":0.0018814157,"about_ca_system_score_codex":0.0005672176,"about_ca_system_score_gemma":0.0006034965,"threshold_uncertainty_score":0.0062939525},"labels":[],"label_agreement":null},{"id":"W2043577274","doi":"10.1002/wcm.443","title":"Forward focus: using routing information to improve medium access control in ad hoc networks","year":2006,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Packet forwarding; Wireless ad hoc network; Network packet; Optimized Link State Routing Protocol; Routing protocol; Routing (electronic design automation); Distributed computing; Telecommunications; Wireless","score_opus":0.014602957278762043,"score_gpt":0.2856872982169892,"score_spread":0.27108434093822714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043577274","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1933231,0.0036970058,0.7906647,0.00097490655,0.00034128068,0.00021868997,0.00005030075,0.002507826,0.0082222335],"genre_scores_gemma":[0.8379758,0.0009927343,0.15751217,0.0002460508,0.00015860121,0.00011248344,0.000081168895,0.00006699785,0.0028539249],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995691,0.0001724832,0.00001633838,0.00005193267,0.00014819928,0.00004193301],"domain_scores_gemma":[0.9982299,0.0010248328,0.0002045404,0.00018555945,0.00029134302,0.00006384211],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015002755,0.00069708115,0.00042417218,0.0009093319,0.0003495419,0.0005514033,0.00111683,0.0007408797,0.0012745872],"category_scores_gemma":[0.004187701,0.00023760468,0.00020681767,0.0003440167,0.0003931391,0.0016914554,0.0008931043,0.0004878299,0.00026497425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000547232,0.0006476695,0.0037380955,0.00034458863,0.00014324536,0.00048529624,0.0005135842,0.1992869,0.10599279,0.030524263,0.0055973874,0.652179],"study_design_scores_gemma":[0.000183543,0.0012608586,0.002570251,0.0000826559,0.00018585715,0.0006294969,0.00011160914,0.90773785,0.049177013,0.026727028,0.011257552,0.00007622842],"about_ca_topic_score_codex":0.00088662567,"about_ca_topic_score_gemma":0.0008394843,"teacher_disagreement_score":0.0015002755,"about_ca_system_score_codex":0.00027399478,"about_ca_system_score_gemma":0.00037721512,"threshold_uncertainty_score":0.007934332},"labels":[],"label_agreement":null},{"id":"W2045203293","doi":"10.1002/wcm.1098","title":"Selectivity function scheduler for IEEE 802.11e HCCA access mode","year":2011,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Polling; Scheduling (production processes); Computer network; IEEE 802; Distributed coordination function; Quality of service; Network packet; Random access; Real-time computing; Throughput; Wireless; IEEE 802.11; Telecommunications","score_opus":0.08258881352634558,"score_gpt":0.3380481099012882,"score_spread":0.25545929637494263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045203293","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18332371,0.00025236353,0.8084909,0.00021910046,0.00014473594,0.00016991948,0.000106609485,0.002337297,0.004955337],"genre_scores_gemma":[0.8956393,0.00007467817,0.1019016,0.00005691476,0.000056151246,0.000063126514,0.000097005104,0.000032270324,0.0020788745],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998235,0.000037908754,0.000015926751,0.000022099877,0.00006513424,0.000035500987],"domain_scores_gemma":[0.99947745,0.00016667307,0.000057553774,0.00006957296,0.0001804279,0.000048392532],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006287663,0.00015458697,0.00023744798,0.00030647733,0.00032648307,0.0003706158,0.00057057996,0.00016478931,0.0013397895],"category_scores_gemma":[0.0011072272,0.000070077556,0.00011141857,0.00020965148,0.00021705359,0.00031642366,0.00023278402,0.00031874684,0.00028364014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017104861,0.000510039,0.009504324,0.00014921039,0.000066104134,0.00037804683,0.00026395547,0.3142042,0.10592197,0.07063308,0.012492741,0.4841659],"study_design_scores_gemma":[0.00007551183,0.000107229636,0.0008268808,0.0000019859895,0.000008590343,0.000075506796,0.000013781135,0.9763632,0.017502163,0.0019330226,0.003080539,0.000011662639],"about_ca_topic_score_codex":0.0033657248,"about_ca_topic_score_gemma":0.0037866824,"teacher_disagreement_score":0.0033657248,"about_ca_system_score_codex":0.0006759021,"about_ca_system_score_gemma":0.0011195159,"threshold_uncertainty_score":0.0066922903},"labels":[],"label_agreement":null},{"id":"W2045213001","doi":"10.1016/j.aeue.2007.05.003","title":"Performance evaluation of IEEE 802.11-based wireless LANs under finite-load conditions","year":2007,"lang":"en","type":"article","venue":"AEU - International Journal of Electronics and Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"IEEE 802.11; Computer science; IEEE 802.11u; Inflection point; IEEE 802.11w-2009; Wireless lan; IEEE 802.11s; Software deployment; Local area network; IEEE 802.11b-1999; Wireless; Wireless network; Computer network; Telecommunications; Mathematics","score_opus":0.04301100067615667,"score_gpt":0.3486211148043865,"score_spread":0.30561011412822986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045213001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9690618,0.0012889733,0.023482693,0.00031013074,0.000100206424,0.000059029622,0.00013426761,0.001008619,0.0045543597],"genre_scores_gemma":[0.9975128,0.00018402228,0.0017642746,0.000018160841,0.000018452301,0.0000126028335,0.00006735612,0.000016529468,0.00040581444],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975683,0.000905174,0.00016639054,0.00021050152,0.00071156415,0.0004379933],"domain_scores_gemma":[0.9907494,0.005433569,0.00067319884,0.0005558363,0.002250374,0.00033757312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027902538,0.00086861517,0.00077773276,0.0012347432,0.0008389625,0.0012647128,0.0011416863,0.0007563013,0.0014758433],"category_scores_gemma":[0.008986775,0.00022743683,0.00020099286,0.0009031417,0.0009814107,0.0018936133,0.00088930904,0.000493982,0.00024221645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0076815095,0.0010431799,0.013285869,0.00066960795,0.00025186723,0.00048744128,0.00045499025,0.7813244,0.060233112,0.004666161,0.003147324,0.1267545],"study_design_scores_gemma":[0.00009187902,0.0015735079,0.0043160007,0.000026053323,0.00010475206,0.000271023,0.00022101925,0.9673536,0.02462093,0.0008039544,0.00057038455,0.00004678926],"about_ca_topic_score_codex":0.0037753885,"about_ca_topic_score_gemma":0.002668029,"teacher_disagreement_score":0.0037753885,"about_ca_system_score_codex":0.001844408,"about_ca_system_score_gemma":0.00065964164,"threshold_uncertainty_score":0.014756441},"labels":[],"label_agreement":null},{"id":"W2046358417","doi":"10.1109/icwits.2010.5611938","title":"Systems delay characteristics of a busy-tone protocol in CCA modified, long range IEEE 802.11 networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Innovation, Science and Economic Development Canada","funders":"","keywords":"Transmission delay; Processing delay; Computer network; Network packet; Computer science; Drop (telecommunication); End-to-end delay; Real-time computing; Packet loss; Telecommunications","score_opus":0.017732682589285176,"score_gpt":0.2815512000487662,"score_spread":0.26381851745948104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046358417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94421095,0.0011247722,0.048895936,0.00015891877,0.000059156097,0.000073888164,0.00010063165,0.00031437064,0.005061299],"genre_scores_gemma":[0.9956287,0.0001978911,0.0032422892,0.000028871722,0.000015479687,0.000031583048,0.00005860136,0.000024287723,0.0007723891],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989506,0.00015897687,0.00004620049,0.00014579289,0.00050825026,0.00019017335],"domain_scores_gemma":[0.9943778,0.0033710704,0.00061404984,0.0003749803,0.0011072225,0.00015482541],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011542136,0.00034470545,0.0003507991,0.00064648205,0.0004210612,0.000780992,0.0004927431,0.00032743663,0.00086390827],"category_scores_gemma":[0.006004956,0.00017458794,0.00013461229,0.000678907,0.00059209816,0.0008973744,0.0003942361,0.0006604503,0.00021155026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029226136,0.0004373858,0.022499079,0.00046873212,0.0001569351,0.0015953314,0.0019370813,0.35873985,0.49458933,0.025923515,0.0018349802,0.0888951],"study_design_scores_gemma":[0.00006723529,0.0018004427,0.014620149,0.000039310264,0.000107884836,0.0015884177,0.00036980948,0.88417923,0.08651204,0.005331466,0.005283359,0.00010070945],"about_ca_topic_score_codex":0.0018880697,"about_ca_topic_score_gemma":0.0017480181,"teacher_disagreement_score":0.0018880697,"about_ca_system_score_codex":0.0011805119,"about_ca_system_score_gemma":0.00052864035,"threshold_uncertainty_score":0.008565247},"labels":[],"label_agreement":null},{"id":"W2047256318","doi":"10.1016/j.phycom.2008.12.003","title":"Fairness and throughput performance of infrastructure IEEE 802.11 networks with hidden-nodes","year":2008,"lang":"en","type":"article","venue":"Physical Communication","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Throughput; Computer network; IEEE 802.11; Wireless; Telecommunications","score_opus":0.014200845452383397,"score_gpt":0.23614929213451977,"score_spread":0.22194844668213637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047256318","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9393593,0.0017331671,0.049580738,0.0005860816,0.00020872895,0.000041950447,0.00017756,0.00041389826,0.007898686],"genre_scores_gemma":[0.99836415,0.00009317497,0.0009895099,0.000016672564,0.00002879316,0.000008711984,0.00002860328,0.000012663465,0.00045763433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99791855,0.0006070804,0.00008266873,0.0002456529,0.00050020934,0.00064583786],"domain_scores_gemma":[0.9778578,0.016874038,0.0011874927,0.0014882468,0.0021334058,0.0004589891],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00702287,0.00063120166,0.00069825264,0.001000582,0.001243834,0.0020253507,0.00129537,0.0008955316,0.001198634],"category_scores_gemma":[0.021034284,0.00041068115,0.0002527606,0.00090535166,0.002003645,0.0018415906,0.0010255865,0.0011026537,0.0002104542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0061901766,0.00054958236,0.016073892,0.00018179008,0.00015411236,0.00029907573,0.0010850477,0.8472169,0.019911015,0.055710107,0.002993271,0.049635008],"study_design_scores_gemma":[0.00011891801,0.00048371192,0.004857726,0.000019754718,0.00009271516,0.00012479592,0.0001826463,0.96758646,0.010423283,0.0153295575,0.00072708004,0.000053355343],"about_ca_topic_score_codex":0.009111747,"about_ca_topic_score_gemma":0.0039650714,"teacher_disagreement_score":0.009111747,"about_ca_system_score_codex":0.003319751,"about_ca_system_score_gemma":0.002392843,"threshold_uncertainty_score":0.037140965},"labels":[],"label_agreement":null},{"id":"W2048100384","doi":"10.1109/glocom.2006.760","title":"WLC25-4: Dynamic 802.15.3 WPAN Scheduling using Maximal Matching","year":2006,"lang":"en","type":"article","venue":"Globecom","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Scheduling (production processes); Computer network; Asynchronous communication; Dynamic priority scheduling; Reuse; Distributed computing; Schedule; Real-time computing; Mathematical optimization; Engineering; Mathematics","score_opus":0.013281791150846796,"score_gpt":0.26212024020954494,"score_spread":0.24883844905869815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048100384","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03926705,0.0003713753,0.950492,0.000166286,0.00020613555,0.00016343966,0.00012744326,0.0026602435,0.006545975],"genre_scores_gemma":[0.6697328,0.0002617827,0.32351577,0.00017908453,0.00013920182,0.00025802586,0.0003748371,0.00024353333,0.005294938],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993248,0.00012248104,0.000055516124,0.00010094336,0.0002376008,0.00015878395],"domain_scores_gemma":[0.9994413,0.00007638713,0.00008186082,0.00019055314,0.0001432032,0.00006670856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013505889,0.00044214935,0.0006475667,0.00082105095,0.00077528757,0.00091104815,0.0020658416,0.00042986157,0.0021752517],"category_scores_gemma":[0.0011530712,0.00024069083,0.00034359453,0.0008923231,0.0006963979,0.00077365065,0.0009583886,0.00061887916,0.00069001847],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00089721923,0.0003469482,0.0014324675,0.0002225811,0.00013158337,0.00025808485,0.0002611774,0.1960629,0.10344426,0.12906198,0.018330796,0.54955006],"study_design_scores_gemma":[0.000108775326,0.00020787345,0.00076377223,0.000019184794,0.000040222352,0.00015978831,0.000028763474,0.89253044,0.055543695,0.021503976,0.029041369,0.000052098076],"about_ca_topic_score_codex":0.0032698899,"about_ca_topic_score_gemma":0.003496198,"teacher_disagreement_score":0.0032698899,"about_ca_system_score_codex":0.0013442911,"about_ca_system_score_gemma":0.0016274041,"threshold_uncertainty_score":0.009753585},"labels":[],"label_agreement":null},{"id":"W2048288985","doi":"10.1109/mms.2013.6663088","title":"Performance of a busy tone approach on 802.11 wireless networks","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Computer science; Tone (literature); Computer network; Wireless; Wireless network; Telecommunications","score_opus":0.014028488550197971,"score_gpt":0.23409996765976565,"score_spread":0.22007147910956767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048288985","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.951386,0.0012677996,0.040526036,0.00030853867,0.00011489833,0.000049142036,0.000043049087,0.0007414995,0.005563068],"genre_scores_gemma":[0.9977442,0.000111115056,0.0016765381,0.000042872467,0.00001127555,0.0000104576775,0.00002159607,0.000017624232,0.00036425685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99725866,0.0007935404,0.00009060808,0.00028393,0.0009790321,0.000594298],"domain_scores_gemma":[0.99042004,0.0064949794,0.00057024683,0.00076205796,0.001329074,0.0004235953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030648021,0.0008125896,0.0009429838,0.0007298343,0.0012034063,0.001738746,0.0008328842,0.0008915863,0.0009823991],"category_scores_gemma":[0.01198007,0.0002818967,0.00023889678,0.00056293735,0.0014622541,0.0012307187,0.001729528,0.0009189594,0.00022747455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008903401,0.001027697,0.026853153,0.00057389773,0.00045276684,0.0018483564,0.002406012,0.60607135,0.1410056,0.022801923,0.0038620757,0.1841937],"study_design_scores_gemma":[0.00012731491,0.0025857976,0.008587265,0.000050192713,0.00014759706,0.0008629939,0.0004454058,0.9528576,0.028312448,0.0046788105,0.0012479107,0.000096622935],"about_ca_topic_score_codex":0.0028730896,"about_ca_topic_score_gemma":0.0014666113,"teacher_disagreement_score":0.0030648021,"about_ca_system_score_codex":0.0010932435,"about_ca_system_score_gemma":0.00083654054,"threshold_uncertainty_score":0.01620841},"labels":[],"label_agreement":null},{"id":"W2048883276","doi":"10.1109/glocom.2007.848","title":"Dynamic Multichannel Scheduling for 802.15.3 WPANs","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Superframe; Scheduling (production processes); Reuse; Computer network; Decoding methods; Schedule; Channel (broadcasting); Exploit; Real-time computing; Algorithm; Engineering","score_opus":0.018972791496315436,"score_gpt":0.30075545699991335,"score_spread":0.28178266550359793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048883276","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054534335,0.0009527793,0.9409722,0.00014165392,0.0001501677,0.00006671052,0.00004865468,0.0004543178,0.0026791065],"genre_scores_gemma":[0.8131514,0.0005951247,0.18427777,0.00007231213,0.0001058062,0.00010259559,0.00007583654,0.000048406324,0.0015707023],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996822,0.00006335825,0.000021721982,0.00005259119,0.0001106622,0.000069533016],"domain_scores_gemma":[0.9996294,0.000096601914,0.00006394375,0.00007890978,0.00008315971,0.00004797362],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005726822,0.00043695417,0.0004587677,0.00032407264,0.000545048,0.00039848557,0.00085507333,0.0002264918,0.0007685979],"category_scores_gemma":[0.00081680575,0.0001989436,0.00025218938,0.00041800697,0.0003827182,0.00048835075,0.00052905065,0.0005347719,0.00016315497],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047898988,0.00022297757,0.002651396,0.00017455386,0.000099679615,0.00031853124,0.0002758294,0.4400742,0.0744367,0.05768117,0.0042429543,0.41934305],"study_design_scores_gemma":[0.00003681733,0.00016555158,0.0007294416,0.0000071546074,0.000026594333,0.00018331059,0.000029108942,0.9674681,0.015083968,0.008631533,0.0076102586,0.000028199367],"about_ca_topic_score_codex":0.0022486495,"about_ca_topic_score_gemma":0.0033201945,"teacher_disagreement_score":0.0022486495,"about_ca_system_score_codex":0.0007005258,"about_ca_system_score_gemma":0.0009018011,"threshold_uncertainty_score":0.005082667},"labels":[],"label_agreement":null},{"id":"W2049531648","doi":"10.1109/wiopt.2008.4586087","title":"A distributed power and rate control scheme for mobile ad hoc networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Multiple Access with Collision Avoidance for Wireless; Computer science; Computer network; Distributed coordination function; Throughput; Wireless ad hoc network; Capture effect; Network packet; Hidden node problem; Power control; Carrier sense multiple access with collision avoidance; IEEE 802.11; Transmission (telecommunications); Energy consumption; Protocol (science); Wireless; Wireless network; Power (physics); Engineering; Optimized Link State Routing Protocol; Telecommunications; Electrical engineering; Wi-Fi array","score_opus":0.011654519259661586,"score_gpt":0.24027750846490986,"score_spread":0.22862298920524826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049531648","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015505144,0.0012813448,0.98930895,0.00022991942,0.00049273483,0.00026378318,0.00006859228,0.0015626514,0.0052414504],"genre_scores_gemma":[0.27892363,0.0029442098,0.6906683,0.00075465813,0.0010197941,0.001800192,0.0004858637,0.00023333116,0.023169987],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99835455,0.00047518755,0.0001257293,0.00025141006,0.0007016477,0.000091487454],"domain_scores_gemma":[0.999161,0.00021843667,0.00009243794,0.00020527469,0.0002765267,0.000046291912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017254994,0.0009692642,0.00095370435,0.00087227824,0.000945437,0.0010684977,0.002518902,0.0010792803,0.004607761],"category_scores_gemma":[0.0031851,0.00028242506,0.00061239296,0.0012356861,0.0008271833,0.0013774282,0.0012917786,0.0017904455,0.0026969048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003768542,0.00029094025,0.00036264327,0.00052865676,0.00014987396,0.0006801326,0.00025417362,0.12783788,0.029946182,0.24083647,0.035304893,0.5634313],"study_design_scores_gemma":[0.00038322702,0.00062481954,0.00039116063,0.000072569586,0.00010630338,0.0011822022,0.000040809497,0.7960891,0.010527318,0.049876697,0.14055073,0.00015513717],"about_ca_topic_score_codex":0.0009964919,"about_ca_topic_score_gemma":0.0012029714,"teacher_disagreement_score":0.004607761,"about_ca_system_score_codex":0.00076175795,"about_ca_system_score_gemma":0.00085094466,"threshold_uncertainty_score":0.015414536},"labels":[],"label_agreement":null},{"id":"W2049622659","doi":"10.1145/1280940.1281073","title":"The bandwidth deficit problem in loosely coupled WLAN-to-cellular vertical handover","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Handover; Computer network; Computer science; Bandwidth (computing); Call blocking; Bandwidth management; Dynamic bandwidth allocation; Channel (broadcasting); Blocking (statistics); Bandwidth allocation","score_opus":0.010683903229419919,"score_gpt":0.245984996615476,"score_spread":0.23530109338605606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049622659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5979397,0.0020727618,0.39300233,0.0003437012,0.00006909871,0.000077989076,0.000037324156,0.00045560376,0.00600152],"genre_scores_gemma":[0.9924573,0.0002896975,0.0064344383,0.00004247515,0.00002174012,0.000019155877,0.000018774319,0.000020927137,0.00069549173],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989159,0.00031992383,0.000031487183,0.00012539633,0.00034757188,0.00025974595],"domain_scores_gemma":[0.99770397,0.0014547784,0.0003371836,0.00023421625,0.00018279998,0.00008707398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008803462,0.0004562376,0.0006118865,0.0003921827,0.000870299,0.0012588468,0.0008365354,0.0009335072,0.0008259475],"category_scores_gemma":[0.0053056837,0.00032707874,0.00018551933,0.000612594,0.0012349278,0.0017227713,0.0013459162,0.00093461695,0.00019786076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012093984,0.00025413375,0.01890978,0.0004512725,0.00013275645,0.0040591625,0.0013326708,0.61363935,0.1465186,0.051011305,0.001963268,0.16051815],"study_design_scores_gemma":[0.00007171592,0.00057151756,0.0070345784,0.000047379228,0.000102608756,0.0024804482,0.000991094,0.8963663,0.048790134,0.03795833,0.0054958747,0.00009006367],"about_ca_topic_score_codex":0.0058471467,"about_ca_topic_score_gemma":0.0028462193,"teacher_disagreement_score":0.0058471467,"about_ca_system_score_codex":0.0010496711,"about_ca_system_score_gemma":0.00050886226,"threshold_uncertainty_score":0.011626244},"labels":[],"label_agreement":null},{"id":"W2049763812","doi":"10.1145/1551950.1551962","title":"Theoretic perspective of a wireless media access control scheme for small contention window sizes","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Computer network; Channel (broadcasting); Random access; Throughput; Transmission (telecommunications); Queue; Idle; Network packet; Wireless; Media access control; Real-time computing; Telecommunications","score_opus":0.028156367482361763,"score_gpt":0.2933799174970205,"score_spread":0.26522355001465875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049763812","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0082162665,0.002130349,0.96065605,0.001589999,0.00029438318,0.000117885684,0.00006441338,0.00010511882,0.026825646],"genre_scores_gemma":[0.654628,0.0061495663,0.3210978,0.00075307477,0.0015935928,0.00078881823,0.00011102066,0.000062565305,0.014815536],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99869883,0.00036079346,0.00006297278,0.0001845254,0.0005867982,0.00010601144],"domain_scores_gemma":[0.9989968,0.00045750116,0.00014352443,0.00015853137,0.00019316492,0.000050532766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011100374,0.00090174354,0.00073782227,0.0009992827,0.0010100838,0.002759376,0.0016677618,0.001721631,0.0025556413],"category_scores_gemma":[0.002301841,0.00039923307,0.00079688104,0.00092341204,0.0023135748,0.0033246456,0.0012776655,0.0022896817,0.0005483697],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002675248,0.000028473822,0.00016872924,0.000103708866,0.00002076192,0.00013393204,0.00011274413,0.033868123,0.0034709128,0.9523545,0.0010407006,0.00867064],"study_design_scores_gemma":[0.000052517913,0.00019537333,0.00030304832,0.00008272666,0.000057862995,0.00044617668,0.00008584576,0.6368028,0.002376547,0.3400347,0.019508269,0.000054119628],"about_ca_topic_score_codex":0.0017334224,"about_ca_topic_score_gemma":0.0009463775,"teacher_disagreement_score":0.002759376,"about_ca_system_score_codex":0.0018744441,"about_ca_system_score_gemma":0.001337545,"threshold_uncertainty_score":0.013600111},"labels":[],"label_agreement":null},{"id":"W2049792773","doi":"10.1109/iccs.2010.5685906","title":"A Markov model for IEEE 802.15.4 MAC with GTS transmissions and heterogeneous traffic in non-saturation mode","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Computer network; IEEE 802.15; Markov chain; Network packet; Markov process; Bandwidth (computing); Wireless; Markov model; IEEE 802.11; Real-time computing; Quality of service; Wireless network; Wireless sensor network; Telecommunications","score_opus":0.011001054552399147,"score_gpt":0.25772005979154095,"score_spread":0.2467190052391418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049792773","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050101776,0.00088628737,0.9367358,0.0009357807,0.00018320656,0.0002426225,0.001063189,0.00072216213,0.009129138],"genre_scores_gemma":[0.9234724,0.0017451841,0.05556722,0.00031586227,0.0002660182,0.0010332989,0.0011866323,0.00012350154,0.01628989],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986872,0.00028823185,0.00007454916,0.00028512662,0.0003278184,0.0003370236],"domain_scores_gemma":[0.9982766,0.0009657047,0.00027386667,0.00012190311,0.00028343403,0.000078566765],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016003615,0.0010531442,0.0012897084,0.0007598317,0.000928441,0.0016936073,0.002252081,0.0015705088,0.0040562674],"category_scores_gemma":[0.0027964476,0.0007387355,0.0011301258,0.0010160499,0.0013129101,0.00218049,0.00087214273,0.0020069163,0.0009466341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002162251,0.00009246515,0.0014635358,0.00012676584,0.000045197463,0.0003858029,0.0002515468,0.8634538,0.0029404035,0.121923134,0.0020475148,0.0070536844],"study_design_scores_gemma":[0.00002475495,0.000034898825,0.00026661533,0.000011559515,0.000023634475,0.00004685753,0.000019566873,0.9841814,0.00034680992,0.014118331,0.00090686046,0.000018689761],"about_ca_topic_score_codex":0.023625666,"about_ca_topic_score_gemma":0.018619262,"teacher_disagreement_score":0.023625666,"about_ca_system_score_codex":0.0027422756,"about_ca_system_score_gemma":0.0027176025,"threshold_uncertainty_score":0.046976328},"labels":[],"label_agreement":null},{"id":"W2050499380","doi":"10.1109/vtcfall.2012.6399249","title":"Throughput Modeling of Differentiation Schemes for IEEE 802.11e MAC Protocol","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Throughput; Quality of service; Markov chain; Distributed coordination function; Frame (networking); Channel (broadcasting); Protocol (science); Markov process; Simple (philosophy); Distributed computing; Range (aeronautics); Computer network; IEEE 802.11; Wireless; Telecommunications; Engineering","score_opus":0.060215553385213026,"score_gpt":0.333939757354739,"score_spread":0.273724203969526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050499380","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04298625,0.001173605,0.9368988,0.0009254503,0.00014821324,0.000153185,0.0003458996,0.0005240388,0.016844463],"genre_scores_gemma":[0.9096348,0.001963523,0.068184435,0.00027010945,0.00015106723,0.0004739079,0.00034944047,0.00019521793,0.018777438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869776,0.0003697111,0.000053542142,0.00021929615,0.00044804555,0.00021161269],"domain_scores_gemma":[0.99808323,0.0011145418,0.00021558162,0.00016418486,0.00038854682,0.00003392485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017187733,0.0012991695,0.0008000935,0.0010672641,0.0007459387,0.0011042141,0.002163448,0.0015108595,0.002958055],"category_scores_gemma":[0.00623314,0.00068690884,0.00090931414,0.0012264521,0.0010261412,0.002743657,0.0007074168,0.0016677426,0.0009852049],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003711418,0.000045045115,0.0004641755,0.000047251157,0.000012795236,0.00008059752,0.00011412485,0.9106736,0.0020319282,0.07877619,0.0007740322,0.006943056],"study_design_scores_gemma":[0.0000022153226,0.000008600617,0.0000767744,0.0000045252914,0.000003751037,0.000019164974,0.0000063777234,0.99407876,0.00027824347,0.0051611043,0.00035575783,0.000004694877],"about_ca_topic_score_codex":0.008665837,"about_ca_topic_score_gemma":0.0043347874,"teacher_disagreement_score":0.008665837,"about_ca_system_score_codex":0.003336463,"about_ca_system_score_gemma":0.0013609476,"threshold_uncertainty_score":0.02420783},"labels":[],"label_agreement":null},{"id":"W2050868832","doi":"10.1109/wowmom.2007.4351786","title":"Assessing the Completeness of Wireless-side Tracing Mechanisms","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Completeness (order theory); Computer science; Wireless; Wireless sensor network; Wireless network; Computer network; Wi-Fi array; Tracing; Key distribution in wireless sensor networks; Real-time computing; Telecommunications; Mathematics; Programming language","score_opus":0.041345736678029724,"score_gpt":0.32119641434833396,"score_spread":0.27985067767030425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050868832","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61608446,0.00089246,0.37786356,0.0003812882,0.000029793995,0.00023302624,0.00086536375,0.0013351266,0.0023149524],"genre_scores_gemma":[0.9483604,0.0003933945,0.04960984,0.000036661182,0.000028401817,0.0001013773,0.00087762234,0.00015828169,0.00043397857],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9870924,0.00417264,0.0013452859,0.0011996533,0.0053109024,0.0008790619],"domain_scores_gemma":[0.7413838,0.14580756,0.02798445,0.05925857,0.023019783,0.002545838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017006652,0.0013528906,0.0021249782,0.004268674,0.0012619038,0.0026218537,0.002512331,0.0019282823,0.0010655706],"category_scores_gemma":[0.15154457,0.0013275342,0.0010411579,0.002068287,0.002130052,0.00767542,0.0028364826,0.0020172987,0.0004056289],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011087095,0.00030138594,0.1743368,0.000567279,0.00063433254,0.0004883258,0.0016952564,0.6679756,0.024722252,0.01601907,0.0007370178,0.111413956],"study_design_scores_gemma":[0.00006001351,0.00072795706,0.0421778,0.00017950093,0.00019717817,0.0010164379,0.0007484397,0.889812,0.039778464,0.02202775,0.0031257863,0.00014867929],"about_ca_topic_score_codex":0.0027507883,"about_ca_topic_score_gemma":0.0022609625,"teacher_disagreement_score":0.017006652,"about_ca_system_score_codex":0.0012787959,"about_ca_system_score_gemma":0.0026201797,"threshold_uncertainty_score":0.089940846},"labels":[],"label_agreement":null},{"id":"W2052233400","doi":"10.1109/infcom.2010.5462006","title":"Towards an Efficient Reservation Algorithm for Distributed Reservation Protocols","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Reservation; Quality of service; Leverage (statistics); Wireless; Distributed computing; Provisioning; Access control; Telecommunications","score_opus":0.04205297560158228,"score_gpt":0.33764592302925467,"score_spread":0.2955929474276724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052233400","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032471882,0.00017326695,0.99492407,0.00010737808,0.000036087058,0.000058880767,0.000009184563,0.00031582598,0.0011280841],"genre_scores_gemma":[0.14900064,0.00032851472,0.8474091,0.00013431729,0.00006195095,0.00025943204,0.00008904303,0.00015725718,0.0025597552],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890304,0.0003669969,0.000086734224,0.000114581366,0.0004300464,0.00009867363],"domain_scores_gemma":[0.9986438,0.00056944345,0.00006733372,0.00024827797,0.00041729846,0.000053768996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023965565,0.00058952055,0.0008055442,0.00067961094,0.00088241714,0.0016294251,0.0023924273,0.00094243453,0.0020452286],"category_scores_gemma":[0.0052191205,0.000518383,0.00044567892,0.0006805368,0.0007955138,0.001787866,0.0013481323,0.0016957654,0.00093382836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040738698,0.00020496613,0.00079984765,0.00016999348,0.000066835666,0.00016987784,0.00036177257,0.39671254,0.018492749,0.25753942,0.0060888734,0.31898582],"study_design_scores_gemma":[0.00003080502,0.000026188176,0.000029813093,0.000011047489,0.000006893407,0.000028835744,0.000021632366,0.98102105,0.0015320859,0.014122821,0.0031600029,0.000008870543],"about_ca_topic_score_codex":0.0016862858,"about_ca_topic_score_gemma":0.001532728,"teacher_disagreement_score":0.0023965565,"about_ca_system_score_codex":0.0009387965,"about_ca_system_score_gemma":0.0013985651,"threshold_uncertainty_score":0.012674332},"labels":[],"label_agreement":null},{"id":"W2052669191","doi":"10.1155/2009/409853","title":"On Reliable Transmission of Data over Simple Wireless Channels","year":2009,"lang":"en","type":"article","venue":"Journal of Computer Networks and Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; University of Alberta","funders":"","keywords":"Computer science; Computer network; Simple (philosophy); Selective Repeat ARQ; Node (physics); Transmission (telecommunications); Wireless; Automatic repeat request; Data transmission; Context (archaeology); Channel (broadcasting); Hybrid automatic repeat request; Wireless network; Distributed computing; Telecommunications; Engineering","score_opus":0.04108574642570699,"score_gpt":0.3127035266342503,"score_spread":0.27161778020854327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052669191","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024877766,0.020263327,0.91049796,0.0020511372,0.0012789243,0.00021371464,0.00014374102,0.00028677544,0.040386714],"genre_scores_gemma":[0.65115154,0.105325975,0.201743,0.0019837439,0.0074945427,0.0014858788,0.00036879405,0.0004009633,0.030045573],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973667,0.00070888473,0.00015052246,0.0003174289,0.0012580132,0.00019844007],"domain_scores_gemma":[0.9938314,0.0041468283,0.00053899543,0.00075359526,0.00062691537,0.00010226385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001962342,0.0012671606,0.0011950396,0.001288674,0.0008809209,0.0020291544,0.0016440316,0.001915434,0.0029398676],"category_scores_gemma":[0.008293693,0.0006796638,0.0005324949,0.0024184012,0.005824428,0.0053787865,0.0027281346,0.0025945948,0.0012384552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027028768,0.00004606278,0.00031303367,0.0014702262,0.00006262937,0.0008359451,0.0007333716,0.061457805,0.011590292,0.81719565,0.006785419,0.09923928],"study_design_scores_gemma":[0.00012062668,0.0003683398,0.0006305185,0.0007440502,0.00010965842,0.001300618,0.00015361469,0.2276959,0.00938436,0.6655632,0.093743585,0.00018546918],"about_ca_topic_score_codex":0.00077444175,"about_ca_topic_score_gemma":0.00040599774,"teacher_disagreement_score":0.0029398676,"about_ca_system_score_codex":0.0008739645,"about_ca_system_score_gemma":0.0007142125,"threshold_uncertainty_score":0.010378003},"labels":[],"label_agreement":null},{"id":"W2054537797","doi":"10.1155/2015/398637","title":"Contiki-Based IEEE 802.15.4 Channel Capacity Estimation and Suitability of Its CSMA-CA MAC Layer Protocol for Real-Time Multimedia Applications","year":2015,"lang":"en","type":"article","venue":"Mobile Information Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Computer network; Packet loss; Quality of service; Network packet; IEEE 802.11; Bandwidth (computing); Network allocation vector; Wireless network; Real-time computing; Wireless; Telecommunications","score_opus":0.04823021976933229,"score_gpt":0.30737694827802264,"score_spread":0.25914672850869036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054537797","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26808155,0.00083977653,0.69587046,0.0003594265,0.0003510097,0.0006743845,0.00087245944,0.016565746,0.016385172],"genre_scores_gemma":[0.88824785,0.00026752122,0.107712604,0.00008172112,0.000023260838,0.00039578308,0.00074716075,0.00025207718,0.002271885],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920243,0.00019750309,0.00007449571,0.00011658418,0.00032447625,0.000084575295],"domain_scores_gemma":[0.9974087,0.0010218694,0.00024421496,0.00036192295,0.000891673,0.00007168652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011748698,0.00080702855,0.0003471892,0.00085959816,0.00039572475,0.00072787865,0.0015827429,0.00053493626,0.001534606],"category_scores_gemma":[0.005899905,0.00028932633,0.0002432825,0.00043597515,0.0005734469,0.0012020275,0.00041074655,0.0008236109,0.0003957232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001075475,0.00093239587,0.015847707,0.0012419247,0.0002454666,0.00081013056,0.00050600123,0.5682025,0.22140259,0.020227745,0.0086926175,0.16081554],"study_design_scores_gemma":[0.000047325753,0.0002886171,0.0034426507,0.000045783334,0.000068685746,0.00038007135,0.000043746797,0.8768946,0.11015558,0.0030764753,0.005454272,0.00010225785],"about_ca_topic_score_codex":0.0031525837,"about_ca_topic_score_gemma":0.0030304126,"teacher_disagreement_score":0.0031525837,"about_ca_system_score_codex":0.0005603843,"about_ca_system_score_gemma":0.0008299019,"threshold_uncertainty_score":0.0062684417},"labels":[],"label_agreement":null},{"id":"W2055375307","doi":"10.1109/icc.2010.5502693","title":"Performance Analysis of Reservation and Contention-Based Hybrid MAC for Wireless Networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Reservation; Computer science; Computer network; Quality of service; Access control; Channel (broadcasting); Frame (networking); Throughput; Multiplexing; Wireless; Distributed computing; Telecommunications","score_opus":0.01602429962982677,"score_gpt":0.2536652968408087,"score_spread":0.23764099721098192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055375307","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1300024,0.004641663,0.84961987,0.0005669979,0.0001465313,0.00007255202,0.000098459524,0.0006551189,0.014196365],"genre_scores_gemma":[0.97771305,0.0007186286,0.018909225,0.00005668506,0.00009174572,0.000060772676,0.00004574658,0.00005517691,0.002348957],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99852645,0.0004957068,0.000043432676,0.00015505365,0.00057605305,0.0002033205],"domain_scores_gemma":[0.9968322,0.0019890754,0.00026905508,0.00020105396,0.00063998863,0.00006867617],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023330674,0.00077298924,0.0007408899,0.00090031454,0.0004770333,0.0012801497,0.0011414477,0.00070633594,0.0015902413],"category_scores_gemma":[0.0059935534,0.0003664751,0.00044561413,0.00079217635,0.0008454311,0.0014184836,0.0006358581,0.00062344177,0.00033626158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025996804,0.00007037385,0.0012330776,0.0001178511,0.000090115944,0.00013717015,0.00013231188,0.8840575,0.00963122,0.0717283,0.0013632814,0.031178737],"study_design_scores_gemma":[0.0000017346092,0.00001774738,0.00011043538,0.0000021593632,0.00000530114,0.000014237265,0.000005166373,0.99739057,0.00031592822,0.001976345,0.00015656056,0.0000039225915],"about_ca_topic_score_codex":0.0036587443,"about_ca_topic_score_gemma":0.0016004118,"teacher_disagreement_score":0.0036587443,"about_ca_system_score_codex":0.0019272657,"about_ca_system_score_gemma":0.0010364342,"threshold_uncertainty_score":0.0139834285},"labels":[],"label_agreement":null},{"id":"W2056807937","doi":"10.1109/atc.2013.6698109","title":"Performance and applicability of geographic-based routing in smart grid's neighbor area networks","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer network; Computer science; Geographic routing; Network packet; Routing protocol; Smart grid; Dynamic Source Routing; Distributed computing; Engineering","score_opus":0.009489726887707387,"score_gpt":0.20619079336731816,"score_spread":0.19670106647961078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056807937","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97567195,0.00085750327,0.019648615,0.00018614497,0.000030411275,0.000034968198,0.00008824385,0.00033090735,0.0031512915],"genre_scores_gemma":[0.9978551,0.00014098042,0.0018365617,0.000008735231,0.0000031332863,0.0000057587326,0.000049425576,0.0000046670207,0.00009559739],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993111,0.00027131074,0.00003921678,0.00008316638,0.00020951159,0.00008574673],"domain_scores_gemma":[0.996845,0.0020818028,0.00033289217,0.0002690421,0.00041207962,0.000059240487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016582775,0.00031678798,0.00033193303,0.0006247287,0.0003374797,0.00047017008,0.00055498217,0.00043678115,0.0003470686],"category_scores_gemma":[0.005271878,0.00013888594,0.00013809874,0.0006974104,0.00048980926,0.0010204201,0.0005081485,0.00016660894,0.000059063837],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039219184,0.00007821636,0.010153313,0.00009439841,0.000044345794,0.00010039388,0.000114906485,0.9415227,0.008963391,0.002953299,0.0005052805,0.035077535],"study_design_scores_gemma":[0.000018874682,0.00039830152,0.0039683785,0.000007684363,0.000021355612,0.00012657471,0.00011353141,0.98841405,0.005221887,0.001296337,0.0003969016,0.00001602063],"about_ca_topic_score_codex":0.004070037,"about_ca_topic_score_gemma":0.0029474292,"teacher_disagreement_score":0.004070037,"about_ca_system_score_codex":0.00092776585,"about_ca_system_score_gemma":0.00040248214,"threshold_uncertainty_score":0.008769929},"labels":[],"label_agreement":null},{"id":"W2056846689","doi":"10.1002/ett.4460110402","title":"Service Quality Control in Multimedia Wireless Networks","year":2000,"lang":"en","type":"article","venue":"European Transactions on Telecommunications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Opera; Queen (butterfly); Citation; Library science; Service (business); Telecommunications; Art; Engineering; Art history; Computer science; Business","score_opus":0.022381127903495245,"score_gpt":0.27207318734452285,"score_spread":0.2496920594410276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056846689","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020954318,0.0047230925,0.96746516,0.00090376183,0.00027189127,0.00005936892,0.000048652204,0.00039354787,0.005180122],"genre_scores_gemma":[0.920106,0.0029096864,0.0706259,0.00030564523,0.0007391224,0.0001106885,0.000096627125,0.00010005271,0.005006237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99804914,0.0005424518,0.00009532118,0.00026624842,0.00079014275,0.000256686],"domain_scores_gemma":[0.9965842,0.0021991178,0.0002861008,0.00021285999,0.0006273687,0.000090384514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032886064,0.00064063194,0.0009852144,0.00087064743,0.0006628276,0.002094254,0.001462383,0.0009517133,0.0021717336],"category_scores_gemma":[0.0076908306,0.0003555898,0.00028379893,0.0014707834,0.0012994194,0.0018794521,0.00089453894,0.0012127946,0.00031204618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051937724,0.00018167784,0.0010278419,0.00031089256,0.00006412804,0.00013069625,0.00027459234,0.40139806,0.013041205,0.24651283,0.005567255,0.33097145],"study_design_scores_gemma":[0.000030504563,0.000058579004,0.0002661215,0.000016842268,0.000019124782,0.00003424703,0.000023799586,0.9521589,0.0017373983,0.043406006,0.002236162,0.000012198631],"about_ca_topic_score_codex":0.0041085416,"about_ca_topic_score_gemma":0.0024029308,"teacher_disagreement_score":0.0041085416,"about_ca_system_score_codex":0.0020367003,"about_ca_system_score_gemma":0.0009562192,"threshold_uncertainty_score":0.01739204},"labels":[],"label_agreement":null},{"id":"W2057556122","doi":"10.1145/1368436.1368449","title":"SMARTA","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":74,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"National Science Council; Canada Research Chairs","keywords":"Computer science; Wireless; Throughput; Channel (broadcasting); Wireless lan; Computer network; Power (physics); Architecture; Network packet; Wireless LAN controller; Wireless network; Point (geometry); Distributed computing; Wi-Fi array; Telecommunications","score_opus":0.005419382339449424,"score_gpt":0.20319918522944183,"score_spread":0.19777980288999242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057556122","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035929188,0.0009758717,0.60863465,0.0014431063,0.0006933592,0.0006492052,0.0048726597,0.102604225,0.2441978],"genre_scores_gemma":[0.34483963,0.0011330809,0.396951,0.0017820041,0.0002696315,0.0008091441,0.013969222,0.006858851,0.2333875],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99945325,0.000066885244,0.000035971734,0.00014381832,0.00022104202,0.00007906022],"domain_scores_gemma":[0.9989674,0.00015495683,0.00008422896,0.00044914937,0.00023851346,0.00010572651],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007252303,0.0006515479,0.00051473035,0.00082272297,0.00053518335,0.0015756997,0.0016526097,0.00082638086,0.050915055],"category_scores_gemma":[0.0017696796,0.00042975976,0.0005547191,0.00067412143,0.00042254213,0.0021767425,0.0016872582,0.00071694324,0.037725255],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00082133873,0.00030008273,0.0039281985,0.00042297348,0.000082284874,0.00032786318,0.0002443983,0.020874435,0.03446532,0.05879594,0.21043526,0.669302],"study_design_scores_gemma":[0.0001905685,0.000279911,0.0026999817,0.00008038011,0.00007280835,0.00082538597,0.00016527157,0.1776684,0.037880283,0.03704947,0.7429864,0.00010115981],"about_ca_topic_score_codex":0.0008261502,"about_ca_topic_score_gemma":0.0017775394,"teacher_disagreement_score":0.94908494,"about_ca_system_score_codex":0.00044855007,"about_ca_system_score_gemma":0.0008299798,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W2057739959","doi":"10.1016/j.comcom.2003.08.019","title":"Hierarchical analysis of RealMedia streaming traffic on an IEEE 802.11b wireless LAN","year":2003,"lang":"en","type":"article","venue":"Computer Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Washington; Cisco Systems","keywords":"Computer science; Computer network; Wireless network; Network packet; Application layer; Burstiness; Retransmission; Network layer; Wireless; Layer (electronics); Telecommunications; Software deployment","score_opus":0.04371029394683832,"score_gpt":0.31070105471083254,"score_spread":0.2669907607639942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057739959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9351049,0.0001494953,0.059876144,0.00014207985,0.000014679007,0.000032289674,0.00029562382,0.0006903363,0.0036944188],"genre_scores_gemma":[0.99251294,0.000053023137,0.0064077196,0.000016497388,0.000010396241,0.000009089322,0.00024839063,0.00003499906,0.0007068919],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9996443,0.00007255531,0.000011965889,0.00004594183,0.00014728104,0.00007798358],"domain_scores_gemma":[0.99861944,0.00060692773,0.00008527213,0.00013063087,0.00047171907,0.000085993306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004054037,0.00031894443,0.00033356485,0.0011680695,0.00047258407,0.00044336062,0.00041572988,0.0002814799,0.0012728778],"category_scores_gemma":[0.0020088474,0.000168404,0.00020594455,0.00078905275,0.00032040087,0.00044700745,0.00034101063,0.00048627952,0.00022167177],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012847199,0.0005507198,0.038100183,0.0001549837,0.00010248018,0.0008576013,0.0005872233,0.63025653,0.16183545,0.019878194,0.0038864575,0.14250545],"study_design_scores_gemma":[0.0000042910965,0.000037339138,0.008845599,0.0000026684759,0.0000069405232,0.000046032463,0.00005990656,0.98500407,0.0042199045,0.0015484341,0.00021665344,0.000008153825],"about_ca_topic_score_codex":0.007813027,"about_ca_topic_score_gemma":0.0067652445,"teacher_disagreement_score":0.007813027,"about_ca_system_score_codex":0.0007070791,"about_ca_system_score_gemma":0.00042397465,"threshold_uncertainty_score":0.015535116},"labels":[],"label_agreement":null},{"id":"W2058385658","doi":"10.1109/bsc.2008.4563250","title":"A performance study of roaming in wireless local area networks based on IEEE 802.11r","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Roaming; Computer network; Computer science; IEEE 802.11; Wi-Fi; Quality of service; IEEE 802.1X; Inter-Access Point Protocol; IEEE 802.11e-2005; Flexibility (engineering); Wireless network; IEEE 802.11s; Wireless; Telecommunications; Wi-Fi array; Wireless mesh network","score_opus":0.028132313949885534,"score_gpt":0.23876405070568507,"score_spread":0.21063173675579955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058385658","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8679515,0.007517104,0.1066065,0.00053828396,0.00014790872,0.000098175406,0.0001681161,0.0004864874,0.016485862],"genre_scores_gemma":[0.9934993,0.00089079235,0.0048757754,0.000036922174,0.000038191516,0.000021893738,0.0000771974,0.000029365816,0.00053071073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99586415,0.0018115193,0.00015368476,0.0004144549,0.0010776105,0.0006785606],"domain_scores_gemma":[0.9884731,0.008342687,0.0010494959,0.00065606734,0.0012854672,0.00019316703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035289961,0.0009665553,0.0010821228,0.0010449867,0.0008103494,0.0011366177,0.00089450186,0.0010217587,0.0009853162],"category_scores_gemma":[0.012945157,0.00025783674,0.00037142474,0.0013789553,0.0010180518,0.002199616,0.00069773983,0.00079048943,0.00025004512],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012066502,0.00043059696,0.01507845,0.0005952328,0.0002308808,0.0006610356,0.00066256896,0.79596865,0.050253473,0.02733808,0.0023003935,0.10527397],"study_design_scores_gemma":[0.000026166717,0.0012396495,0.004989464,0.000029296727,0.00006706299,0.0006072441,0.00015167324,0.9816607,0.008263755,0.0017883864,0.0011207585,0.00005575444],"about_ca_topic_score_codex":0.0031265006,"about_ca_topic_score_gemma":0.0017647973,"teacher_disagreement_score":0.0035289961,"about_ca_system_score_codex":0.0012524442,"about_ca_system_score_gemma":0.0004917685,"threshold_uncertainty_score":0.018663347},"labels":[],"label_agreement":null},{"id":"W2059032550","doi":"10.1016/j.tcs.2013.02.008","title":"A tight characterization of strategic games with a unique equilibrium","year":2013,"lang":"en","type":"article","venue":"Theoretical Computer Science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Nash equilibrium; Computer science; Set (abstract data type); Action (physics); Strategy; Characterization (materials science); Mathematical economics; A priori and a posteriori; Correlated equilibrium; Best response; Game theory; Solution concept; Mathematical optimization; Repeated game; Equilibrium selection; Mathematics","score_opus":0.013419054997618576,"score_gpt":0.23159446582972637,"score_spread":0.21817541083210779,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059032550","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17601065,0.00082633767,0.716262,0.0044707875,0.0002665429,0.00032046824,0.0012285319,0.00065543945,0.0999593],"genre_scores_gemma":[0.91050804,0.001089714,0.05974224,0.0011602422,0.00064911065,0.0006857904,0.0011752209,0.00033821372,0.024651514],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9949004,0.0014326993,0.00035412385,0.0013273846,0.00094572455,0.0010396265],"domain_scores_gemma":[0.98168325,0.011107707,0.0018606886,0.0011284548,0.0020424454,0.0021774606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037608482,0.0024315615,0.0035888623,0.004808917,0.0035544406,0.008297772,0.004701526,0.0035080947,0.01918726],"category_scores_gemma":[0.021806559,0.0020458729,0.0028464156,0.0050074253,0.0056045623,0.014102982,0.0068101827,0.009052012,0.002399688],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006639787,0.000053166343,0.00019829058,0.00006884851,0.000028344568,0.000067306246,0.0002776167,0.0034470148,0.0009635807,0.9901308,0.0018360923,0.0028626618],"study_design_scores_gemma":[0.000038294445,0.000058861813,0.00022492539,0.000035029636,0.000029282093,0.000099956065,0.00012727351,0.028746562,0.0003356951,0.968597,0.001676343,0.000030657473],"about_ca_topic_score_codex":0.0021189838,"about_ca_topic_score_gemma":0.0014614766,"teacher_disagreement_score":0.01918726,"about_ca_system_score_codex":0.0032282132,"about_ca_system_score_gemma":0.0025589485,"threshold_uncertainty_score":0.064187825},"labels":[],"label_agreement":null},{"id":"W2059088819","doi":"10.1049/iet-com.2011.0525","title":"Theoretical framework for quality of service analysis of differentiated traffic in 802.11 wireless local area networks","year":2012,"lang":"en","type":"article","venue":"IET Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer network; Computer science; Quality of service; Voice over IP; Network packet; Distributed coordination function; IEEE 802.11; Throughput; Wireless network; Telecommunications link; Queuing delay; Packet loss; Token bucket; Wireless; Telecommunications","score_opus":0.06812888433809106,"score_gpt":0.35835518318208726,"score_spread":0.2902262988439962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059088819","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015379541,0.00069438264,0.9926641,0.00026932987,0.00011321127,0.00004713303,0.00004814458,0.0000710942,0.004554702],"genre_scores_gemma":[0.39883953,0.007097751,0.58389914,0.0009360908,0.001167022,0.00127719,0.00049963134,0.00023070826,0.0060529443],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99681914,0.0010468109,0.00017240545,0.00027626296,0.0014192645,0.00026605118],"domain_scores_gemma":[0.9960907,0.002232465,0.00025738787,0.00043144502,0.0009355071,0.000052486976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004468938,0.001878997,0.0011660741,0.0028603873,0.0008382234,0.0025568802,0.0032777789,0.0025686864,0.0025889555],"category_scores_gemma":[0.011630549,0.000794015,0.0017219317,0.0022271336,0.0027203346,0.0030866768,0.0015541479,0.0029717814,0.0009914804],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011059946,0.00004794371,0.00026921727,0.00012915824,0.000033369106,0.00012091317,0.0001270419,0.25534844,0.001267468,0.7290925,0.0012808008,0.012272028],"study_design_scores_gemma":[0.000008851592,0.000035569192,0.00012487955,0.000061013052,0.0000137015495,0.00009992994,0.000039680865,0.8292563,0.00051013037,0.16446526,0.0053611565,0.0000235391],"about_ca_topic_score_codex":0.0034802742,"about_ca_topic_score_gemma":0.0010987264,"teacher_disagreement_score":0.004468938,"about_ca_system_score_codex":0.0036620935,"about_ca_system_score_gemma":0.0018360356,"threshold_uncertainty_score":0.026570499},"labels":[],"label_agreement":null},{"id":"W205921263","doi":"10.1017/cbo9780511611421.022","title":"A Survey of Analytical Modeling for Cellular/WLAN Interworking","year":2007,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Wireless; Realm; Computer science; Computer network; Wireless WAN; Telecommunications; Wireless network; Wi-Fi; Cellular network; Wi-Fi array; Geography","score_opus":0.10664775721027517,"score_gpt":0.264191054965875,"score_spread":0.15754329775559986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W205921263","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004144937,0.2541324,0.65088326,0.0028518487,0.0016636479,0.000115598275,0.00045556182,0.00082802295,0.084924765],"genre_scores_gemma":[0.12718515,0.6227216,0.19726059,0.0017197689,0.0041327607,0.00047746307,0.0013491779,0.00067378144,0.04447978],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992312,0.00018992658,0.000052150823,0.00008204179,0.00037670328,0.00006797269],"domain_scores_gemma":[0.9990397,0.0004626718,0.000049928327,0.00012004594,0.00029790818,0.000029782734],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013166066,0.0014854026,0.0013635202,0.0020713618,0.0007409687,0.00281743,0.0028926793,0.0020287596,0.0054194746],"category_scores_gemma":[0.0036244432,0.00088921754,0.0009954486,0.0052219955,0.00081088516,0.003266828,0.0011579093,0.0022020263,0.004490878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059147267,0.00023585928,0.00095482153,0.0015836261,0.00007141935,0.00035643874,0.00029513254,0.12675318,0.0019229484,0.43056872,0.048116114,0.3890826],"study_design_scores_gemma":[0.000016165053,0.00008017357,0.00050459296,0.0011509376,0.00005446764,0.0006155149,0.00019887784,0.3541041,0.0014069094,0.29038107,0.35140446,0.00008267817],"about_ca_topic_score_codex":0.0035322122,"about_ca_topic_score_gemma":0.0014872215,"teacher_disagreement_score":0.0054194746,"about_ca_system_score_codex":0.0019708336,"about_ca_system_score_gemma":0.0012035244,"threshold_uncertainty_score":0.018129885},"labels":[],"label_agreement":null},{"id":"W2059312872","doi":"10.1155/2010/489527","title":"Mathematical Analysis of EDCA's Performance on the Control Channel of an IEEE 802.11p WAVE Vehicular Network","year":2010,"lang":"en","type":"article","venue":"EURASIP Journal on Wireless Communications and Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"IEEE 802.11p; Computer science; Channel (broadcasting); Markov chain; Computer network; Throughput; Frame (networking); Transmission (telecommunications); IEEE 802; Control channel; Wireless; Vehicular ad hoc network; IEEE 802.11; Protocol (science); IEEE 802.11e-2005; Wireless network; Telecommunications; Wireless ad hoc network","score_opus":0.036727856146773145,"score_gpt":0.2735276524198676,"score_spread":0.23679979627309444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059312872","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07437218,0.0032035308,0.8823434,0.0016194059,0.00020620544,0.00012523547,0.00032079732,0.00026076206,0.03754847],"genre_scores_gemma":[0.9450213,0.0038575802,0.035634056,0.00028783924,0.00023516805,0.00031395044,0.00018732522,0.00012450057,0.0143383695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988777,0.00034478417,0.00003508865,0.00014802236,0.00031612453,0.00027825008],"domain_scores_gemma":[0.9887692,0.008411416,0.0009084464,0.00029183322,0.0014245484,0.00019451336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00266422,0.001312617,0.0011172418,0.0015357425,0.0010333774,0.0019832435,0.0013925517,0.0014145983,0.0044902815],"category_scores_gemma":[0.012753723,0.0005687526,0.0008247768,0.0013365815,0.0026475477,0.0022180532,0.0014170504,0.0020204815,0.00069585553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008897625,0.000048225942,0.0006291315,0.00014000681,0.00003842059,0.00017730432,0.00018226595,0.805108,0.0022406494,0.18286642,0.0018520817,0.0066284435],"study_design_scores_gemma":[0.000005428052,0.000023048166,0.00015902445,0.00001769272,0.000013533201,0.00003814698,0.000020739382,0.9881158,0.00026282587,0.01102981,0.00030160334,0.000012334229],"about_ca_topic_score_codex":0.008459395,"about_ca_topic_score_gemma":0.004588505,"teacher_disagreement_score":0.008459395,"about_ca_system_score_codex":0.0032276837,"about_ca_system_score_gemma":0.0018424717,"threshold_uncertainty_score":0.023418546},"labels":[],"label_agreement":null},{"id":"W2059634183","doi":"10.1109/twc.2014.2337315","title":"Performance Analysis of Group-Synchronized DCF for Dense IEEE 802.11 Networks","year":2014,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":130,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Distributed coordination function; Computer science; Throughput; Computer network; IEEE 802.11; Wireless network; Capture effect; Wireless; Channel (broadcasting); Task (project management); Telecommunications","score_opus":0.027337827503807498,"score_gpt":0.274950409253304,"score_spread":0.2476125817494965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059634183","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5407214,0.0017228156,0.44357577,0.00052172557,0.000082158316,0.00013365482,0.00019647587,0.0006461778,0.012399723],"genre_scores_gemma":[0.99353653,0.00022656482,0.005696434,0.00002410711,0.000016301967,0.000025813995,0.00003547702,0.000013811939,0.00042487693],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989286,0.00023656418,0.000020839587,0.000120541,0.0004323764,0.00026103112],"domain_scores_gemma":[0.99710983,0.0016376975,0.00033569237,0.00022314618,0.0005986385,0.000095082636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016641032,0.0006904056,0.00068750186,0.0010528839,0.0008487603,0.00068652694,0.0007331029,0.00063273875,0.0010376727],"category_scores_gemma":[0.0059074806,0.0002537397,0.00035275123,0.0010564061,0.0009341936,0.00093433034,0.0006820266,0.00054344663,0.0001578242],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012249158,0.000045107277,0.001377454,0.000049647915,0.000022200873,0.00007378094,0.000089823974,0.97119194,0.0046689105,0.0075589046,0.00065835216,0.014141488],"study_design_scores_gemma":[0.0000046433993,0.000058264082,0.00037475963,0.0000034325114,0.0000057021834,0.000022046852,0.000023597911,0.99803156,0.00067294145,0.0006680074,0.00012930892,0.0000057093657],"about_ca_topic_score_codex":0.015296139,"about_ca_topic_score_gemma":0.0075108116,"teacher_disagreement_score":0.015296139,"about_ca_system_score_codex":0.0029121507,"about_ca_system_score_gemma":0.0016929359,"threshold_uncertainty_score":0.030414224},"labels":[],"label_agreement":null},{"id":"W2059870810","doi":"10.1109/glocom.2013.6831523","title":"Adaptive access control of CSMA/CA in wireless LANs for throughput improvement","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Throughput; Computer network; Wireless lan; Computer science; Carrier sense multiple access with collision avoidance; Access control; Wireless; Telecommunications","score_opus":0.02438466125380781,"score_gpt":0.28392750531989225,"score_spread":0.2595428440660844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059870810","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06735336,0.0025353995,0.923224,0.00029234387,0.0002004492,0.00009165705,0.000020779064,0.0010063414,0.005275641],"genre_scores_gemma":[0.9250771,0.0007718262,0.07210531,0.00009149449,0.000119045995,0.00007984646,0.0000145216345,0.000022747168,0.00171813],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995189,0.00011611516,0.000027430122,0.00008676286,0.00019420519,0.00005659066],"domain_scores_gemma":[0.9992052,0.00042803542,0.000082216895,0.000071564034,0.00017199077,0.000041002677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007250085,0.00044389727,0.000292359,0.00054657884,0.0005338897,0.00067746924,0.00082633947,0.0003950858,0.0008999672],"category_scores_gemma":[0.0022535322,0.00014992444,0.00020504168,0.0005176234,0.0007825218,0.00073723844,0.00041143625,0.0007624933,0.00012072674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053588516,0.00031001112,0.0024840243,0.0003693088,0.0001249479,0.000537425,0.00047254603,0.43516943,0.1261805,0.13396113,0.003663983,0.2961908],"study_design_scores_gemma":[0.00004342126,0.0001398679,0.00030875896,0.000013836243,0.00004295572,0.000112497466,0.000024562158,0.9760138,0.010821671,0.008782066,0.003677396,0.00001915526],"about_ca_topic_score_codex":0.0033825242,"about_ca_topic_score_gemma":0.0027280583,"teacher_disagreement_score":0.0033825242,"about_ca_system_score_codex":0.0006071056,"about_ca_system_score_gemma":0.0010178428,"threshold_uncertainty_score":0.006725669},"labels":[],"label_agreement":null},{"id":"W2059929071","doi":"10.1145/1292331.1292409","title":"On high-throughput and fair multi-hop wireless ad hoc networks with MIMO","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Goodput; Computer network; Computer science; Wireless ad hoc network; Spatial multiplexing; Multiple Access with Collision Avoidance for Wireless; Ad hoc wireless distribution service; Throughput; MIMO; Vehicular ad hoc network; Wireless network; Service set; Network allocation vector; Wireless; Optimized Link State Routing Protocol; IEEE 802.11; Wi-Fi; Telecommunications; Channel (broadcasting)","score_opus":0.009222681585002388,"score_gpt":0.22252419462888823,"score_spread":0.21330151304388584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059929071","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029018614,0.008967345,0.93861836,0.0012003054,0.0008667394,0.00015191692,0.00006452253,0.0002586879,0.02085344],"genre_scores_gemma":[0.90165687,0.007791242,0.07942254,0.00059754966,0.0019524518,0.0002347555,0.00004887648,0.000094961215,0.008200706],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979462,0.00084198767,0.000051022133,0.00014152014,0.0007261406,0.00029314205],"domain_scores_gemma":[0.9959239,0.002855754,0.00016248235,0.000415745,0.0005147959,0.00012728077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037555117,0.0009931325,0.0011194374,0.0010550126,0.0018278472,0.0016034769,0.0012233206,0.0007950682,0.0018545293],"category_scores_gemma":[0.0064219744,0.0005314618,0.0003574435,0.0010554248,0.002630365,0.0025270334,0.0018355385,0.0013318076,0.0004824621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039447052,0.000109657885,0.00088467076,0.00023618051,0.00007990436,0.0005341249,0.0005638256,0.40264854,0.010117342,0.5178564,0.0076939818,0.05888091],"study_design_scores_gemma":[0.000057445573,0.00016555982,0.0003265619,0.000055903543,0.00004210294,0.00022909284,0.00008440515,0.8597852,0.003145542,0.12522025,0.010829716,0.000058314774],"about_ca_topic_score_codex":0.002887499,"about_ca_topic_score_gemma":0.0040928735,"teacher_disagreement_score":0.0037555117,"about_ca_system_score_codex":0.001996935,"about_ca_system_score_gemma":0.0010122365,"threshold_uncertainty_score":0.01986128},"labels":[],"label_agreement":null},{"id":"W2061359222","doi":"10.1109/glocom.2006.1010","title":"WSNp1-5: Analysis of a New 802.11 Distributed Media Access Control Protocol","year":2006,"lang":"en","type":"article","venue":"Globecom","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Distributed coordination function; Computer science; Throughput; Overhead (engineering); Reset (finance); Protocol (science); Computer network; Access control; Process (computing); Distributed computing; IEEE 802.11; Wireless; Operating system","score_opus":0.018911170265732146,"score_gpt":0.29897076324412875,"score_spread":0.2800595929783966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061359222","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030492077,0.0012045199,0.95614856,0.00033313173,0.00025614054,0.0003341021,0.000273552,0.00085742306,0.010100505],"genre_scores_gemma":[0.65768653,0.002149424,0.32890457,0.00024222625,0.00023003877,0.00085433753,0.0007527511,0.00021601983,0.008964086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988385,0.0001580849,0.000057638004,0.00013681971,0.0007056991,0.00010329279],"domain_scores_gemma":[0.9993562,0.00022856884,0.00009200864,0.000060446484,0.0002451508,0.000017680943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010102302,0.000828151,0.00044395524,0.0010316962,0.0004018438,0.0007897504,0.0012642244,0.00062747893,0.0020773842],"category_scores_gemma":[0.0026168346,0.00029390503,0.0006335582,0.0006507269,0.0004183729,0.0014399997,0.00045302528,0.00092240557,0.00052010664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022436306,0.00013382184,0.0033531694,0.0005064849,0.0001158389,0.0006771179,0.00013204927,0.7518448,0.02904333,0.084254384,0.0046101133,0.12510458],"study_design_scores_gemma":[0.000009363088,0.00006564753,0.00038232392,0.00001360972,0.000019734232,0.00012801943,0.00000905971,0.9880264,0.0036455763,0.0026807666,0.0050081047,0.0000113805245],"about_ca_topic_score_codex":0.003952804,"about_ca_topic_score_gemma":0.002737188,"teacher_disagreement_score":0.003952804,"about_ca_system_score_codex":0.0012152016,"about_ca_system_score_gemma":0.0010591324,"threshold_uncertainty_score":0.0088169575},"labels":[],"label_agreement":null},{"id":"W2063443738","doi":"10.1007/s11276-006-7529-7","title":"QoS Mechanisms for the MAC Protocol of IEEE 802.11 WLANs","year":2006,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Distributed coordination function; Quality of service; Network allocation vector; IEEE 802.11; Inter-Access Point Protocol; IEEE 802.11e-2005; IEEE 802; IEEE 802.11s; Scheduling (production processes); Media access control; IEEE 802.1X; Service set; Wi-Fi; Wireless network; Wireless; Telecommunications; Wi-Fi array","score_opus":0.013288943994382931,"score_gpt":0.2571937997791612,"score_spread":0.24390485578477825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063443738","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051084273,0.010101598,0.8998358,0.0031187523,0.002281542,0.0005436828,0.00029952874,0.0045905383,0.028144287],"genre_scores_gemma":[0.8069444,0.0049346522,0.1626703,0.0012076687,0.0024358532,0.0009369505,0.0003995414,0.00044894428,0.020021733],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9976616,0.00056665036,0.0003109854,0.00016536894,0.0009218464,0.00037361495],"domain_scores_gemma":[0.99362236,0.0021295552,0.00075432577,0.001089376,0.0021021187,0.00030236488],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0058388645,0.001151308,0.00067857193,0.0018216644,0.0015903853,0.0044652945,0.0026825876,0.0014276175,0.0045859814],"category_scores_gemma":[0.01225055,0.0007478152,0.00045818466,0.0009015459,0.0016027794,0.0035190934,0.0023001025,0.0031789609,0.0015395647],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010859143,0.00038515218,0.001645236,0.0008115411,0.00016582354,0.0004248365,0.0012564367,0.023346476,0.0654582,0.6356446,0.019800182,0.24997555],"study_design_scores_gemma":[0.0004717965,0.001079053,0.002489066,0.00066620635,0.00053793413,0.0012253749,0.00066542346,0.40811223,0.06922055,0.32504517,0.19012366,0.0003635248],"about_ca_topic_score_codex":0.00094231433,"about_ca_topic_score_gemma":0.0007228584,"teacher_disagreement_score":0.0058388645,"about_ca_system_score_codex":0.0012603243,"about_ca_system_score_gemma":0.001047657,"threshold_uncertainty_score":0.03087926},"labels":[],"label_agreement":null},{"id":"W2063531717","doi":"10.1109/glocom.2006.701","title":"WLC15-4: Enhanced Per-Flow Admission Control and QoS Provisioning in IEEE 802.11e Wireless LANs","year":2006,"lang":"en","type":"article","venue":"Globecom","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Quality of service; Computer science; Computer network; Provisioning; Admission control; Wireless Multimedia Extensions; Access control; Channel (broadcasting); IEEE 802; IEEE 802.11e-2005; Call Admission Control; Resource allocation; Wireless; Wireless network; Wi-Fi array; Telecommunications","score_opus":0.0055791159151229765,"score_gpt":0.23003036839482058,"score_spread":0.2244512524796976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063531717","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054191835,0.0014479462,0.93180394,0.00076013466,0.00033240506,0.00032789234,0.00008552498,0.0036776175,0.0073727146],"genre_scores_gemma":[0.72295934,0.0008207368,0.2663874,0.00052719336,0.00029104264,0.00035636305,0.00025821172,0.00015215021,0.008247494],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99761534,0.0006609142,0.00016017356,0.00017187114,0.001006648,0.00038497066],"domain_scores_gemma":[0.9986381,0.00030184077,0.00013659372,0.00030781518,0.0005196378,0.000096034586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003492092,0.0005944292,0.0009732632,0.0012695054,0.00074670854,0.002088961,0.0026604598,0.0012693409,0.0016328886],"category_scores_gemma":[0.0038447566,0.00032647562,0.00035829112,0.0009255233,0.0012541148,0.0018767696,0.0014328047,0.0017722162,0.00062874117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010462645,0.00056111004,0.0024527137,0.00026621023,0.00009813025,0.0004861197,0.0003657289,0.2974752,0.055819113,0.09108111,0.013225995,0.5371222],"study_design_scores_gemma":[0.000067112414,0.00014070794,0.00040110407,0.00001998053,0.000019060266,0.00010811968,0.000019521482,0.9671797,0.014645524,0.007582254,0.009773385,0.000043592616],"about_ca_topic_score_codex":0.006320267,"about_ca_topic_score_gemma":0.005172433,"teacher_disagreement_score":0.006320267,"about_ca_system_score_codex":0.00178031,"about_ca_system_score_gemma":0.002220054,"threshold_uncertainty_score":0.018468142},"labels":[],"label_agreement":null},{"id":"W2063605941","doi":"10.1109/glocom.2011.6134464","title":"Analysis of Controlled Probabilistic Access with Multipacket Reception","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Aloha; Probabilistic logic; Computer science; Random access; Throughput; Decoding methods; Computer network; Bandwidth (computing); Upper and lower bounds; Algorithm; Telecommunications; Mathematics; Wireless","score_opus":0.056095374336353185,"score_gpt":0.2869440673201721,"score_spread":0.23084869298381888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063605941","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.115677394,0.001143639,0.8483601,0.00084371056,0.000080342244,0.00012691018,0.00015555232,0.00030139682,0.033310927],"genre_scores_gemma":[0.9823498,0.00058288913,0.010795829,0.00007582964,0.0000765359,0.000090363494,0.000041778294,0.00005559143,0.005931433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984303,0.00042803603,0.000034017754,0.00014813169,0.0006074383,0.00035194747],"domain_scores_gemma":[0.9940513,0.004298599,0.00062010874,0.0002557914,0.00061985507,0.00015428544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019695528,0.00081259303,0.00077019446,0.0009708372,0.000604368,0.0019375087,0.0015431099,0.0011137452,0.0041197306],"category_scores_gemma":[0.008882363,0.000650327,0.00069204683,0.00091286853,0.0021163628,0.002036179,0.0013979218,0.0011145087,0.0003542051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011220922,0.000045423785,0.00060000236,0.00008560052,0.000039168805,0.00023769964,0.00013252923,0.7664363,0.0045476123,0.22201806,0.0007433809,0.0050020544],"study_design_scores_gemma":[0.000006024273,0.000021178723,0.000102997226,0.0000050875833,0.00000728327,0.000036433685,0.000010920895,0.9861829,0.00028973166,0.0130993575,0.00023031366,0.00000771631],"about_ca_topic_score_codex":0.004159618,"about_ca_topic_score_gemma":0.0015708542,"teacher_disagreement_score":0.004159618,"about_ca_system_score_codex":0.0023801292,"about_ca_system_score_gemma":0.0012886605,"threshold_uncertainty_score":0.017269135},"labels":[],"label_agreement":null},{"id":"W2063930117","doi":"10.1109/glocom.2008.ecp.161","title":"Efficient Rate Adaptation with QoS Support for Wireless Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Quality of service; Computer network; Throughput; Link adaptation; Network packet; Packet loss; Real-time computing; IEEE 802.11; Fading; Frame (networking); Wireless network; Bandwidth (computing); Channel (broadcasting); Wireless; Telecommunications","score_opus":0.026077505868040828,"score_gpt":0.2402386820341283,"score_spread":0.21416117616608746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063930117","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023526372,0.0017185607,0.96980244,0.0002664987,0.00013725978,0.00008293213,0.000022511224,0.002378918,0.0020644679],"genre_scores_gemma":[0.6665354,0.0016599714,0.32754955,0.0002053073,0.00043849333,0.0001612518,0.00013103176,0.00021745118,0.0031015028],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990006,0.0002996691,0.000072573755,0.00013412286,0.00040474415,0.000088263434],"domain_scores_gemma":[0.99770325,0.00092768413,0.00027165213,0.00057613745,0.00045615598,0.000065223685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015804244,0.00085798407,0.0006167852,0.0005302201,0.0005290595,0.0010065425,0.0013584212,0.0007183056,0.0008252583],"category_scores_gemma":[0.0064046127,0.00034459916,0.00023187096,0.0005915321,0.00059874495,0.0013883964,0.0009437046,0.0014099503,0.0007653214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004843694,0.00025809935,0.0014969625,0.00018199954,0.00006566507,0.00028285233,0.00024950158,0.29652447,0.084132805,0.029577693,0.0046432037,0.58210236],"study_design_scores_gemma":[0.000028760103,0.00007545693,0.00029604035,0.000016772083,0.000015679827,0.0001692835,0.000016718266,0.97677875,0.012528941,0.0058392095,0.004205636,0.00002879663],"about_ca_topic_score_codex":0.0009125307,"about_ca_topic_score_gemma":0.00057909265,"teacher_disagreement_score":0.0015804244,"about_ca_system_score_codex":0.0003952171,"about_ca_system_score_gemma":0.0004976715,"threshold_uncertainty_score":0.008358121},"labels":[],"label_agreement":null},{"id":"W2063980628","doi":"10.1145/1185373.1185442","title":"Distributed schemes for fair throughput in infrastructure-based IEEE 802.11 mesh networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Throughput; Computer science; Computer network; Maximum throughput scheduling; Interference (communication); Scheme (mathematics); Channel (broadcasting); Handover; Quality of service; Wireless; Telecommunications; Mathematics","score_opus":0.01005350308193059,"score_gpt":0.2467062533400686,"score_spread":0.236652750258138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063980628","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021638356,0.0002843229,0.9766986,0.0000975705,0.000043531527,0.00006596934,0.000016478421,0.00016834123,0.0009869155],"genre_scores_gemma":[0.8644449,0.00027830945,0.13374694,0.000052843905,0.0001066476,0.00019736923,0.000033341617,0.000050396222,0.0010892111],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99631256,0.0014140408,0.0001825842,0.00054263027,0.0010611563,0.00048702548],"domain_scores_gemma":[0.9937734,0.003947782,0.00045615147,0.00094638724,0.00072530645,0.00015116166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068589826,0.0009742402,0.0012552644,0.00085677614,0.0014030668,0.0017632178,0.002705726,0.0009685382,0.0012648272],"category_scores_gemma":[0.011961628,0.00043144805,0.0005363748,0.0012777251,0.0018983316,0.002844872,0.0020398109,0.0013363296,0.00019536205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042042867,0.0001550633,0.0007939456,0.000101329,0.00007843028,0.00008187519,0.00028575477,0.8057818,0.00777607,0.120802,0.0010076435,0.062715724],"study_design_scores_gemma":[0.000048834114,0.00007745607,0.00014160582,0.0000073660876,0.000022048447,0.000023262608,0.000026563614,0.971807,0.002366771,0.024623811,0.00084064505,0.000014631762],"about_ca_topic_score_codex":0.0020635691,"about_ca_topic_score_gemma":0.0019249446,"teacher_disagreement_score":0.0068589826,"about_ca_system_score_codex":0.0033514684,"about_ca_system_score_gemma":0.00212075,"threshold_uncertainty_score":0.036274254},"labels":[],"label_agreement":null},{"id":"W2064476164","doi":"10.1109/mnet.2007.4305175","title":"A Generic Framework for Modeling MAC Protocols in Wireless Broadband Access Networks","year":2007,"lang":"en","type":"article","venue":"IEEE Network","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Throughput; Wireless broadband; Frame (networking); Simple (philosophy); Broadband; Broadband networks; Wireless; Wireless network; Wireless distribution system; Protocol (science); Distributed computing; Process (computing); Heterogeneous network; Telecommunications","score_opus":0.060201742916118225,"score_gpt":0.3479157275343294,"score_spread":0.2877139846182112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064476164","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018728112,0.00042865155,0.994344,0.00022649502,0.000089817164,0.00009210641,0.000097131546,0.00026865955,0.002580332],"genre_scores_gemma":[0.27964208,0.00506583,0.70353025,0.0007441528,0.00071200466,0.0015435712,0.0004948572,0.00029881997,0.007968457],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892455,0.00032321995,0.00008684899,0.00016022308,0.00039372945,0.00011149696],"domain_scores_gemma":[0.99925035,0.00026434034,0.00011838007,0.00017774664,0.00015522644,0.000033910666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016388888,0.0014873664,0.0009817362,0.0010973148,0.00076447375,0.0018032066,0.0033304936,0.0025213247,0.0017389512],"category_scores_gemma":[0.0031274534,0.00065391685,0.0014862764,0.0014144543,0.0018326569,0.0028345278,0.001131386,0.003387775,0.0011382537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015630467,0.000055973036,0.0001931152,0.00016885783,0.00004311473,0.00016115724,0.00019042824,0.21757111,0.0045314603,0.7612661,0.0020309673,0.013772112],"study_design_scores_gemma":[0.000018619514,0.00006876385,0.00013069548,0.00005259025,0.000042937158,0.00018689067,0.000041011972,0.75309515,0.0016341642,0.22115797,0.02354164,0.000029557905],"about_ca_topic_score_codex":0.0019740204,"about_ca_topic_score_gemma":0.0010905515,"teacher_disagreement_score":0.0033304936,"about_ca_system_score_codex":0.0012498106,"about_ca_system_score_gemma":0.0014526146,"threshold_uncertainty_score":0.009068012},"labels":[],"label_agreement":null},{"id":"W2064574113","doi":"10.1145/1143549.1143720","title":"IEEE 802.15.3 intra-piconet route optimization with application awareness and multi-rate carriers","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Association for Applied Sport Psychology","keywords":"Piconet; DEVS; Computer science; Computer network; PHY; Wireless; Physical layer; Real-time computing; Distributed computing; Bluetooth; Simulation; Telecommunications; Modeling and simulation","score_opus":0.009454472322540243,"score_gpt":0.23298927243158987,"score_spread":0.22353480010904964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064574113","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053068403,0.0005383075,0.9428326,0.00010191008,0.00006266223,0.00005134281,0.000022205682,0.00086649135,0.0024560436],"genre_scores_gemma":[0.725411,0.0002638114,0.27216992,0.00007084391,0.000042705993,0.00008074211,0.00007569577,0.000080429854,0.0018048417],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994541,0.00017493083,0.000034102457,0.00008674616,0.00016974163,0.00008036216],"domain_scores_gemma":[0.9990426,0.00028544496,0.00018608227,0.00021220946,0.00023742885,0.00003622428],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000880264,0.0007154424,0.0006439749,0.0005413502,0.00055883056,0.000783085,0.00096194854,0.0004814319,0.00050429726],"category_scores_gemma":[0.0020485793,0.00023963522,0.0002872668,0.0004977621,0.00048262195,0.0009921002,0.0007569816,0.0006386991,0.00021265548],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051608926,0.00021192919,0.0023233353,0.00013797355,0.0001216229,0.00018809811,0.00030386087,0.47353035,0.058148038,0.018910969,0.004145484,0.44146216],"study_design_scores_gemma":[0.000030014155,0.0002289033,0.00094981625,0.000007938979,0.000036355144,0.0002736546,0.000033684766,0.9694985,0.020155976,0.005434629,0.00332035,0.000030171914],"about_ca_topic_score_codex":0.0014513762,"about_ca_topic_score_gemma":0.0026859052,"teacher_disagreement_score":0.0014513762,"about_ca_system_score_codex":0.00042910824,"about_ca_system_score_gemma":0.00075206853,"threshold_uncertainty_score":0.004655361},"labels":[],"label_agreement":null},{"id":"W2065284761","doi":"10.3934/nhm.2010.5.31","title":"A particle system in interaction with a rapidly varying environment: Mean field limits and applications","year":2010,"lang":"en","type":"article","venue":"Networks and Heterogeneous Media","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":83,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Computer science; Statistical physics; Particle (ecology); Interacting particle system; Particle system; Trajectory; Field (mathematics); Distributed computing; Physics; Stochastic process; Mathematics; Statistics","score_opus":0.010163402121177494,"score_gpt":0.21853635298935656,"score_spread":0.20837295086817906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065284761","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38404804,0.005534144,0.54865474,0.007025375,0.00036169754,0.00009920782,0.000121868376,0.00041681406,0.05373809],"genre_scores_gemma":[0.9647749,0.0018740336,0.023487477,0.00042938537,0.00035009984,0.00013944271,0.00006386966,0.00008646865,0.008794332],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99937207,0.00029111642,0.000015150461,0.00006965558,0.00015528103,0.00009680703],"domain_scores_gemma":[0.9956196,0.0028606183,0.00049498916,0.00019370121,0.0004245564,0.0004064568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00204321,0.0008154072,0.001089292,0.0014151172,0.0016579129,0.0015827632,0.0016712762,0.0022642757,0.0018537149],"category_scores_gemma":[0.0085498905,0.00050400384,0.0008339524,0.0009235757,0.0035513006,0.002855737,0.002693932,0.0016864255,0.00025264182],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049164948,0.000084824256,0.0011778643,0.000101652724,0.00006460836,0.00054491265,0.000397892,0.24507946,0.0018796503,0.74449927,0.002061857,0.0040588407],"study_design_scores_gemma":[0.000018670966,0.000020710339,0.00024646017,0.000012000625,0.000011661271,0.000058795216,0.00004390295,0.8573416,0.0001343839,0.14123946,0.0008541529,0.0000182924],"about_ca_topic_score_codex":0.004585422,"about_ca_topic_score_gemma":0.0016060538,"teacher_disagreement_score":0.004585422,"about_ca_system_score_codex":0.0014031089,"about_ca_system_score_gemma":0.00077956996,"threshold_uncertainty_score":0.010805607},"labels":[],"label_agreement":null},{"id":"W2065320671","doi":"10.1109/glocom.2011.6133612","title":"A Distributed Spectrum Sharing Method for Improving Coexistence of IEEE 802.15.4 Networks","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Superframe; IEEE 802.15; Computer science; Computer network; IEEE 802.11b-1999; Inter-Access Point Protocol; Interference (communication); IEEE 802.11; IEEE 802.11g-2003; IEEE 802.11s; Service set; Network allocation vector; Wireless; Wireless network; Channel (broadcasting); Wi-Fi; Wireless sensor network; Telecommunications","score_opus":0.05217753192000919,"score_gpt":0.29360123976524116,"score_spread":0.24142370784523198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065320671","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02018438,0.00021054715,0.9775875,0.000048539216,0.000062786385,0.000043513428,0.000008560559,0.0004621168,0.0013921408],"genre_scores_gemma":[0.6499902,0.00016921166,0.34734875,0.000084454325,0.000070532544,0.00018530485,0.00004366437,0.00006271554,0.0020451266],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990489,0.0002649591,0.000046445282,0.00018452268,0.00037963377,0.000075497206],"domain_scores_gemma":[0.9988427,0.00044817256,0.00010955147,0.00024381782,0.000291915,0.000063706575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013467869,0.00055472174,0.0006713853,0.00091711816,0.0009938973,0.0005183462,0.0016125566,0.00062339986,0.0015694242],"category_scores_gemma":[0.0028452952,0.00027032706,0.00047096267,0.0006148469,0.0007009495,0.0013180728,0.0013002482,0.0006962542,0.0003098105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006069416,0.00044350792,0.0013579627,0.00020240061,0.00014990514,0.000302897,0.0005437804,0.24473935,0.08298258,0.03925854,0.0032241498,0.6261881],"study_design_scores_gemma":[0.000101005884,0.00027423823,0.00047979943,0.000014136977,0.00005124776,0.00033621077,0.000060675327,0.9595414,0.022827234,0.011531758,0.004734981,0.0000473457],"about_ca_topic_score_codex":0.0008888651,"about_ca_topic_score_gemma":0.0012120492,"teacher_disagreement_score":0.0016125566,"about_ca_system_score_codex":0.00063327537,"about_ca_system_score_gemma":0.00073293207,"threshold_uncertainty_score":0.0071225762},"labels":[],"label_agreement":null},{"id":"W2066844082","doi":"10.1109/mvt.2011.940792","title":"An Open-Source Archiving System","year":2011,"lang":"en","type":"article","venue":"IEEE Vehicular Technology Magazine","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Wireless; Channel (broadcasting); Computer science; Data collection; Data science; Set (abstract data type); Telecommunications","score_opus":0.023933412037499477,"score_gpt":0.2543658130494606,"score_spread":0.2304324010119611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066844082","genre_codex":"software","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018937021,0.0003740146,0.20006411,0.0007823844,0.000989405,0.0012605995,0.08758181,0.6658227,0.041231323],"genre_scores_gemma":[0.023647916,0.0012165703,0.24323186,0.0015571244,0.0008053786,0.003903933,0.41616252,0.17947894,0.12999575],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99529535,0.00048725575,0.0010480314,0.0009087012,0.0019432734,0.00031743283],"domain_scores_gemma":[0.9790081,0.0025252174,0.0010616368,0.010282665,0.0057944558,0.0013279425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007794962,0.0029674512,0.0023609465,0.007564884,0.002396888,0.011067525,0.00791805,0.0038797688,0.16528153],"category_scores_gemma":[0.020298274,0.0017505992,0.0021426876,0.007155986,0.00096639514,0.008259906,0.0070356103,0.004817174,0.24433099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011570432,0.000336942,0.0015500957,0.0012453351,0.00021247163,0.0006858694,0.00078131864,0.0014374143,0.012300733,0.010415138,0.7425809,0.2272967],"study_design_scores_gemma":[0.00021980035,0.00008274489,0.0024913638,0.0003254887,0.00007803937,0.00049541134,0.00022044714,0.0104509415,0.014035724,0.012968444,0.95833117,0.00030029137],"about_ca_topic_score_codex":0.0034474093,"about_ca_topic_score_gemma":0.002260971,"teacher_disagreement_score":0.16528153,"about_ca_system_score_codex":0.0017893192,"about_ca_system_score_gemma":0.004357321,"threshold_uncertainty_score":0.5529218},"labels":[],"label_agreement":null},{"id":"W2067698033","doi":"10.1109/mobhoc.2007.4428623","title":"Understanding Performance for Two 802.11 Competing Flows","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer network; Testbed; Network topology; Network packet; Inefficiency; Node (physics); Hidden node problem; Distributed computing; Topology (electrical circuits); Wireless network; Wireless; Telecommunications","score_opus":0.10162160820915415,"score_gpt":0.3081946118740761,"score_spread":0.20657300366492193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067698033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9433522,0.00042630752,0.04697001,0.00031986833,0.00003318546,0.00005284201,0.00010959806,0.00015885723,0.008577036],"genre_scores_gemma":[0.9966221,0.00009386955,0.0026788705,0.000021591068,0.0000095814985,0.000017133532,0.00005267016,0.0000099260815,0.0004941801],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986992,0.0004214584,0.000049757182,0.00018779222,0.00034152914,0.0003001535],"domain_scores_gemma":[0.9939042,0.004498942,0.00040213956,0.00032509453,0.00067848625,0.00019125541],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023227867,0.00090482476,0.000645333,0.00084762555,0.0007506036,0.0013930287,0.0009405046,0.0015263371,0.001459902],"category_scores_gemma":[0.011349589,0.00031624842,0.00045615414,0.0008035677,0.0009415092,0.0022881809,0.000976275,0.00094000204,0.0002291339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048575687,0.00019555821,0.009566708,0.000074334755,0.00005010161,0.0002737291,0.00038362708,0.9358626,0.011439585,0.027189016,0.00056371756,0.01391531],"study_design_scores_gemma":[0.00001669806,0.00016852112,0.0020709177,0.000007373761,0.000016911543,0.00012518805,0.000092248214,0.9885283,0.0029884973,0.00570541,0.00025677957,0.0000231957],"about_ca_topic_score_codex":0.0051466427,"about_ca_topic_score_gemma":0.0020691885,"teacher_disagreement_score":0.0051466427,"about_ca_system_score_codex":0.0014618655,"about_ca_system_score_gemma":0.0006269269,"threshold_uncertainty_score":0.012284279},"labels":[],"label_agreement":null},{"id":"W2070037609","doi":"10.1145/1942268.1942287","title":"Traffic shaping in wireless home networks","year":2010,"lang":"en","type":"article","venue":"ACM SIGMOBILE Mobile Computing and Communications Review","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Wireless; Wireless network; Scheme (mathematics); Server; Real-time computing; Telecommunications","score_opus":0.03138775617699361,"score_gpt":0.3215506361030663,"score_spread":0.29016287992607265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070037609","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1640008,0.0030810388,0.8030533,0.00063835917,0.00018120413,0.00009686532,0.00008853353,0.0013044173,0.027555468],"genre_scores_gemma":[0.9755567,0.001264059,0.019729255,0.00010544177,0.00010681387,0.000044032917,0.000047766884,0.000076566466,0.0030694804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994282,0.00023398464,0.00001415518,0.00006186645,0.00017797931,0.00008375473],"domain_scores_gemma":[0.99838865,0.00096437684,0.0001344645,0.00015590391,0.00028210363,0.000074491625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008759988,0.00037311955,0.0005429162,0.00076411327,0.0006423815,0.0010465891,0.000679128,0.0007655734,0.0009957639],"category_scores_gemma":[0.003781498,0.00035633906,0.0002511844,0.00086750806,0.0009894214,0.0009102903,0.00076496374,0.0005625198,0.0002933513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021695295,0.00007792459,0.0018288702,0.00011560082,0.000032354073,0.0003631096,0.0003171306,0.7417571,0.015648631,0.1423301,0.002983468,0.09432878],"study_design_scores_gemma":[0.000008117547,0.000033208984,0.00042352924,0.000014922682,0.000009167489,0.00015131112,0.000060300932,0.9291726,0.0021120869,0.065873936,0.0021248898,0.000016016511],"about_ca_topic_score_codex":0.0016887826,"about_ca_topic_score_gemma":0.0008002041,"teacher_disagreement_score":0.0016887826,"about_ca_system_score_codex":0.0015501508,"about_ca_system_score_gemma":0.00051113876,"threshold_uncertainty_score":0.011247218},"labels":[],"label_agreement":null},{"id":"W2071074156","doi":"10.5539/cis.v1n4p16","title":"Analysis of Telephone System of a University Campus and Design of a Converged VoIP System","year":2008,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Voice over IP; Computer science; Telephone network; Computer network; Telecommunications; The Internet; Phone; Service (business); Telephony; Softswitch; Mobile radio telephone; Campus network; Telephone line; World Wide Web","score_opus":0.013688992125731695,"score_gpt":0.20170588304846335,"score_spread":0.18801689092273166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071074156","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4542035,0.00061787793,0.45897204,0.00030197052,0.00007106765,0.00024017582,0.00036322197,0.0013561002,0.08387398],"genre_scores_gemma":[0.9781255,0.00016104044,0.012069819,0.000019982348,0.000017742675,0.00005301225,0.00009469563,0.000058756934,0.009399491],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99973375,0.00006271035,0.000008204982,0.000051473457,0.000111716225,0.00003216298],"domain_scores_gemma":[0.99978274,0.000054750133,0.000023665303,0.000016191163,0.00010775396,0.000014830398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014906473,0.00022440139,0.0002957808,0.0004933604,0.00044785193,0.0007536465,0.00038065706,0.0005260542,0.0059596677],"category_scores_gemma":[0.00056328246,0.00017852597,0.00031047728,0.00028667747,0.00024876674,0.00039272034,0.0001676024,0.00021044255,0.000954648],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032739143,0.00006506487,0.009007366,0.00025483523,0.000058724847,0.0012433621,0.00059272756,0.7811227,0.10312031,0.045213997,0.0037655006,0.055228055],"study_design_scores_gemma":[0.000013686553,0.00017072067,0.003972118,0.000019395182,0.000046151563,0.00028923896,0.00018866226,0.978392,0.0081318915,0.0024675145,0.006282251,0.000026345064],"about_ca_topic_score_codex":0.004427287,"about_ca_topic_score_gemma":0.002322169,"teacher_disagreement_score":0.0059596677,"about_ca_system_score_codex":0.0007880027,"about_ca_system_score_gemma":0.00040555428,"threshold_uncertainty_score":0.019937038},"labels":[],"label_agreement":null},{"id":"W2073844168","doi":"10.1016/j.endm.2013.05.114","title":"Benders Decomposition for a Location-Design Problem in Green Wireless Local Area Networks","year":2013,"lang":"en","type":"article","venue":"Electronic Notes in Discrete Mathematics","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Benders' decomposition; Dimensioning; Mathematical optimization; Decomposition; Facility location problem; Nonlinear system; Integer (computer science); Mathematics; Wireless; Nonlinear programming; Wireless network; Integer programming; Computer science; Telecommunications; Engineering","score_opus":0.017288792545259724,"score_gpt":0.2677603609751958,"score_spread":0.25047156842993606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073844168","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029502146,0.0005670763,0.9556616,0.001652291,0.00013296469,0.00023853003,0.0006265632,0.00014734337,0.011471498],"genre_scores_gemma":[0.4332615,0.0018938328,0.527231,0.0007364145,0.00039676775,0.0010163698,0.0015720164,0.0004065349,0.033485506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99834394,0.0008249724,0.00006178555,0.00029014878,0.00027510923,0.00020399275],"domain_scores_gemma":[0.9968431,0.002216542,0.0002646728,0.00014034321,0.00024622548,0.00028916742],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031104675,0.0025132895,0.002560726,0.0016679086,0.0009858378,0.0029261613,0.002028525,0.0034698576,0.01122807],"category_scores_gemma":[0.0076279566,0.0014961539,0.001870846,0.0021446948,0.0016186422,0.003226179,0.002531493,0.0033012829,0.0009961283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002119247,0.00018374938,0.0005969507,0.00031578308,0.00009084931,0.00015452014,0.00017866385,0.85998833,0.0013276758,0.10246528,0.0065665673,0.027919697],"study_design_scores_gemma":[0.00006101438,0.00007880787,0.00016413227,0.00005034683,0.000038769937,0.000049755527,0.0001047996,0.8931901,0.00039730393,0.10315688,0.0026910477,0.00001708765],"about_ca_topic_score_codex":0.0047781058,"about_ca_topic_score_gemma":0.0036963231,"teacher_disagreement_score":0.01122807,"about_ca_system_score_codex":0.0024664362,"about_ca_system_score_gemma":0.0018517326,"threshold_uncertainty_score":0.037561595},"labels":[],"label_agreement":null},{"id":"W2073860680","doi":"10.1109/aina.2014.36","title":"A Wi-Fi Simulation Model Which Supports Channel Scanning across Multiple Non-overlapping Channels in NS3","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Channel (broadcasting); Wireless; Selection (genetic algorithm); Computer network; Wireless network; Telecommunications; Machine learning","score_opus":0.024819398205343183,"score_gpt":0.2946160902172113,"score_spread":0.2697966920118681,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073860680","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.120968446,0.00019426314,0.80861634,0.0007278656,0.00033956076,0.0010892816,0.008482707,0.02137229,0.038209233],"genre_scores_gemma":[0.5814437,0.00061853457,0.38856745,0.0003669062,0.000052524145,0.0020672013,0.010051209,0.0017539291,0.015078446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997087,0.0000888437,0.0000295573,0.000027527114,0.00009822076,0.00004716883],"domain_scores_gemma":[0.9992269,0.00028525296,0.000048047597,0.00017287166,0.00020942025,0.00005756723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077116344,0.0006526759,0.00047637805,0.00039642135,0.0006962263,0.00061311387,0.0016204317,0.0007195837,0.0052540293],"category_scores_gemma":[0.0015906693,0.00037050332,0.0005120541,0.0005619156,0.0003885449,0.00085477595,0.00050440256,0.0011650304,0.0012381107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029782832,0.00024818908,0.0025119693,0.00016384393,0.00006832963,0.00014076439,0.00023007455,0.94071525,0.010862988,0.014648045,0.010741183,0.019371511],"study_design_scores_gemma":[0.000042083615,0.000041213483,0.00028002486,0.000012205649,0.000016790069,0.000033289514,0.000018988914,0.98220396,0.004383274,0.0013891323,0.011559963,0.00001920286],"about_ca_topic_score_codex":0.014096645,"about_ca_topic_score_gemma":0.011601298,"teacher_disagreement_score":0.014096645,"about_ca_system_score_codex":0.00062514615,"about_ca_system_score_gemma":0.0014125226,"threshold_uncertainty_score":0.028029203},"labels":[],"label_agreement":null},{"id":"W2073871162","doi":"10.1109/icc.2014.6883676","title":"A utility based access point selection method for IEEE 802.11 wireless networks with enhanced quality of experience","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Fundação para a Ciência e a Tecnologia; Instituto de Telecomunicações","keywords":"RSS; Computer science; Selection (genetic algorithm); Point (geometry); Quality (philosophy); Computer network; Hidden node problem; Wireless; Range (aeronautics); Wireless network; Inter-Access Point Protocol; Data mining; Telecommunications; Machine learning; Wi-Fi; Engineering; World Wide Web; Wi-Fi array","score_opus":0.048733258423416845,"score_gpt":0.3724613324983925,"score_spread":0.3237280740749756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073871162","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004777922,0.000598389,0.9930112,0.00009710815,0.00006237426,0.00007313238,0.000023069872,0.00041829396,0.00093841576],"genre_scores_gemma":[0.456436,0.0012788502,0.53501415,0.00013086006,0.00020782073,0.00030730318,0.00013991052,0.00009585146,0.006389238],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989611,0.00044511328,0.000044923414,0.00010244916,0.00037677062,0.0000696025],"domain_scores_gemma":[0.99903774,0.00041323583,0.000068233254,0.00010600262,0.0003191099,0.000055768593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013227636,0.0005638682,0.000795623,0.0010128552,0.00070958684,0.0008367574,0.001189553,0.00056758855,0.001750775],"category_scores_gemma":[0.002949626,0.00022168213,0.00042981136,0.0014049729,0.0004347341,0.0010708021,0.0007339568,0.0007422055,0.00050022977],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039201247,0.00020886674,0.0016751821,0.00025602823,0.0000937325,0.00034574347,0.0002759535,0.17060988,0.015802834,0.041019738,0.009014214,0.7603058],"study_design_scores_gemma":[0.00003229693,0.00016500702,0.00065933133,0.000019947398,0.00003401386,0.00037163703,0.000046891568,0.97983164,0.004448238,0.0076419357,0.0067037344,0.000045314613],"about_ca_topic_score_codex":0.002115193,"about_ca_topic_score_gemma":0.0024292355,"teacher_disagreement_score":0.002115193,"about_ca_system_score_codex":0.00066492177,"about_ca_system_score_gemma":0.0007894227,"threshold_uncertainty_score":0.006995499},"labels":[],"label_agreement":null},{"id":"W2074685769","doi":"10.1117/12.815536","title":"Cross-layer optimization of video streaming in single-hop wireless networks","year":2009,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Wireless network; Computer network; Wireless; Service set; Quality of service; IEEE 802; Wi-Fi array; Telecommunications","score_opus":0.01340484529658747,"score_gpt":0.24490646700275645,"score_spread":0.23150162170616898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074685769","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13305587,0.0011082568,0.8593149,0.0004579639,0.00007564862,0.00011340769,0.000071651644,0.00030691444,0.0054953704],"genre_scores_gemma":[0.89490914,0.0006655274,0.10085082,0.00014428992,0.000063340645,0.00015600375,0.00010043191,0.00014810226,0.0029622205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950004,0.00017631665,0.000020903914,0.0000756061,0.00014374637,0.000083425606],"domain_scores_gemma":[0.9990619,0.00060921046,0.00009676969,0.000030056259,0.00015116489,0.00005086514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019282273,0.0010805972,0.00096493366,0.00045932582,0.00038331008,0.0010395255,0.0007148028,0.0007781287,0.0015596494],"category_scores_gemma":[0.0031002597,0.0005156745,0.0003954909,0.0005652921,0.00071943324,0.0009980458,0.00087659917,0.00071408006,0.00015781562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033275493,0.000022346947,0.00015111337,0.000027906099,0.00001465831,0.000021129837,0.000010894398,0.99113375,0.0013381784,0.0018116139,0.00018871781,0.0052464],"study_design_scores_gemma":[0.00000593564,0.000016264872,0.000046608504,0.0000012279248,0.000003425771,0.0000032697105,0.0000032131175,0.9988427,0.00038273536,0.00063497195,0.00005795883,0.0000016846299],"about_ca_topic_score_codex":0.00346919,"about_ca_topic_score_gemma":0.0019461578,"teacher_disagreement_score":0.00346919,"about_ca_system_score_codex":0.0014008251,"about_ca_system_score_gemma":0.0013704572,"threshold_uncertainty_score":0.01019758},"labels":[],"label_agreement":null},{"id":"W2076540262","doi":"10.1007/s11235-013-9838-3","title":"Distributed probabilistic medium access with multipacket reception and Markovian traffic","year":2013,"lang":"en","type":"article","venue":"Telecommunication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Burstiness; Computer science; Computer network; Probabilistic logic; Queueing theory; Throughput; Bandwidth (computing); Wireless network; Markov process; Distributed computing; Wireless; Network packet; Telecommunications","score_opus":0.025424940920095118,"score_gpt":0.2667409556676241,"score_spread":0.241316014747529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076540262","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.068750724,0.00042386013,0.9249376,0.00077702844,0.000162657,0.0001841204,0.0002555915,0.000682913,0.0038254652],"genre_scores_gemma":[0.9530979,0.00069790625,0.03646994,0.0002071992,0.00028233885,0.0003315592,0.00023376218,0.00016659756,0.008512864],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9926293,0.0025414126,0.00030504065,0.0010800137,0.002088182,0.0013559759],"domain_scores_gemma":[0.973045,0.019995037,0.0020200247,0.0020835898,0.0023009214,0.0005554941],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068349163,0.0022107332,0.0035350765,0.002400577,0.0024183437,0.004053404,0.004871329,0.0036252404,0.0038611],"category_scores_gemma":[0.024482103,0.0036528183,0.0022286812,0.0027838014,0.004111542,0.0060382625,0.0044169733,0.0038959035,0.0010681597],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005720371,0.00017060139,0.0018227287,0.00014406414,0.00014107034,0.00067313993,0.00029823778,0.80930364,0.004257377,0.17223707,0.0012755838,0.009104479],"study_design_scores_gemma":[0.000049398055,0.000040741215,0.00015517506,0.000009221816,0.00003614439,0.00014364177,0.000017135337,0.97661,0.0006530903,0.02204809,0.00020435733,0.000033046774],"about_ca_topic_score_codex":0.005434876,"about_ca_topic_score_gemma":0.0055403905,"teacher_disagreement_score":0.0068349163,"about_ca_system_score_codex":0.0037264922,"about_ca_system_score_gemma":0.0023306587,"threshold_uncertainty_score":0.03614688},"labels":[],"label_agreement":null},{"id":"W2076769086","doi":"10.1109/chinacom.2006.344780","title":"Capacity Analysis of Enhanced MAC in IEEE 802.11n","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Bottleneck; Computer network; Computer science; Inter-Access Point Protocol; Network allocation vector; Throughput; IEEE 802; IEEE 802.11; Wireless distribution system; IEEE 802.11s; Protocol (science); Wireless lan; Wireless network; IEEE 802.1X; IEEE 802.11e-2005; Wireless; IEEE 802.11u; Wi-Fi; Telecommunications; Quality of service; Embedded system; Wi-Fi array","score_opus":0.014415861976937937,"score_gpt":0.24351286840368105,"score_spread":0.2290970064267431,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076769086","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14790204,0.003786513,0.8145779,0.00086616585,0.00013630452,0.00007319138,0.0002454848,0.00052840315,0.031884022],"genre_scores_gemma":[0.97951823,0.0012622075,0.015376108,0.00012305116,0.0001210933,0.000087965185,0.00008312364,0.000059902664,0.0033682995],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998185,0.00055865425,0.00005180322,0.00016960241,0.00069040473,0.00034457003],"domain_scores_gemma":[0.9943381,0.0033791435,0.00038192698,0.0005357085,0.001281044,0.00008410346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002569417,0.00084939983,0.0007861452,0.001194276,0.0004931451,0.0011673945,0.0013981103,0.00080970733,0.0021487898],"category_scores_gemma":[0.010281952,0.0005136288,0.0005017443,0.0009191231,0.0016325037,0.0027852617,0.0011465275,0.0012213674,0.00036679633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058572823,0.000043223663,0.0003984669,0.00008586114,0.000021937383,0.00012095285,0.000120955156,0.88969284,0.0048915767,0.09528816,0.0010590678,0.008218344],"study_design_scores_gemma":[0.0000012924007,0.0000072014027,0.000081911545,0.0000063401603,0.00000309087,0.00001645471,0.0000058934306,0.99434507,0.0003887523,0.004888294,0.00025074257,0.0000049103587],"about_ca_topic_score_codex":0.0063435724,"about_ca_topic_score_gemma":0.0024849735,"teacher_disagreement_score":0.0063435724,"about_ca_system_score_codex":0.0028393555,"about_ca_system_score_gemma":0.00129023,"threshold_uncertainty_score":0.020601094},"labels":[],"label_agreement":null},{"id":"W2077644493","doi":"10.1109/t-wc.2009.070999","title":"Opportunistic link scheduling for multihop wireless networks","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer network; Computer science; TCP global synchronization; TCP Westwood plus; TCP Friendly Rate Control; TCP delayed acknowledgment; Distributed coordination function; Wireless ad hoc network; TCP acceleration; Transmission Control Protocol; Zeta-TCP; CUBIC TCP; Network packet; IEEE 802.11; Wireless network; Wireless; Telecommunications","score_opus":0.05393536091107101,"score_gpt":0.31069536605113696,"score_spread":0.2567600051400659,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077644493","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01253688,0.009347701,0.9694299,0.00045034732,0.0006433645,0.00016662423,0.00009345498,0.00051472156,0.006816915],"genre_scores_gemma":[0.7248264,0.014316088,0.25098336,0.0003483145,0.0010382355,0.0006373822,0.00025647646,0.0002466656,0.007347067],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990004,0.00039560764,0.00004415585,0.00007415928,0.00040158627,0.000084174884],"domain_scores_gemma":[0.99770516,0.0015788146,0.00017994038,0.00024002315,0.0002231517,0.000072941046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015724247,0.00075997,0.0007167913,0.0006345604,0.000753443,0.0010044341,0.0011776434,0.0005948197,0.0014536863],"category_scores_gemma":[0.004354087,0.0003765725,0.0004392704,0.00095386425,0.00066214975,0.0011837487,0.0006920835,0.0008238676,0.0003438219],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015097177,0.0000810807,0.00066312886,0.00046499033,0.000108925844,0.00037107896,0.00016529755,0.7308502,0.0043204483,0.1306511,0.0060812877,0.12609151],"study_design_scores_gemma":[0.000025608502,0.000060576236,0.00014319543,0.000033916698,0.00002430243,0.00010913335,0.000028088529,0.95375544,0.0007560542,0.036027197,0.009018928,0.000017536648],"about_ca_topic_score_codex":0.0028488906,"about_ca_topic_score_gemma":0.0028071308,"teacher_disagreement_score":0.0028488906,"about_ca_system_score_codex":0.0011914355,"about_ca_system_score_gemma":0.0013870504,"threshold_uncertainty_score":0.008644521},"labels":[],"label_agreement":null},{"id":"W2078245871","doi":"10.1109/etfa.2013.6648021","title":"Simulation of parallel redundant WLAN with OPNET","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Parallel computing; Computer network","score_opus":0.015756842045314735,"score_gpt":0.2480097396802233,"score_spread":0.23225289763490856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078245871","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8918331,0.00019560214,0.088273115,0.00021374646,0.000084534855,0.0001000449,0.0004578387,0.0007223038,0.018119711],"genre_scores_gemma":[0.9891657,0.00010988039,0.008480128,0.00002733554,0.0000058788237,0.000085490596,0.00016145258,0.000027165004,0.0019369093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997408,0.000081448416,0.00001118277,0.000032409498,0.000065417065,0.000068770096],"domain_scores_gemma":[0.9995278,0.00023639658,0.00006138433,0.00004615054,0.00008848005,0.000039797535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030624075,0.00050020474,0.0005466064,0.00048805063,0.00038931798,0.000593075,0.0009504347,0.00076186797,0.0019734418],"category_scores_gemma":[0.00084636605,0.00023932195,0.00045827203,0.00046128652,0.00054379867,0.0005086755,0.00046278178,0.0005089777,0.00016790678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040737403,0.000034293178,0.0006818797,0.00001939526,0.000009467598,0.000058803515,0.000027504175,0.99547017,0.0010933391,0.0013296567,0.000082393126,0.0011523309],"study_design_scores_gemma":[0.000007133634,0.00002053843,0.00012496699,0.0000022618433,0.0000040185437,0.000006442526,0.000010788502,0.9987974,0.0006141724,0.00022086034,0.00018883603,0.0000024540843],"about_ca_topic_score_codex":0.00825752,"about_ca_topic_score_gemma":0.0033882952,"teacher_disagreement_score":0.00825752,"about_ca_system_score_codex":0.0006615764,"about_ca_system_score_gemma":0.00064901443,"threshold_uncertainty_score":0.016418874},"labels":[],"label_agreement":null},{"id":"W2078630785","doi":"10.1016/j.comnet.2009.07.012","title":"An RL-based scheduling algorithm for video traffic in high-rate wireless personal area networks","year":2009,"lang":"en","type":"article","venue":"Computer Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Sarepta Therapeutics","keywords":"Computer science; Scheduling (production processes); Reinforcement learning; Quality of service; Markov decision process; Computer network; Wireless; Wireless network; Provisioning; Algorithm; Real-time computing; Markov process; Telecommunications; Artificial intelligence","score_opus":0.015242849247015335,"score_gpt":0.2502713842551443,"score_spread":0.23502853500812895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078630785","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018590456,0.00030168338,0.97788095,0.00014972429,0.00014757099,0.0000581873,0.000024340077,0.0011284632,0.0017186034],"genre_scores_gemma":[0.6644455,0.00021862584,0.33175415,0.00024266026,0.00019799762,0.00015098922,0.00012966254,0.00024077966,0.0026195336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992142,0.0002810603,0.000051153558,0.00012325191,0.0002267436,0.00010354175],"domain_scores_gemma":[0.9980094,0.0011200183,0.00011828437,0.00014341253,0.00048462697,0.00012440672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020843113,0.0008468759,0.0011487714,0.0008605878,0.0009214161,0.001058397,0.0021286306,0.00083591667,0.002486034],"category_scores_gemma":[0.0044382466,0.00044809002,0.00041140016,0.0006146509,0.00073817524,0.0011901571,0.0009158446,0.0010609213,0.00064724835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010669758,0.00033926143,0.00074771774,0.00014697651,0.00009321179,0.00014025613,0.00018868521,0.65901446,0.02670161,0.010359261,0.005050892,0.29615062],"study_design_scores_gemma":[0.000028857738,0.00003478744,0.00004005637,0.000002240252,0.000006143903,0.000011225138,0.000005761715,0.99811006,0.0010060801,0.00056956586,0.00018042435,0.0000048068077],"about_ca_topic_score_codex":0.0048917895,"about_ca_topic_score_gemma":0.0059685186,"teacher_disagreement_score":0.0048917895,"about_ca_system_score_codex":0.0013699053,"about_ca_system_score_gemma":0.0014803128,"threshold_uncertainty_score":0.011023045},"labels":[],"label_agreement":null},{"id":"W2079511712","doi":"10.1145/1551950.1551961","title":"Towards comprehensive RRM frameworks for heterogeneous wireless networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Radio resource management; Standardization; Computer science; Status quo; Wireless; Wireless network; Resource management (computing); Heterogeneous network; Computer network; Resource (disambiguation); Risk analysis (engineering); Telecommunications; Business","score_opus":0.020476968729882236,"score_gpt":0.28338824740907215,"score_spread":0.2629112786791899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079511712","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00085638714,0.00082096935,0.9934958,0.0008360851,0.00011499598,0.00012382706,0.000025007257,0.00061055535,0.0031163709],"genre_scores_gemma":[0.037294265,0.0017379313,0.9562226,0.0004218178,0.00035021288,0.00058961764,0.00015817143,0.00030661718,0.0029187552],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99097,0.0033978382,0.0010448018,0.00088120153,0.0030791513,0.0006270198],"domain_scores_gemma":[0.99325716,0.0019641945,0.0006582377,0.0020744724,0.0014960099,0.0005499263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.022152355,0.0014468024,0.0018840537,0.002028863,0.002213138,0.007258217,0.0076561086,0.0046481933,0.0022092117],"category_scores_gemma":[0.015540036,0.001686338,0.0027836226,0.0017083553,0.0038989778,0.012316112,0.009659412,0.007450513,0.0015481381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014694007,0.000040807576,0.00016085927,0.00017701018,0.000034983987,0.000105132625,0.0003220748,0.022989338,0.0011200599,0.93572927,0.003533296,0.035772484],"study_design_scores_gemma":[0.0000363833,0.00007737418,0.00014873386,0.00035993062,0.00008599858,0.0002474187,0.0002494997,0.31604192,0.0022662645,0.5396739,0.14071827,0.00009427674],"about_ca_topic_score_codex":0.0020431147,"about_ca_topic_score_gemma":0.002662543,"teacher_disagreement_score":0.022152355,"about_ca_system_score_codex":0.002462925,"about_ca_system_score_gemma":0.0047142575,"threshold_uncertainty_score":0.11715424},"labels":[],"label_agreement":null},{"id":"W2079741601","doi":"10.1145/1644893.1644939","title":"Non-intrusive, dynamic interference detection for 802.11 networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Interference (communication); Computer science; Computer network; Wireless network; Wireless; Point (geometry); IEEE 802.11; Distributed computing; Quality (philosophy); Control (management); Telecommunications; Channel (broadcasting); Artificial intelligence","score_opus":0.008898956894515211,"score_gpt":0.25789674577187016,"score_spread":0.24899778887735496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079741601","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04240908,0.0022708452,0.94532436,0.0003952793,0.00019013319,0.00008616325,0.00007711186,0.0017308596,0.0075161136],"genre_scores_gemma":[0.8248813,0.0011863533,0.16759166,0.00020568672,0.00015026193,0.000099687335,0.00016021528,0.00008445981,0.005640444],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984181,0.0003491687,0.00006389386,0.00020963483,0.0008420035,0.00011722218],"domain_scores_gemma":[0.9978154,0.0009683666,0.00030209063,0.00044208183,0.00039926806,0.000072718496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010863235,0.0006555798,0.00047797026,0.00070144306,0.0007585739,0.0008829386,0.001063325,0.0006447417,0.001471479],"category_scores_gemma":[0.0056043845,0.00044190578,0.00016246803,0.0005170164,0.0007857206,0.0018887024,0.0011088855,0.0011074055,0.0007320024],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00089827465,0.0003104748,0.008593247,0.00037800585,0.00007662149,0.0005057308,0.00048060736,0.04980029,0.15605465,0.039845165,0.008223263,0.7348337],"study_design_scores_gemma":[0.000060866943,0.00081798906,0.006727905,0.00013090397,0.00007934224,0.0026327088,0.00026956416,0.7983036,0.12081093,0.036714185,0.03329805,0.00015404572],"about_ca_topic_score_codex":0.000656132,"about_ca_topic_score_gemma":0.0012131257,"teacher_disagreement_score":0.001471479,"about_ca_system_score_codex":0.00046877604,"about_ca_system_score_gemma":0.00050139264,"threshold_uncertainty_score":0.005745113},"labels":[],"label_agreement":null},{"id":"W2081409815","doi":"10.1109/vtcfall.2012.6399192","title":"Performance Analysis and Parameter Optimization of Random Access Backoff Algorithm in LTE","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Exponential backoff; Computer science; Random access; Set (abstract data type); Algorithm; Limit (mathematics); Mathematical optimization; Throughput; Computer network; Wireless; Mathematics; Telecommunications","score_opus":0.018344033347862086,"score_gpt":0.276617594060704,"score_spread":0.2582735607128419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081409815","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37363702,0.003846896,0.6135709,0.000327134,0.000053770647,0.00008002823,0.00007547625,0.0008431207,0.007565556],"genre_scores_gemma":[0.98309785,0.00040651887,0.016122224,0.000021743861,0.000014848783,0.00001866783,0.000032494212,0.000031751053,0.0002537906],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862194,0.00056761794,0.00006198017,0.00011963797,0.00042864808,0.00020012235],"domain_scores_gemma":[0.99712867,0.00195729,0.00026379593,0.00019923112,0.00040859694,0.000042506425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015512296,0.0007540495,0.0006313797,0.0006113677,0.00037145978,0.0008512537,0.0004885002,0.00061965705,0.0004776719],"category_scores_gemma":[0.008370181,0.00018655544,0.00028647474,0.0006208219,0.00041912877,0.0010619987,0.00037950446,0.00043025636,0.00016351147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029739103,0.000058703023,0.0021940658,0.00006926636,0.000049375798,0.00009243776,0.000062815394,0.94902635,0.011501208,0.0038562356,0.00027625624,0.032515854],"study_design_scores_gemma":[0.000008190086,0.00010017775,0.0006395354,0.000006491329,0.000017417016,0.000069092224,0.000016778302,0.99476886,0.003438373,0.00077286735,0.00015121224,0.0000110495375],"about_ca_topic_score_codex":0.002284486,"about_ca_topic_score_gemma":0.0012561943,"teacher_disagreement_score":0.002284486,"about_ca_system_score_codex":0.0007481937,"about_ca_system_score_gemma":0.00073104934,"threshold_uncertainty_score":0.008203745},"labels":[],"label_agreement":null},{"id":"W2081881677","doi":"10.1109/icc.2013.6654732","title":"An energy efficient MAC protocol for fully-connected wireless networks","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Cisco Systems","keywords":"Computer science; Computer network; Energy consumption; Throughput; Wireless; Wireless Application Protocol; Transmission (telecommunications); Node (physics); Protocol (science); Efficient energy use; Wireless network; Real-time computing; Telecommunications; Engineering; Electrical engineering","score_opus":0.014489810967303052,"score_gpt":0.27765073208550267,"score_spread":0.2631609211181996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081881677","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0047909017,0.0031628017,0.9852533,0.00042379452,0.00067672203,0.00052014564,0.000116662086,0.0013999564,0.0036557454],"genre_scores_gemma":[0.2734661,0.0038451452,0.7033073,0.0012535097,0.00065533025,0.003249145,0.0008817827,0.00029409496,0.0130476905],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99799,0.00047071057,0.00025315725,0.00019110004,0.0009901606,0.000104794904],"domain_scores_gemma":[0.99826604,0.00045088708,0.00024870672,0.00035292507,0.00062111253,0.00006037018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013287638,0.0008869802,0.00079659023,0.00085089076,0.0009827464,0.0014391504,0.002061099,0.0010611063,0.0016545241],"category_scores_gemma":[0.0036795102,0.0004998306,0.0006253502,0.0011024788,0.0006255762,0.002383779,0.0014826081,0.0016210319,0.0005780047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006126416,0.00030354637,0.000690194,0.0023358397,0.000504027,0.0011401203,0.00071907515,0.07640441,0.10581976,0.2118424,0.053670656,0.54595727],"study_design_scores_gemma":[0.0002185979,0.00076371146,0.0012914866,0.00040481784,0.00029342924,0.0026868125,0.00013407656,0.6646058,0.030529017,0.06408662,0.23469506,0.00029052544],"about_ca_topic_score_codex":0.00068856246,"about_ca_topic_score_gemma":0.0012029336,"teacher_disagreement_score":0.002061099,"about_ca_system_score_codex":0.00061405275,"about_ca_system_score_gemma":0.0012047918,"threshold_uncertainty_score":0.0070272684},"labels":[],"label_agreement":null},{"id":"W2082529713","doi":"","title":"A distributed MAC scheme supporting voice services in mobile ad hoc networks","year":2010,"lang":"en","type":"article","venue":"Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Alberta","funders":"","keywords":"Computer science; Computer network; Jitter; Wireless ad hoc network; Mobile ad hoc network; Reservation; Network packet; Real-time computing; Wireless; Telecommunications","score_opus":0.0129390268218971,"score_gpt":0.2985299994679748,"score_spread":0.2855909726460777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082529713","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023141365,0.001881793,0.96813184,0.0002640277,0.00045192373,0.00031623917,0.000039936494,0.0015716755,0.004201229],"genre_scores_gemma":[0.597964,0.00085189455,0.3915507,0.0004394446,0.00047872798,0.0005251597,0.00020163659,0.00009195324,0.00789641],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991154,0.00022053951,0.00006087152,0.00016880993,0.00033895505,0.00009546033],"domain_scores_gemma":[0.99870205,0.00028908043,0.00011826502,0.00032999413,0.00045918097,0.00010145036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014214268,0.00065660715,0.0007123676,0.00097071653,0.0012526517,0.0009982901,0.0019306394,0.0009141841,0.0013737548],"category_scores_gemma":[0.0023928531,0.000247284,0.00039193302,0.0005298354,0.0007363134,0.001247861,0.0013449768,0.0012807534,0.00059795653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00087997894,0.0004687732,0.0008744425,0.0006208548,0.00015507877,0.00061425223,0.0005977767,0.03994765,0.23987886,0.09235299,0.008445691,0.6151636],"study_design_scores_gemma":[0.0005303989,0.0020026173,0.0012791571,0.00008777448,0.0002937483,0.002145483,0.00015770458,0.81150275,0.077309035,0.027933072,0.076577224,0.00018104938],"about_ca_topic_score_codex":0.0004563468,"about_ca_topic_score_gemma":0.0006353935,"teacher_disagreement_score":0.0019306394,"about_ca_system_score_codex":0.00078240776,"about_ca_system_score_gemma":0.00082471553,"threshold_uncertainty_score":0.007517278},"labels":[],"label_agreement":null},{"id":"W2082665246","doi":"10.1109/icc.2013.6654722","title":"MAC finite buffer impact on the performance of cluster-tree based WSNs","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Wireless sensor network; Computer science; Reliability (semiconductor); Network topology; Tree (set theory); Markov chain; Node (physics); Markov process; Real-time computing; Power consumption; Energy consumption; Distributed computing; Computer network; Power (physics); Engineering","score_opus":0.014709343559708925,"score_gpt":0.24401061951574834,"score_spread":0.2293012759560394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082665246","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.909744,0.0012048671,0.08463777,0.00041826352,0.000099853896,0.000049468137,0.00016216267,0.00058961945,0.0030939018],"genre_scores_gemma":[0.9978815,0.0001616789,0.0016535949,0.00004185011,0.000006221016,0.000012729357,0.000029066598,0.000018490626,0.00019494015],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902797,0.0003057765,0.000049019895,0.00012960377,0.00026595377,0.00022160426],"domain_scores_gemma":[0.98853326,0.008214178,0.0012394838,0.0006413662,0.0010294121,0.00034230002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027137813,0.00065850693,0.0006902273,0.0006409862,0.00062059466,0.0010708683,0.0010531644,0.00071645185,0.00077191414],"category_scores_gemma":[0.013050391,0.00034709024,0.0003023239,0.00053942,0.00093843514,0.0015731346,0.00074153417,0.00059770985,0.00012439024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073308044,0.00012624105,0.0040471056,0.0001104552,0.000065750515,0.00018047258,0.000120496465,0.967778,0.015073377,0.004966815,0.00037269035,0.006425452],"study_design_scores_gemma":[0.000018860681,0.00029553275,0.0011633638,0.000017611299,0.000039287374,0.00007968993,0.000042588686,0.98991007,0.006705764,0.0015658408,0.00014299239,0.00001843794],"about_ca_topic_score_codex":0.0028292616,"about_ca_topic_score_gemma":0.0017921159,"teacher_disagreement_score":0.0028292616,"about_ca_system_score_codex":0.001588796,"about_ca_system_score_gemma":0.0009858641,"threshold_uncertainty_score":0.014352024},"labels":[],"label_agreement":null},{"id":"W2083467346","doi":"10.1109/ngns.2012.6656109","title":"Persistent SCTP timeout policy by using cross-layer mechanism","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université TÉLUQ; Université du Québec à Montréal","funders":"","keywords":"Timeout; Stream Control Transmission Protocol; Computer network; Computer science; Retransmission; Channel (broadcasting); Transport layer; Layer (electronics); Network packet","score_opus":0.046158145343605884,"score_gpt":0.3289540714877596,"score_spread":0.2827959261441537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083467346","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41308635,0.0018270558,0.57120776,0.0005757648,0.0005323954,0.0009863848,0.00015495848,0.00627162,0.005357723],"genre_scores_gemma":[0.9681258,0.00023816308,0.030611705,0.0001496999,0.00007502987,0.00018118993,0.00006864057,0.00006058023,0.000489079],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99752396,0.0005691644,0.00038782207,0.0004746494,0.00073313323,0.0003113781],"domain_scores_gemma":[0.9917562,0.002805402,0.0017565495,0.001637221,0.0016674818,0.00037723637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032783195,0.0007095693,0.0004829777,0.00093093584,0.0007887689,0.0016887449,0.0015877541,0.00093354506,0.0006884728],"category_scores_gemma":[0.007810034,0.00023559786,0.00044057748,0.0004987524,0.00083377236,0.0018106179,0.00085830136,0.001364412,0.00016796075],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004399401,0.0024837258,0.046199728,0.0013271775,0.00064790127,0.0022965309,0.0018361204,0.21113504,0.30414718,0.053388674,0.008041598,0.36409697],"study_design_scores_gemma":[0.000527179,0.0035766303,0.011340893,0.00014316496,0.0005046041,0.0021453795,0.00042532166,0.7774895,0.1751143,0.013308736,0.015170498,0.00025380217],"about_ca_topic_score_codex":0.0013497473,"about_ca_topic_score_gemma":0.000600397,"teacher_disagreement_score":0.0032783195,"about_ca_system_score_codex":0.00086811744,"about_ca_system_score_gemma":0.0015757604,"threshold_uncertainty_score":0.01733762},"labels":[],"label_agreement":null},{"id":"W2084692902","doi":"10.4310/cis.2003.v3.n4.a4","title":"A Performance Analysis of the 802.11 Wireless Lan Medium Access Control","year":2003,"lang":"en","type":"article","venue":"Communications in Information and Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":93,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Air Force Office of Scientific Research; Federation for the Humanities and Social Sciences; Deutscher Akademischer Austauschdienst; National Science Foundation","keywords":"Wireless lan; Computer network; Computer science; Access control; IEEE 802.11e-2005; Wireless distribution system; Wireless; Wireless network; Telecommunications; Wi-Fi array","score_opus":0.03647703454771204,"score_gpt":0.2971773558256494,"score_spread":0.26070032127793735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084692902","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0726033,0.013190317,0.86191267,0.0010282292,0.00046489044,0.00024274929,0.00024941788,0.00087231415,0.0494362],"genre_scores_gemma":[0.8960502,0.0096215,0.081929326,0.00023356802,0.00077081454,0.0003848143,0.0003657176,0.00023047117,0.010413601],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975689,0.00070477795,0.00007121745,0.00019218225,0.0011869837,0.00027592576],"domain_scores_gemma":[0.9955112,0.002549545,0.00042605988,0.00031616763,0.001132229,0.00006488535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021582586,0.0015667449,0.00068777247,0.0017140695,0.00077845535,0.0015949544,0.001030006,0.0012694993,0.0026889301],"category_scores_gemma":[0.010398299,0.00039197938,0.0005904771,0.0015667896,0.0009519155,0.0016212813,0.0007525,0.0011591332,0.0009247314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001648044,0.00020564061,0.0031432272,0.00048565262,0.00011462904,0.00044135586,0.00018075244,0.7417968,0.01920341,0.093645014,0.0041672615,0.13645151],"study_design_scores_gemma":[0.000005815107,0.00031189827,0.0011424585,0.000055428194,0.000042929245,0.00030837627,0.000039291135,0.98046434,0.0050066323,0.0076753134,0.0049200463,0.000027484937],"about_ca_topic_score_codex":0.0019316383,"about_ca_topic_score_gemma":0.0008356582,"teacher_disagreement_score":0.0026889301,"about_ca_system_score_codex":0.0015199519,"about_ca_system_score_gemma":0.0007095754,"threshold_uncertainty_score":0.011414051},"labels":[],"label_agreement":null},{"id":"W2086421187","doi":"10.1016/j.tmaid.2013.12.001","title":"Looking for TB in the sky: Money well spent?","year":2013,"lang":"en","type":"letter","venue":"Travel Medicine and Infectious Disease","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Testbed; Computer science; Scalability; Suite; The Internet; Instrumentation (computer programming); Interface (matter); Process (computing); Set (abstract data type); Network topology; Distributed computing; Computer network; Database; Operating system","score_opus":0.022499291970128298,"score_gpt":0.270197349308032,"score_spread":0.24769805733790373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086421187","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000254996,0.00082732394,0.000040014078,0.994204,0.003095068,0.0000028170007,0.000010693939,0.000007642941,0.0015575719],"genre_scores_gemma":[0.003814329,0.0010143963,0.00011233994,0.9809358,0.010574831,0.000010777626,0.000009263123,0.000018560315,0.0035096558],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99593025,0.0014831802,0.00037930466,0.00031922385,0.0009616719,0.0009263734],"domain_scores_gemma":[0.987021,0.0050968067,0.0009622683,0.0003422738,0.0020132659,0.0045643235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0042506377,0.0006592602,0.0014961311,0.00076837384,0.0077383206,0.0064030807,0.001793984,0.058324333,0.015289726],"category_scores_gemma":[0.027309801,0.0006405856,0.0011906123,0.00082904357,0.0053072413,0.008546786,0.0034442686,0.057069633,0.007960154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069077956,0.000052149295,0.0011221055,0.000052660256,0.000023917437,0.001577308,0.00031684927,0.000036205467,0.00020191475,0.0051281396,0.97497624,0.016443506],"study_design_scores_gemma":[0.000117137395,0.00013878634,0.0021866113,0.0008319109,0.00006275214,0.0038960865,0.003804406,0.00030406346,0.00019748029,0.022421306,0.96593463,0.00010483579],"about_ca_topic_score_codex":0.0127975345,"about_ca_topic_score_gemma":0.024623048,"teacher_disagreement_score":0.058324333,"about_ca_system_score_codex":0.006417261,"about_ca_system_score_gemma":0.007611778,"threshold_uncertainty_score":0.05114925},"labels":[],"label_agreement":null},{"id":"W2086903108","doi":"10.1109/tvt.2013.2258694","title":"A New Delay Analysis for IEEE 802.11 PCF","year":2013,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Quality of service; Scalability; Protocol (science); Homogeneous; Computer network; IEEE 802; Distributed computing","score_opus":0.013629722574135625,"score_gpt":0.24622682872705207,"score_spread":0.23259710615291646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086903108","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004514211,0.0017609684,0.986573,0.00020598526,0.00025711794,0.000057282312,0.0000789652,0.00016522426,0.0063873944],"genre_scores_gemma":[0.601947,0.010078584,0.36336407,0.00078323216,0.0018208358,0.00043622334,0.0004211494,0.0004911748,0.020657709],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849224,0.00016832474,0.00006738131,0.00027888693,0.0008202253,0.00017297074],"domain_scores_gemma":[0.99847895,0.0005714037,0.00013522035,0.00018323582,0.000576848,0.000054425065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011734365,0.0015945573,0.00058117474,0.0023988218,0.0008215111,0.0015490596,0.0012904701,0.000751185,0.0026270498],"category_scores_gemma":[0.0053305267,0.00040388483,0.0008127982,0.0011623506,0.000909903,0.0030770001,0.00093894626,0.0021074524,0.00082594866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008947174,0.00008683169,0.001160405,0.00030129057,0.000056402434,0.00031491256,0.00026116383,0.49220145,0.03675769,0.32381582,0.008163757,0.1367908],"study_design_scores_gemma":[0.000005701437,0.00005310861,0.00022306529,0.000030078052,0.000021862765,0.0001868245,0.000026788095,0.95970863,0.003192885,0.02301056,0.013504754,0.00003571329],"about_ca_topic_score_codex":0.006436934,"about_ca_topic_score_gemma":0.0024076172,"teacher_disagreement_score":0.006436934,"about_ca_system_score_codex":0.0022681959,"about_ca_system_score_gemma":0.0016685002,"threshold_uncertainty_score":0.016456962},"labels":[],"label_agreement":null},{"id":"W2087323939","doi":"10.1109/ccece.2008.4564825","title":"A 2D movement direction-based reservation scheme for WLAN clusters with passive advanced reservations","year":2008,"lang":"en","type":"article","venue":"Conference proceedings - Canadian Conference on Electrical and Computer Engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Reservation; Computer science; Computer network; Scheme (mathematics); Wireless; Quality of service; Mobile telephony; Bandwidth (computing); Mobile radio; Real-time computing; Telecommunications; Mathematics","score_opus":0.023404842466937966,"score_gpt":0.21624310931456342,"score_spread":0.19283826684762545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087323939","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07733844,0.0004039151,0.9181068,0.00017567322,0.00017395374,0.000104112136,0.000116095194,0.0012264447,0.0023544403],"genre_scores_gemma":[0.8768191,0.00016310299,0.11967636,0.000075143485,0.00006552331,0.00011592236,0.00015917739,0.00005055616,0.00287518],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99965465,0.00006831135,0.00003348461,0.00007051205,0.00010931321,0.00006377558],"domain_scores_gemma":[0.99938107,0.00016405882,0.00006264448,0.00016926385,0.00014167202,0.000081212136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000519676,0.00035375345,0.00057738635,0.00053389557,0.0006817839,0.0007978354,0.0017583683,0.0003898238,0.0013070138],"category_scores_gemma":[0.0013649351,0.00026265494,0.00025896708,0.00057001814,0.00036055516,0.0010121597,0.0010797051,0.00046787094,0.0005198806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016564961,0.00030773305,0.0030336976,0.0002321354,0.00008386134,0.0005304484,0.0007370342,0.3132248,0.13290252,0.053798277,0.0074820584,0.486011],"study_design_scores_gemma":[0.00004958465,0.00020344096,0.0004645027,0.000008145503,0.000016571075,0.00017728418,0.00005877349,0.9840682,0.0074939025,0.0039702673,0.0034441324,0.000045064146],"about_ca_topic_score_codex":0.0019350805,"about_ca_topic_score_gemma":0.0019052984,"teacher_disagreement_score":0.0019350805,"about_ca_system_score_codex":0.0005297852,"about_ca_system_score_gemma":0.0006397637,"threshold_uncertainty_score":0.0043723583},"labels":[],"label_agreement":null},{"id":"W2087670379","doi":"10.5555/1400549.1400708","title":"RCP throughput modeling and performance improvement","year":2008,"lang":"en","type":"article","venue":"Spring Simulation Multiconference","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Throughput; Computer network; Robustness (evolution); Sliding window protocol; Transmission Control Protocol; Wireless; Markov process; Markov chain; Wireless network; Distributed computing; Window (computing); Telecommunications","score_opus":0.05710603813546006,"score_gpt":0.278854735646759,"score_spread":0.22174869751129894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087670379","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032183945,0.00089423975,0.94708794,0.00076447835,0.00011801116,0.000077856515,0.0003854238,0.001337338,0.01715074],"genre_scores_gemma":[0.92967737,0.0014647336,0.059934437,0.00018453148,0.00017120592,0.00023906535,0.00037613956,0.00028001677,0.0076724896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979499,0.00046639823,0.000059893573,0.0003356183,0.0008420928,0.00034629033],"domain_scores_gemma":[0.9975204,0.0011311277,0.00030398936,0.0004137371,0.0005558221,0.00007495188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015654085,0.0010809875,0.0007556817,0.0010019018,0.0005770114,0.0011687635,0.002263103,0.001150226,0.002569775],"category_scores_gemma":[0.005358102,0.0005528822,0.0008669028,0.0009154634,0.00075377146,0.002787595,0.0008704255,0.0015502039,0.0009840867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085988715,0.000076289885,0.0010158748,0.00006366913,0.000026497415,0.00014246808,0.000106040214,0.89409953,0.0045891404,0.08283419,0.0020146014,0.0149456905],"study_design_scores_gemma":[0.0000024059568,0.000013640467,0.000113333976,0.0000038055011,0.0000059263775,0.00002642113,0.0000048197835,0.9934083,0.00097253366,0.0047269557,0.0007158577,0.0000059792706],"about_ca_topic_score_codex":0.009277002,"about_ca_topic_score_gemma":0.0036161372,"teacher_disagreement_score":0.009277002,"about_ca_system_score_codex":0.0035118007,"about_ca_system_score_gemma":0.0017362969,"threshold_uncertainty_score":0.025480032},"labels":[],"label_agreement":null},{"id":"W2088167162","doi":"10.1145/1023663.1023717","title":"A bidirectional multi-channel MAC protocol for improving TCP performance on multihop wireless ad hoc networks","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer network; Computer science; TCP delayed acknowledgment; TCP global synchronization; TCP acceleration; Zeta-TCP; TCP Friendly Rate Control; Transmission Control Protocol; TCP tuning; TCP Westwood plus; Wireless ad hoc network; Network packet; Wireless; Telecommunications","score_opus":0.03744792779077501,"score_gpt":0.2977858239810015,"score_spread":0.2603378961902265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088167162","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026638439,0.0065617696,0.95061266,0.0005738091,0.000901523,0.00065892265,0.000119552555,0.0038467268,0.010086667],"genre_scores_gemma":[0.42631832,0.0042323056,0.5584029,0.0004893764,0.0004990962,0.0011692782,0.00034278145,0.00052995747,0.00801601],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985038,0.000443156,0.00008516204,0.00008019545,0.0007914418,0.00009635888],"domain_scores_gemma":[0.9975879,0.00055496884,0.00021095581,0.0004070932,0.0010926791,0.00014644931],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002410989,0.0006440308,0.00058988255,0.0009164839,0.0008942057,0.0009381943,0.0013091667,0.0006468336,0.0024532822],"category_scores_gemma":[0.0047442024,0.00030972218,0.00036060193,0.00087911397,0.00049304985,0.0014595413,0.00097006845,0.0012682817,0.0008032049],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076953165,0.00069062324,0.0023134558,0.0013436008,0.0002312622,0.000557102,0.0004373169,0.046076857,0.20347452,0.05714374,0.022111546,0.6648504],"study_design_scores_gemma":[0.00045931435,0.0023432325,0.0028397262,0.00031316094,0.0005062949,0.001496786,0.00014293239,0.68187124,0.13414572,0.020721942,0.15484865,0.00031115],"about_ca_topic_score_codex":0.0010471506,"about_ca_topic_score_gemma":0.0014346192,"teacher_disagreement_score":0.0024532822,"about_ca_system_score_codex":0.00059240474,"about_ca_system_score_gemma":0.0010732873,"threshold_uncertainty_score":0.012750685},"labels":[],"label_agreement":null},{"id":"W2089083499","doi":"10.1145/1185373.1185435","title":"Real-time voice traffic scheduling and its optimization in IEEE 802.11 infrastructure-based wireless mesh networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Computer network; Fair-share scheduling; Dynamic priority scheduling; Bottleneck; Round-robin scheduling; Scheduling (production processes); Wireless mesh network; Network packet; Distributed computing; Wireless; Wireless network; Mathematical optimization; Embedded system; Quality of service; Telecommunications","score_opus":0.007619469137905964,"score_gpt":0.22501371262639186,"score_spread":0.2173942434884859,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089083499","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13807395,0.002170885,0.8532356,0.0007146315,0.00010595551,0.000040361567,0.00007577992,0.00021721405,0.005365649],"genre_scores_gemma":[0.9681636,0.00080895587,0.029107433,0.000055755972,0.00007603529,0.00003867665,0.00003612701,0.00004728993,0.0016661288],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993356,0.0003267598,0.000021432792,0.0000756003,0.000108879794,0.00013166192],"domain_scores_gemma":[0.99886394,0.0008129713,0.00014124803,0.0000332455,0.00010767834,0.000041053416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013819766,0.0006026858,0.0005896962,0.0004694739,0.00035525823,0.0008729118,0.0006197078,0.0006576073,0.0006960303],"category_scores_gemma":[0.0027234217,0.00038772202,0.00024102678,0.0008732932,0.00076028146,0.0010698182,0.00046437283,0.00046093596,0.0000964557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047374375,0.000018824037,0.00019857162,0.000028663235,0.000009787329,0.000025262334,0.000017474795,0.9836152,0.0008745071,0.005338329,0.00031019744,0.009515752],"study_design_scores_gemma":[0.000003891629,0.00001495974,0.000068731315,0.0000011173591,0.0000024917922,0.000004131413,0.000010110283,0.99763346,0.00022917168,0.001915707,0.00011421767,0.0000019584377],"about_ca_topic_score_codex":0.0056832954,"about_ca_topic_score_gemma":0.0030722294,"teacher_disagreement_score":0.0056832954,"about_ca_system_score_codex":0.0013147497,"about_ca_system_score_gemma":0.00088955055,"threshold_uncertainty_score":0.011300445},"labels":[],"label_agreement":null},{"id":"W2089199235","doi":"10.1109/pimrc.2011.6139664","title":"Cross-layer interference minimization-oriented channel assignment in IEEE 802.11 WLANs","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Computer network; PHY; Channel allocation schemes; Quality of service; Physical layer; Channel (broadcasting); Interference (communication); Throughput; IEEE 802.11; Wireless; Telecommunications","score_opus":0.0584431909337139,"score_gpt":0.28849136271849596,"score_spread":0.23004817178478207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089199235","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06788825,0.00040710872,0.93018323,0.00006168043,0.00003503529,0.000040695788,0.00000659407,0.00034522873,0.0010322842],"genre_scores_gemma":[0.82396257,0.00023204816,0.17466782,0.00009933899,0.00004113909,0.0000722812,0.000037909627,0.000034967776,0.0008518586],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988624,0.00042489616,0.000060607978,0.00017938056,0.00028986455,0.00018295848],"domain_scores_gemma":[0.99853766,0.00055353524,0.00027700223,0.0001718926,0.00035426152,0.000105717314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001506576,0.000495848,0.00044324846,0.00071953336,0.00056317967,0.00062590244,0.0008066876,0.00040758247,0.00047420745],"category_scores_gemma":[0.0033381952,0.0003436009,0.00028076104,0.0007818912,0.0005444413,0.00080139487,0.0010465487,0.0005779229,0.00018019733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034784572,0.00031749374,0.005080035,0.00012484586,0.00011565012,0.00023994474,0.0004173183,0.612871,0.036654104,0.011635638,0.0014112252,0.33078492],"study_design_scores_gemma":[0.000018145145,0.0001508422,0.0008265743,0.0000066842404,0.000027370774,0.00017370313,0.00004547889,0.98657376,0.009749709,0.0016015548,0.00080984243,0.000016420921],"about_ca_topic_score_codex":0.0010272485,"about_ca_topic_score_gemma":0.0010458411,"teacher_disagreement_score":0.001506576,"about_ca_system_score_codex":0.0003435007,"about_ca_system_score_gemma":0.00060762867,"threshold_uncertainty_score":0.007967651},"labels":[],"label_agreement":null},{"id":"W2089458275","doi":"10.1145/1143549.1143802","title":"Admission control in 802.15.4 beacon enabled clusters","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Admission control; Computer science; Network packet; Computer network; Cluster (spacecraft); Wireless sensor network; Control (management); Real-time computing; Quality of service; Artificial intelligence","score_opus":0.006693173770692898,"score_gpt":0.22669251845220914,"score_spread":0.21999934468151625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089458275","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19029684,0.0013051216,0.80232453,0.0006225178,0.00016100176,0.00010309499,0.00003581444,0.00078357075,0.004367478],"genre_scores_gemma":[0.97885144,0.00025760094,0.019485537,0.00003793654,0.00004896168,0.00004905263,0.000018614763,0.000019817995,0.0012309024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99768233,0.00079946173,0.00010544137,0.00026379066,0.00075796543,0.00039095717],"domain_scores_gemma":[0.9958395,0.0026900342,0.0004351973,0.00028070208,0.00055700867,0.00019764891],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033500893,0.0004191831,0.00077028695,0.000768458,0.0011174887,0.001848295,0.0016896712,0.0009993998,0.00059138867],"category_scores_gemma":[0.009632587,0.00037726224,0.0003189058,0.0010612063,0.001573871,0.001653181,0.001475728,0.0011526265,0.0000996078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042330901,0.000066897606,0.0013397486,0.000066876564,0.000039699225,0.00017827575,0.00034960965,0.8761675,0.0066395304,0.071732804,0.0011971637,0.04179865],"study_design_scores_gemma":[0.000021461577,0.000034611756,0.00018674269,0.0000054536667,0.00000966912,0.000027436296,0.000037851223,0.9841138,0.0011714579,0.013928746,0.00045005762,0.000012590095],"about_ca_topic_score_codex":0.00713882,"about_ca_topic_score_gemma":0.0025483065,"teacher_disagreement_score":0.00713882,"about_ca_system_score_codex":0.0024448724,"about_ca_system_score_gemma":0.0015107595,"threshold_uncertainty_score":0.017738938},"labels":[],"label_agreement":null},{"id":"W2091181239","doi":"10.1109/iccnc.2012.6167497","title":"Applications of fiber-connected distributed antenna systems in broadband wireless access","year":2012,"lang":"en","type":"article","venue":"2012 International Conference on Computing, Networking and Communications (ICNC)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Radio over fiber; Computer science; Broadband; Wireless broadband; Computer network; Software deployment; Wireless; Distributed antenna system; Flexibility (engineering); Broadband networks; Fiber; Architecture; Transmission (telecommunications); Antenna (radio); Wireless network; Telecommunications","score_opus":0.06577362041208527,"score_gpt":0.3328768695869412,"score_spread":0.2671032491748559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091181239","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048112597,0.0054124417,0.9160587,0.0011253306,0.00030272792,0.000052716958,0.000023256784,0.0002637007,0.02864848],"genre_scores_gemma":[0.84653986,0.005248388,0.14234164,0.00020260966,0.00038291648,0.00004746452,0.00003306288,0.000022311784,0.0051817717],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997844,0.00009261213,0.0000055995456,0.000023580635,0.00007822395,0.00001565446],"domain_scores_gemma":[0.99972516,0.00014979366,0.00002987257,0.000036442998,0.0000455963,0.000013060843],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003066185,0.00035265036,0.00020242453,0.0002393991,0.00034474357,0.0005685046,0.00047889832,0.0007892738,0.0024646982],"category_scores_gemma":[0.00067427376,0.00015190044,0.00020026631,0.00044077955,0.00055251713,0.0006394391,0.0004887825,0.00069581444,0.00049475883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013827109,0.00013096689,0.0020455804,0.0002896173,0.000069254165,0.00045914794,0.00033374125,0.420914,0.062231,0.32573828,0.0030664369,0.18458371],"study_design_scores_gemma":[0.00006106479,0.00033930887,0.001387672,0.00006023422,0.00004530668,0.0009769789,0.00015327577,0.8317693,0.012011489,0.1085375,0.04460361,0.00005416876],"about_ca_topic_score_codex":0.00050164195,"about_ca_topic_score_gemma":0.0007299195,"teacher_disagreement_score":0.0024646982,"about_ca_system_score_codex":0.00037109773,"about_ca_system_score_gemma":0.00017243964,"threshold_uncertainty_score":0.008245289},"labels":[],"label_agreement":null},{"id":"W2091680565","doi":"10.1007/s11036-009-0160-y","title":"ACM/Springer Mobile Networks and Applications (MONET) Special Issue on “Recent Advances in IEEE 802.11 WLANs: Protocols, Solutions and Future Directions”","year":2009,"lang":"en","type":"article","venue":"Mobile Networks and Applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Computer network; IEEE 802.11; Telecommunications; Wireless; Wireless network","score_opus":0.01053971504509582,"score_gpt":0.2762786952635667,"score_spread":0.26573898021847087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091680565","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0060517415,0.059094496,0.0982878,0.051585585,0.5012207,0.0010914998,0.004729067,0.006707303,0.2712318],"genre_scores_gemma":[0.013011637,0.07031042,0.018049294,0.006565548,0.114864014,0.00047830064,0.007860237,0.0022843094,0.7665762],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986773,0.00018581068,0.0001365621,0.00016168536,0.00063329126,0.00020537323],"domain_scores_gemma":[0.99394435,0.0010588657,0.000332445,0.00063616945,0.0029163915,0.00111168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026610848,0.0015245171,0.0024033298,0.0031009659,0.0012650182,0.004311653,0.0016371983,0.0024294644,0.10589313],"category_scores_gemma":[0.0052117533,0.00061851175,0.0007232867,0.003526616,0.0006994078,0.0050480454,0.0018766035,0.0034248533,0.07987309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008323909,0.00004697307,0.00028030464,0.00026276594,0.000016419113,0.000117696545,0.000032578835,0.00032864418,0.0017821249,0.004112078,0.8253236,0.16761361],"study_design_scores_gemma":[0.0000114334725,0.000058696878,0.00043646139,0.00014521038,0.000017789707,0.00021586302,0.00003428431,0.0020446081,0.00075009087,0.0015271397,0.99473923,0.000019120602],"about_ca_topic_score_codex":0.0031827725,"about_ca_topic_score_gemma":0.006373353,"teacher_disagreement_score":0.10589313,"about_ca_system_score_codex":0.0011187658,"about_ca_system_score_gemma":0.002291097,"threshold_uncertainty_score":0.3542478},"labels":[],"label_agreement":null},{"id":"W2093788399","doi":"10.1109/bsc.2010.5472987","title":"Experiments of multi-channel 802.11 wireless mesh networks with TCP proxies","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer network; Wireless mesh network; Computer science; Wireless network; Testbed; Wireless; Order One Network Protocol; Radio resource management; IEEE 802.11s; Channel (broadcasting); Distributed computing; Telecommunications","score_opus":0.021245702521478203,"score_gpt":0.2678407724998017,"score_spread":0.2465950699783235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093788399","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98770696,0.00019062962,0.009586416,0.000121197685,0.00010393771,0.00014328693,0.00020705206,0.00021897563,0.0017214998],"genre_scores_gemma":[0.99496365,0.00009096862,0.0043615955,0.000026093983,0.000012253424,0.0000912913,0.00012216221,0.000011784575,0.00032027307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986482,0.00046595986,0.00013515289,0.0001835009,0.0002604306,0.00030673464],"domain_scores_gemma":[0.9943012,0.0036571107,0.00046698647,0.0005431568,0.0006549588,0.00037650386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019375697,0.0008449297,0.0007729005,0.00069566816,0.0006785852,0.00046144702,0.0013904778,0.00085702894,0.0010365483],"category_scores_gemma":[0.0037380317,0.000329974,0.00038577645,0.0006333065,0.00078777963,0.0011952776,0.00089571415,0.0010478172,0.00016741361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008256997,0.007615814,0.012246991,0.0009624111,0.00029636797,0.0015628933,0.0009231968,0.64873207,0.27158457,0.006520071,0.0024833255,0.03881541],"study_design_scores_gemma":[0.0005663037,0.014448197,0.005887787,0.00006016812,0.00010839531,0.00030026562,0.00047312872,0.8226425,0.15176652,0.0024470408,0.0012100601,0.00008967264],"about_ca_topic_score_codex":0.0015704654,"about_ca_topic_score_gemma":0.000916604,"teacher_disagreement_score":0.0019375697,"about_ca_system_score_codex":0.0005401071,"about_ca_system_score_gemma":0.00031505432,"threshold_uncertainty_score":0.010246992},"labels":[],"label_agreement":null},{"id":"W2093924343","doi":"10.1016/j.measurement.2014.10.047","title":"Measuring the weather’s impact on MAC layer over 2.4GHz outdoor radio links","year":2014,"lang":"en","type":"article","venue":"Measurement","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Frame (networking); IEEE 802.11; Link layer; Computer science; Scheme (mathematics); Radio Link Protocol; Radio frequency; Telecommunications; Computer network; Environmental science; Wireless lan; Wireless; Mathematics","score_opus":0.06895547985142668,"score_gpt":0.2767938895274328,"score_spread":0.2078384096760061,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093924343","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99448836,0.00010859043,0.0036555931,0.00005870973,0.000036267662,0.0000063532952,0.00020415537,0.00012673684,0.001315161],"genre_scores_gemma":[0.9992536,0.000039329352,0.00031723577,0.000019322037,0.000009629987,0.0000027802391,0.000110922265,0.000009652974,0.00023756982],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9994381,0.000083297855,0.000019567025,0.00009801443,0.00019058725,0.00017033696],"domain_scores_gemma":[0.99883884,0.00056046474,0.0001590484,0.00010102484,0.0002692072,0.00007136662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039956125,0.0004228546,0.00026527912,0.00044146457,0.00038961982,0.00037650613,0.00028871928,0.00047882777,0.0008804405],"category_scores_gemma":[0.0013463848,0.00017177664,0.00016047907,0.00052097935,0.00020156804,0.0003676458,0.0002804791,0.0004963966,0.00019316841],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021340637,0.00041271647,0.23109849,0.00021198153,0.00031507868,0.0006629198,0.00062497053,0.06381197,0.65176743,0.00065423874,0.001660933,0.046645194],"study_design_scores_gemma":[0.000061590436,0.0017783593,0.60214794,0.000027784317,0.00034138144,0.0006529315,0.000595201,0.10881524,0.28228012,0.0002294853,0.0030073659,0.00006257114],"about_ca_topic_score_codex":0.0035958125,"about_ca_topic_score_gemma":0.0040828683,"teacher_disagreement_score":0.0035958125,"about_ca_system_score_codex":0.00034117728,"about_ca_system_score_gemma":0.00018293907,"threshold_uncertainty_score":0.007149756},"labels":[],"label_agreement":null},{"id":"W2094769547","doi":"10.1049/iet-com.2009.0782","title":"Performance analysis of directional CSMA/CA in the presence of deafness","year":2010,"lang":"en","type":"article","venue":"IET Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Beamwidth; Computer science; Directional antenna; Transmitter; Computer network; Wireless ad hoc network; Carrier sense multiple access with collision avoidance; Reuse; Wireless; Offset (computer science); Throughput; Telecommunications; Antenna (radio); Channel (broadcasting); Engineering","score_opus":0.028468799486173816,"score_gpt":0.30656559535523537,"score_spread":0.27809679586906155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094769547","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.432872,0.0035786012,0.5292332,0.0010365642,0.0001222207,0.00012152729,0.00015703676,0.0007643721,0.032114517],"genre_scores_gemma":[0.99052924,0.00048727565,0.007854689,0.000059697333,0.000021408807,0.000018462777,0.000025332414,0.000014249715,0.0009897279],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986131,0.00034689737,0.000048194714,0.00014278438,0.0005285187,0.0003204231],"domain_scores_gemma":[0.99356353,0.0037249462,0.0005150689,0.0004185033,0.0015884239,0.00018948631],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018276602,0.00082640524,0.000630707,0.0009824501,0.0006853418,0.0012324326,0.0007008924,0.0010326082,0.001720598],"category_scores_gemma":[0.009221835,0.000320627,0.00029685293,0.00092459744,0.0010916864,0.0008911955,0.00094521546,0.0006302873,0.0003256618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046971408,0.000079948724,0.0028544301,0.0001185194,0.00007056749,0.00025722577,0.00017012646,0.90289587,0.025559915,0.035262715,0.0008669295,0.03139399],"study_design_scores_gemma":[0.000008097318,0.000100196194,0.00036665733,0.000006221018,0.000020912981,0.00008168811,0.000039077004,0.99531746,0.0015263533,0.0022737652,0.00024811598,0.000011595045],"about_ca_topic_score_codex":0.008971893,"about_ca_topic_score_gemma":0.004202531,"teacher_disagreement_score":0.008971893,"about_ca_system_score_codex":0.0016428877,"about_ca_system_score_gemma":0.0019456752,"threshold_uncertainty_score":0.017839372},"labels":[],"label_agreement":null},{"id":"W2095636673","doi":"10.1109/qshine.2005.46","title":"QoS Mechanisms for the MAC Protocol of IEEE 802.11 WLANs","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Quality of service; Distributed coordination function; Inter-Access Point Protocol; IEEE 802.11; IEEE 802.11e-2005; Scheduling (production processes); IEEE 802.1X; IEEE 802; IEEE 802.11s; Network allocation vector; Network packet; Service set; Media access control; Access control; Wireless; Wireless network; Wi-Fi; Telecommunications; Wi-Fi array; Engineering","score_opus":0.02690264832715289,"score_gpt":0.3036588316464258,"score_spread":0.27675618331927293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095636673","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007979346,0.0069453386,0.966887,0.0013629544,0.0014456495,0.0004514014,0.00015625423,0.0022489969,0.012523063],"genre_scores_gemma":[0.29978123,0.009399842,0.6640916,0.0025206911,0.002539973,0.002099032,0.0003790467,0.00048345115,0.018705152],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99690115,0.0006980166,0.00029276861,0.00035432098,0.0013670535,0.00038663633],"domain_scores_gemma":[0.9964527,0.0011377279,0.00047266964,0.00079888233,0.0010377611,0.00010038311],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039796988,0.0013548261,0.0007816394,0.0017147444,0.0014681512,0.0027638988,0.0030067663,0.001752662,0.00499353],"category_scores_gemma":[0.010776706,0.00065354985,0.000674044,0.0017569044,0.0018574302,0.002595207,0.001774268,0.0038330208,0.001800104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033254313,0.00014851958,0.00041053866,0.00076381926,0.00009310974,0.00023619471,0.00049768545,0.020526484,0.028294,0.7346612,0.015561785,0.19847403],"study_design_scores_gemma":[0.00041812527,0.0007228175,0.0011677447,0.0006897791,0.00028992468,0.0016506844,0.0002517878,0.2950607,0.03726305,0.3080677,0.35413203,0.00028569004],"about_ca_topic_score_codex":0.001136668,"about_ca_topic_score_gemma":0.0006388126,"teacher_disagreement_score":0.00499353,"about_ca_system_score_codex":0.0016821809,"about_ca_system_score_gemma":0.0016287232,"threshold_uncertainty_score":0.021046877},"labels":[],"label_agreement":null},{"id":"W2095845813","doi":"10.1109/iwcmc.2008.152","title":"Video over Wireless Zigbee Networks: Multi-Channel Multi-Radio Approach","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Computer network; Throughput; Wireless; Transmission (telecommunications); Channel (broadcasting); Wireless network; NeuRFon; Cognitive radio; Data transmission; Radio resource management; Wi-Fi array; Telecommunications","score_opus":0.045381371658156755,"score_gpt":0.25956107230611386,"score_spread":0.2141797006479571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095845813","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0073043387,0.012995221,0.9539551,0.0005069534,0.00032677114,0.0001007583,0.00003982596,0.0007359823,0.024035133],"genre_scores_gemma":[0.40890568,0.029568687,0.52834177,0.0005721527,0.0008193205,0.00025209112,0.00029729097,0.00015944891,0.031083578],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99977714,0.000059215337,0.000010777201,0.000039496244,0.0000889348,0.000024535262],"domain_scores_gemma":[0.999895,0.000029384462,0.000010823194,0.000012687019,0.000042309588,0.000009735513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022747998,0.00042184725,0.00032987806,0.0006124239,0.00023745409,0.00089697825,0.0006586846,0.00056016963,0.0018228543],"category_scores_gemma":[0.00035176007,0.0001545625,0.00023371584,0.0006575659,0.0002607022,0.0011207296,0.00044176306,0.0005361611,0.0005988471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001227134,0.00010469151,0.00073562807,0.00057984237,0.00009958117,0.0004911929,0.00016296546,0.039438795,0.03499815,0.09431911,0.009181796,0.81976557],"study_design_scores_gemma":[0.000055770386,0.00033796608,0.0016699504,0.00029813344,0.0001799075,0.0022621779,0.00031677264,0.69896,0.039033644,0.084425636,0.17235129,0.0001087084],"about_ca_topic_score_codex":0.0006300969,"about_ca_topic_score_gemma":0.0008413931,"teacher_disagreement_score":0.0018228543,"about_ca_system_score_codex":0.00028645998,"about_ca_system_score_gemma":0.00021413444,"threshold_uncertainty_score":0.0060980916},"labels":[],"label_agreement":null},{"id":"W2096038194","doi":"10.1109/icc.2009.5199015","title":"Experimental Triple-Play Service Delivery Using Commodity Wireless LAN Hardware","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Computer network; Time division multiple access; Quality of service; Wireless LAN controller; Distributed coordination function; Wireless network; Triple play (telecommunications); Wi-Fi; Media access control; Wireless; Protocol (science); Local area network; Embedded system; IEEE 802.11; Telecommunications","score_opus":0.039877027755519996,"score_gpt":0.29127689509298565,"score_spread":0.25139986733746567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096038194","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9752573,0.00008448877,0.020816112,0.000083739695,0.00007036863,0.00012261442,0.00025000342,0.0007052212,0.0026101612],"genre_scores_gemma":[0.9834157,0.00012035174,0.012791739,0.000024457284,0.000008256314,0.00011225196,0.00021878138,0.00008174881,0.0032266548],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995103,0.00006416318,0.00003344965,0.000062538915,0.0001976561,0.00013186112],"domain_scores_gemma":[0.9988655,0.0005065531,0.0001337272,0.00018052889,0.00022212887,0.00009169967],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006378605,0.00042115056,0.00031766473,0.0004275595,0.00031772046,0.00039664097,0.0008975446,0.00035328112,0.004134117],"category_scores_gemma":[0.00149363,0.00023969555,0.00018968558,0.00039428816,0.00040289576,0.0008625621,0.00058654393,0.0006776849,0.000444229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038388693,0.003973512,0.0050757523,0.0008302588,0.000085902044,0.0010777768,0.0008239352,0.048463825,0.8673141,0.009520817,0.0021353774,0.056859806],"study_design_scores_gemma":[0.00022050862,0.00895672,0.0027241674,0.000025124235,0.000044271335,0.00026925377,0.00036817175,0.11773553,0.8645049,0.0008377617,0.0042763855,0.000037246617],"about_ca_topic_score_codex":0.0011063325,"about_ca_topic_score_gemma":0.0006245798,"teacher_disagreement_score":0.004134117,"about_ca_system_score_codex":0.00043448556,"about_ca_system_score_gemma":0.000251239,"threshold_uncertainty_score":0.013830006},"labels":[],"label_agreement":null},{"id":"W2096054917","doi":"10.1109/ccnc.2007.17","title":"Performance Analysis of IEEE 802.11 DCF with Heterogeneous Traffic","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Distributed coordination function; Computer science; IEEE 802.11; Polling; Computer network; Network allocation vector; Quality of service; Service set; IEEE 802.11e-2005; Access control; Random access; Inter-Access Point Protocol; IEEE 802.11s; Throughput; Wi-Fi; Wireless network; Wireless; Telecommunications; Wireless mesh network; Wi-Fi array","score_opus":0.013083862890198212,"score_gpt":0.24212051179160546,"score_spread":0.22903664890140724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096054917","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4278113,0.0022948477,0.54454553,0.0007503705,0.000095177675,0.00014526957,0.00021727335,0.00064566627,0.02349459],"genre_scores_gemma":[0.9922764,0.00035870186,0.006138656,0.000039403672,0.000019958301,0.000032222477,0.000045146862,0.000020363359,0.0010691924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985446,0.00031688614,0.000033143173,0.00021593914,0.00044992968,0.00043953452],"domain_scores_gemma":[0.99728394,0.0013892895,0.00030852467,0.00018469732,0.00073475123,0.00009888511],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013316142,0.0012928236,0.00066698575,0.0012076072,0.00073719217,0.0012046329,0.0011316302,0.0011105097,0.0009075851],"category_scores_gemma":[0.004900764,0.00029150594,0.00041140214,0.0011583241,0.00092961744,0.0011449979,0.00071415154,0.0006715911,0.00027080404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009081651,0.000069794376,0.0026746797,0.000039453764,0.00002369366,0.00017154777,0.00009601837,0.96182346,0.00469007,0.012151289,0.00063106586,0.017538177],"study_design_scores_gemma":[0.0000017317515,0.00003016548,0.00031296935,0.0000024890794,0.0000047097597,0.00003242314,0.000013434334,0.99835086,0.00050371356,0.0006024329,0.00013995748,0.000005154144],"about_ca_topic_score_codex":0.011432688,"about_ca_topic_score_gemma":0.0034529855,"teacher_disagreement_score":0.011432688,"about_ca_system_score_codex":0.003551932,"about_ca_system_score_gemma":0.0010411935,"threshold_uncertainty_score":0.0257712},"labels":[],"label_agreement":null},{"id":"W2096331657","doi":"10.1109/icc.2006.255765","title":"Non-Cooperative Transmission Game in Wireless Networks with Multipacket Reception and Packet Priority","year":2006,"lang":"en","type":"article","venue":"2006 IEEE International Conference on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Network packet; Computer science; Transmission (telecommunications); Computer network; Nash equilibrium; Telecommunications link; Channel (broadcasting); Wireless sensor network; Wireless; Mathematical optimization; Telecommunications; Mathematics","score_opus":0.042724750071956454,"score_gpt":0.3146773586526888,"score_spread":0.27195260858073234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096331657","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07825242,0.000230461,0.9168358,0.00036429087,0.000043930842,0.00014249756,0.00005743969,0.000089899775,0.0039832266],"genre_scores_gemma":[0.941548,0.0002405487,0.053133726,0.000116723684,0.000036664063,0.0002923782,0.0000672232,0.000038724564,0.004526044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972132,0.0015857472,0.00008437955,0.00031052207,0.000453053,0.00035306864],"domain_scores_gemma":[0.99267673,0.005649904,0.00068557024,0.00018065411,0.00046057702,0.0003465834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036639501,0.0012873791,0.0017426643,0.0006058698,0.00068644516,0.0015662146,0.0021458718,0.0019229,0.0014927563],"category_scores_gemma":[0.0104279,0.0006508733,0.0006676869,0.0009815188,0.002154817,0.002581362,0.0014793137,0.0016430941,0.00024491837],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012583057,0.00005724764,0.0003633621,0.000043152904,0.000024303414,0.00028167907,0.0001542947,0.9486949,0.0009137871,0.045537792,0.0002838704,0.0035197479],"study_design_scores_gemma":[0.00001883193,0.000037550326,0.000049623945,0.0000021677,0.0000036103306,0.000020616522,0.000019789404,0.99015397,0.00010862978,0.0094718225,0.000107685475,0.000005699142],"about_ca_topic_score_codex":0.0052117137,"about_ca_topic_score_gemma":0.0029150972,"teacher_disagreement_score":0.0052117137,"about_ca_system_score_codex":0.0019972564,"about_ca_system_score_gemma":0.0013051654,"threshold_uncertainty_score":0.019377112},"labels":[],"label_agreement":null},{"id":"W2096638896","doi":"10.1109/cnsr.2007.60","title":"Structural Unfairness in 802.11-basedWireless Mesh Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Limiting; Computer network; Network topology; Wireless mesh network; Software deployment; Hop (telecommunications); Wireless; Mesh networking; Distributed computing; Wireless network; Default gateway; Residual; Telecommunications; Algorithm; Engineering","score_opus":0.013789536678120537,"score_gpt":0.2635338814959977,"score_spread":0.24974434481787716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096638896","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2958038,0.0021926162,0.69350463,0.000869301,0.00016255717,0.00013342328,0.00003311939,0.0006030051,0.0066975052],"genre_scores_gemma":[0.97291136,0.0004555103,0.025785564,0.000062895226,0.00005014402,0.000035001325,0.000017187975,0.000027001106,0.0006554096],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9958366,0.0017399351,0.0002451689,0.00036641888,0.0013631338,0.00044868424],"domain_scores_gemma":[0.9829093,0.011650966,0.0021817223,0.001783276,0.0011854117,0.0002893254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005920154,0.0006058063,0.0006653081,0.0010878397,0.0017139358,0.0015485169,0.0016826848,0.0011342348,0.0006205722],"category_scores_gemma":[0.024412008,0.00046539356,0.00041570593,0.00094323093,0.002503686,0.002953447,0.001977038,0.0014730358,0.00011405809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00065832335,0.00034892472,0.008547508,0.0004165164,0.000109182474,0.0007517389,0.0011992241,0.6649155,0.03633415,0.12991297,0.0013801414,0.15542573],"study_design_scores_gemma":[0.000026366406,0.00033106963,0.0016790031,0.00004070714,0.000070928465,0.00049361464,0.00026310002,0.93296784,0.015275963,0.04706114,0.0017454824,0.000044735763],"about_ca_topic_score_codex":0.0013944024,"about_ca_topic_score_gemma":0.0014117796,"teacher_disagreement_score":0.005920154,"about_ca_system_score_codex":0.0015005133,"about_ca_system_score_gemma":0.0011596533,"threshold_uncertainty_score":0.031309128},"labels":[],"label_agreement":null},{"id":"W2096967131","doi":"10.1109/lcn.1988.10211","title":"LAN gateway designs for multicast communication","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Technical University of Nova Scotia","funders":"","keywords":"Gateway (web page); Multicast; Computer network; Computer science; Gateway address; H.248; Identification (biology); Internetworking; Default gateway; Distributed computing; The Internet; World Wide Web","score_opus":0.06705667790532417,"score_gpt":0.30919896887871706,"score_spread":0.2421422909733929,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096967131","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015550113,0.001603461,0.9297977,0.00058081903,0.00035621919,0.0003232834,0.000110861874,0.0026209431,0.049056657],"genre_scores_gemma":[0.28731972,0.0023749883,0.6833578,0.0005337059,0.00030776253,0.00083619566,0.00038683877,0.0003608619,0.024522213],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99869967,0.0005838519,0.00011307901,0.00011235578,0.00035422557,0.0001368063],"domain_scores_gemma":[0.99894136,0.00038702873,0.00009693008,0.0002245775,0.00030195084,0.0000481163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018278499,0.00053991994,0.00046144,0.00094514346,0.0008429089,0.0017802769,0.0015940221,0.00090176804,0.006658563],"category_scores_gemma":[0.0021324991,0.00045057086,0.00044090772,0.0007647499,0.0005734376,0.0025211507,0.0011838282,0.0009863714,0.0016816118],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004469405,0.00016441802,0.0010061112,0.0008877732,0.00008760476,0.00060935825,0.0008641463,0.031572253,0.027582673,0.6583691,0.016187353,0.26222232],"study_design_scores_gemma":[0.00034779074,0.0012175541,0.0007327869,0.00046670344,0.00028938786,0.0018070069,0.0007024836,0.342939,0.07045126,0.19727215,0.38365483,0.00011912571],"about_ca_topic_score_codex":0.00044344857,"about_ca_topic_score_gemma":0.00106285,"teacher_disagreement_score":0.006658563,"about_ca_system_score_codex":0.0011391828,"about_ca_system_score_gemma":0.00050264684,"threshold_uncertainty_score":0.02227509},"labels":[],"label_agreement":null},{"id":"W2097034629","doi":"10.1109/glocom.1996.594377","title":"Contention free cyclic release reservation arbitrated access for multiplexing real time traffic over dual bus metropolitan area networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer network; Computer science; Reservation; Channel access method; Multiplexing; Bandwidth (computing); Statistical time division multiplexing; Metropolitan area; Telecommunications; Wireless","score_opus":0.06210647305247286,"score_gpt":0.2915539240029422,"score_spread":0.22944745095046937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097034629","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28510383,0.0012327519,0.7072922,0.00028931542,0.00022784031,0.00013955227,0.00005463726,0.0008176701,0.0048422073],"genre_scores_gemma":[0.92556006,0.00030046195,0.07200953,0.00006809022,0.00010213669,0.00010479069,0.000053456348,0.000023643823,0.0017778657],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996394,0.00011113835,0.00002563325,0.000031665277,0.00012684292,0.00006540281],"domain_scores_gemma":[0.99929,0.0002395373,0.000104649196,0.00014134467,0.00014985744,0.000074623546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00076102914,0.00030188638,0.00025056442,0.00051365455,0.0005600207,0.00060345366,0.0010786909,0.00027793343,0.001396617],"category_scores_gemma":[0.0015344621,0.00016879433,0.00018405289,0.00036702998,0.0006282991,0.0010065146,0.0007171486,0.00051001215,0.000167869],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001871654,0.0005326164,0.003286497,0.00041075083,0.00012409297,0.0010822781,0.00072063785,0.09260136,0.3263503,0.16738194,0.0053698653,0.40026796],"study_design_scores_gemma":[0.00017296145,0.0011142173,0.0007402163,0.000028980969,0.00010867548,0.0006696059,0.00008142041,0.91371626,0.05573254,0.014462351,0.013088866,0.00008381596],"about_ca_topic_score_codex":0.0007949326,"about_ca_topic_score_gemma":0.0012960532,"teacher_disagreement_score":0.001396617,"about_ca_system_score_codex":0.00042700904,"about_ca_system_score_gemma":0.00053753116,"threshold_uncertainty_score":0.0046721697},"labels":[],"label_agreement":null},{"id":"W2097171747","doi":"10.1109/icassp.2005.1415798","title":"On Optimal Transmission Algorithms for Slotted ALOHA Sensor Networks with Multi-Packet Reception","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aloha; Computer science; Network packet; Transmission (telecommunications); Channel (broadcasting); Algorithm; Wireless sensor network; Channel state information; Mathematical optimization; Computer network; Wireless; Throughput; Telecommunications; Mathematics","score_opus":0.020135978839881677,"score_gpt":0.2640933292780725,"score_spread":0.24395735043819083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097171747","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0054853065,0.000257958,0.993026,0.00008229262,0.000020123853,0.00002892092,0.000015270252,0.00007588719,0.0010082247],"genre_scores_gemma":[0.45726132,0.0010609396,0.5387121,0.00017204144,0.00009402501,0.00031376423,0.0001327643,0.00014661568,0.0021065536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99807113,0.00088373554,0.00009149263,0.0002813673,0.00051000423,0.00016237535],"domain_scores_gemma":[0.9933108,0.00525182,0.0005418569,0.00032178048,0.00047908857,0.00009462738],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0041112294,0.0009898773,0.001281568,0.0007177329,0.000710775,0.001318489,0.0014506709,0.0012677937,0.0016039861],"category_scores_gemma":[0.012746196,0.00070067646,0.0007145188,0.0010084944,0.0017549093,0.0025037013,0.0014232865,0.0016328675,0.00043509915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008831553,0.000037456037,0.00016653471,0.00007380418,0.000027659682,0.000027466845,0.00010634006,0.9170735,0.0010086437,0.056472532,0.00051371893,0.02440394],"study_design_scores_gemma":[0.000016109576,0.000020769729,0.00002498026,0.000009639707,0.0000042073502,0.000013411223,0.000009163034,0.9807153,0.0003756408,0.018553918,0.00025075913,0.0000061099995],"about_ca_topic_score_codex":0.0015850179,"about_ca_topic_score_gemma":0.0012319443,"teacher_disagreement_score":0.0041112294,"about_ca_system_score_codex":0.0014931827,"about_ca_system_score_gemma":0.0017294801,"threshold_uncertainty_score":0.021742523},"labels":[],"label_agreement":null},{"id":"W2097706559","doi":"10.1109/pacrim.1989.48293","title":"Analysis of carrier sense multiple access with priority acknowledgements (CSMA/PA) on noisy two-way channels with finite user population","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer network; Computer science; Network packet; Channel (broadcasting); Carrier sense multiple access with collision avoidance; Population; Throughput; Synchronization (alternating current); Bandwidth (computing); Transmission (telecommunications); Media access control; Node (physics); Topology (electrical circuits); Wireless; Telecommunications; Engineering; Electrical engineering","score_opus":0.02491840153133684,"score_gpt":0.29176890841855785,"score_spread":0.266850506887221,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097706559","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052955497,0.0009812401,0.9391933,0.00036198986,0.00006389622,0.00005723602,0.00007108195,0.00028881166,0.006026882],"genre_scores_gemma":[0.96304554,0.0020510072,0.028614838,0.000107177584,0.00014712442,0.00017264074,0.00009253465,0.00014054384,0.0056285504],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983011,0.000512109,0.00003307025,0.00015221893,0.0007709142,0.00023064738],"domain_scores_gemma":[0.99194145,0.0062633874,0.00066469837,0.0002363889,0.0008085985,0.00008553449],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020751297,0.001135132,0.0009172964,0.0011687257,0.00066494907,0.0015183087,0.0011850089,0.00091274676,0.0016133224],"category_scores_gemma":[0.011495295,0.00073569414,0.0006181405,0.0009012239,0.0021545403,0.002204106,0.0007973368,0.001172359,0.00029121205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055979235,0.000017936285,0.00071007316,0.00008679515,0.000043451022,0.00019931259,0.00012458101,0.9453352,0.0025519058,0.043815643,0.0005711385,0.0064879763],"study_design_scores_gemma":[0.0000024388187,0.000012895975,0.00012483704,0.000005459625,0.0000065725076,0.000029226456,0.000009674477,0.99628496,0.00033346625,0.0030374164,0.00014776886,0.0000053730587],"about_ca_topic_score_codex":0.00640913,"about_ca_topic_score_gemma":0.0029568104,"teacher_disagreement_score":0.00640913,"about_ca_system_score_codex":0.0022022421,"about_ca_system_score_gemma":0.0012742165,"threshold_uncertainty_score":0.015978456},"labels":[],"label_agreement":null},{"id":"W2097832794","doi":"10.1109/ccnc.2007.94","title":"Performance Analysis of Hybrid Medium Access Protocol in IEEE 802.15.3 WPAN","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Piconet; Computer network; Scheduling (production processes); IEEE 802.15; Protocol (science); Duration (music); Channel (broadcasting); Bluetooth; Wireless; Telecommunications; Engineering; Wireless sensor network","score_opus":0.028584405103709905,"score_gpt":0.3355254746751806,"score_spread":0.3069410695714707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097832794","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6361563,0.0032212213,0.34966925,0.00026100705,0.00008568912,0.000060550097,0.00011406223,0.0005264124,0.00990542],"genre_scores_gemma":[0.9927678,0.00036975814,0.0062927557,0.000018453135,0.000016387738,0.000021491349,0.000025378095,0.000018158886,0.00046995553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988368,0.00037189474,0.000038386956,0.000101812126,0.0004955446,0.00015554964],"domain_scores_gemma":[0.99711466,0.0018129959,0.00025536085,0.0001780725,0.0005925869,0.00004642597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017897733,0.0005563537,0.00051691686,0.0005807971,0.00038101283,0.0008322999,0.00051189377,0.00048247108,0.00081056496],"category_scores_gemma":[0.0040998184,0.00017153834,0.00029962405,0.000574998,0.00055027637,0.0010641514,0.00048495215,0.0005218663,0.00014992587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005041467,0.00007947973,0.0055798343,0.00017999252,0.00014058089,0.00037449785,0.00018864314,0.9050577,0.028359279,0.021419933,0.000605915,0.037510008],"study_design_scores_gemma":[0.0000036872827,0.000083656,0.0008815537,0.0000059023505,0.000017180138,0.00007579727,0.000017491408,0.9950982,0.0023718656,0.0012332619,0.00020310086,0.000008346844],"about_ca_topic_score_codex":0.00251084,"about_ca_topic_score_gemma":0.0011822832,"teacher_disagreement_score":0.00251084,"about_ca_system_score_codex":0.00093291956,"about_ca_system_score_gemma":0.00048639657,"threshold_uncertainty_score":0.009465337},"labels":[],"label_agreement":null},{"id":"W2097994587","doi":"10.1109/glocom.2008.ecp.49","title":"Stability of Multiple Receiving Nodes Slotted ALOHA for Wireless Ad Hoc Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Retransmission; Aloha; Computer network; Computer science; Wireless ad hoc network; Node (physics); Network packet; Base station; Random access; Wireless; Transmission (telecommunications); Mobile ad hoc network; Wireless network; Throughput; Telecommunications; Engineering","score_opus":0.041630259608359525,"score_gpt":0.2580906280244475,"score_spread":0.21646036841608796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097994587","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05131937,0.0012275903,0.9436427,0.00012577407,0.00006912335,0.00005434082,0.00003361861,0.0003015132,0.0032259924],"genre_scores_gemma":[0.9203296,0.0010151627,0.075058796,0.00008168151,0.000100689715,0.000111500136,0.00007400839,0.000059389993,0.0031692614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929404,0.00023381696,0.00002915553,0.00010932172,0.00029221992,0.000041397678],"domain_scores_gemma":[0.9969591,0.0018128055,0.00032552978,0.00029009048,0.00056207145,0.000050498995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011161817,0.00033268292,0.00038823372,0.00052252953,0.00052707584,0.0006647697,0.0008603578,0.00038415272,0.0013742795],"category_scores_gemma":[0.0048938463,0.0001800577,0.00029801385,0.00048868393,0.0006911792,0.0012175123,0.0006180975,0.00058686745,0.00052644545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008789148,0.00010299724,0.0031541346,0.00035853888,0.00010979778,0.0005750357,0.0010681921,0.436484,0.10500612,0.18936464,0.0019380278,0.26095963],"study_design_scores_gemma":[0.000019806203,0.00017177375,0.0004951851,0.000017725288,0.000024977455,0.00020682653,0.00005953282,0.95113325,0.010614184,0.035394795,0.0018302238,0.000031656047],"about_ca_topic_score_codex":0.00042851266,"about_ca_topic_score_gemma":0.00029518752,"teacher_disagreement_score":0.0013742795,"about_ca_system_score_codex":0.0005312142,"about_ca_system_score_gemma":0.00034085024,"threshold_uncertainty_score":0.0059030056},"labels":[],"label_agreement":null},{"id":"W2098020744","doi":"10.1109/lcn.2008.4664254","title":"IEEE 802.11p modeling in NS-2","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"IEEE 802.11p; Vehicular ad hoc network; Wireless ad hoc network; Computer science; Wireless; Intelligent transportation system; Vehicular communication systems; Computer network; Set (abstract data type); Inter-Access Point Protocol; Wireless network; Access technology; Telecommunications; Wi-Fi; Engineering; Transport engineering","score_opus":0.07729728138213345,"score_gpt":0.2636307278898244,"score_spread":0.18633344650769096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098020744","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013579355,0.0005757034,0.93781006,0.0011124321,0.0006722675,0.00054877973,0.0033785957,0.008427315,0.03389554],"genre_scores_gemma":[0.33988336,0.0024822121,0.6058876,0.0010187997,0.00022524066,0.003334567,0.009937468,0.0022037053,0.035027076],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992015,0.00024488947,0.00007666338,0.000049460465,0.00034756152,0.00007988801],"domain_scores_gemma":[0.9991573,0.00026056456,0.000071081624,0.00014003325,0.00032793672,0.00004310694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010521951,0.0008333792,0.0006888651,0.00050609803,0.0007567126,0.0013562293,0.002702605,0.001102063,0.006202359],"category_scores_gemma":[0.0029125938,0.00064704166,0.000597318,0.0009450178,0.0004554839,0.0017915383,0.0009246062,0.0023018115,0.0026605849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000084431864,0.000090273694,0.00053548353,0.00013725166,0.000046642115,0.000104102655,0.00016556011,0.91445994,0.0022554288,0.043740273,0.016742904,0.02163778],"study_design_scores_gemma":[0.00003307858,0.000026789,0.00010586831,0.00002608633,0.000011695124,0.00003546486,0.000030509733,0.95712227,0.0015210031,0.0087491125,0.03231351,0.000024712532],"about_ca_topic_score_codex":0.015055521,"about_ca_topic_score_gemma":0.010139463,"teacher_disagreement_score":0.015055521,"about_ca_system_score_codex":0.00080504507,"about_ca_system_score_gemma":0.0018204837,"threshold_uncertainty_score":0.029935777},"labels":[],"label_agreement":null},{"id":"W2098227548","doi":"10.1109/ccece.2004.1345024","title":"Error recovery service for IEEE 802.11b protocols via adaptive forward error correction and dynamic packet sizing","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Retransmission; Network packet; Overhead (engineering); Throughput; Computer network; IEEE 802; IEEE 802.11; Error detection and correction; Real-time computing; Quality of service; Algorithm; Wireless; Telecommunications","score_opus":0.03254733048508456,"score_gpt":0.3022404978810808,"score_spread":0.26969316739599625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098227548","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10150524,0.0010838076,0.8791112,0.00086889684,0.00026603448,0.00025774763,0.000092903734,0.0067638783,0.010050349],"genre_scores_gemma":[0.8165842,0.00056624494,0.17598616,0.0003091865,0.00019640612,0.00015091097,0.00019921198,0.00016072387,0.0058469716],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988973,0.00015818805,0.000080839476,0.00008498543,0.00064527633,0.00013334889],"domain_scores_gemma":[0.9979843,0.00040267367,0.00032483382,0.0005909131,0.00061127817,0.000086057706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001864114,0.0005977306,0.0004630646,0.00076390285,0.0005960964,0.0010712158,0.00103445,0.00070758705,0.0014838412],"category_scores_gemma":[0.0045819865,0.00022779644,0.00024849531,0.0005893759,0.00067887397,0.0013333858,0.0011524645,0.0013733729,0.0007886818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007848996,0.0007404865,0.003253241,0.00038109018,0.00009499809,0.0008167995,0.00050629396,0.15031004,0.15605415,0.10381218,0.014475889,0.5687699],"study_design_scores_gemma":[0.00016867495,0.00046200215,0.00091795536,0.00003434941,0.00006412358,0.00074084464,0.000053278276,0.9045379,0.049262058,0.016437618,0.02725444,0.00006670051],"about_ca_topic_score_codex":0.0019782307,"about_ca_topic_score_gemma":0.0017269193,"teacher_disagreement_score":0.0019782307,"about_ca_system_score_codex":0.00052735826,"about_ca_system_score_gemma":0.0010385672,"threshold_uncertainty_score":0.009858549},"labels":[],"label_agreement":null},{"id":"W2098537095","doi":"10.1109/pimrc.2008.4699703","title":"Modeling hidden terminals in IEEE 802.11 networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Hidden node problem; Node (physics); Computer network; Distributed coordination function; IEEE 802.11s; Wireless network; Wireless ad hoc network; Footprint; Wireless; IEEE 802.11; Distributed computing; Wireless mesh network; Engineering; Telecommunications; Wi-Fi array","score_opus":0.041743290326752766,"score_gpt":0.2673349797552959,"score_spread":0.22559168942854313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098537095","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2526998,0.0009850819,0.73887926,0.0004119608,0.00013276684,0.000050424384,0.000081250815,0.00026690555,0.006492545],"genre_scores_gemma":[0.98258036,0.00054542127,0.014218764,0.00003326193,0.00004580915,0.000039925737,0.000035472473,0.000026009253,0.0024750605],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931383,0.00024247442,0.000024967834,0.000085916814,0.00018630951,0.00014647063],"domain_scores_gemma":[0.99776316,0.0014471114,0.0002953746,0.00017007242,0.0002497036,0.000074644304],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013059251,0.00082848134,0.0005127051,0.00050934486,0.00058912707,0.0012624279,0.0013464284,0.0015958081,0.0007972012],"category_scores_gemma":[0.0053812386,0.00070324197,0.0004127381,0.00056575757,0.001577407,0.0023256948,0.001199994,0.0013051442,0.0002466866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042113323,0.0000149090765,0.0006257626,0.000012670111,0.000008303043,0.00008672291,0.00006967704,0.9824222,0.0009006055,0.013494062,0.00012070855,0.0022023516],"study_design_scores_gemma":[0.0000022508937,0.000008822595,0.000056645047,0.000002317327,0.000003203372,0.000009370714,0.0000064397277,0.997177,0.00015937407,0.0025064696,0.000065026914,0.000003177143],"about_ca_topic_score_codex":0.00543926,"about_ca_topic_score_gemma":0.0029666247,"teacher_disagreement_score":0.00543926,"about_ca_system_score_codex":0.0011012617,"about_ca_system_score_gemma":0.00083843153,"threshold_uncertainty_score":0.010815203},"labels":[],"label_agreement":null},{"id":"W2098644095","doi":"10.1109/ccece.1998.682570","title":"Tuning-up the DQDB connection-oriented data service","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Service (business); Computer network; Quality of service; Data as a service; Differentiated service; Service level objective; Connection (principal bundle); Set (abstract data type); Service design; Service delivery framework; Engineering","score_opus":0.08231300119095203,"score_gpt":0.27873064392613456,"score_spread":0.19641764273518253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098644095","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16531207,0.0020727636,0.799713,0.0007626341,0.00049905374,0.00081602525,0.00020457055,0.005166255,0.025453608],"genre_scores_gemma":[0.9369074,0.00043082403,0.058290966,0.00057747087,0.00014074492,0.00020639585,0.00015202342,0.00022553219,0.003068648],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99780923,0.00045880617,0.00014715613,0.00033834085,0.00092222245,0.00032424298],"domain_scores_gemma":[0.996358,0.000777914,0.00029252146,0.00077765295,0.001506433,0.00028744692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021431972,0.00043133312,0.0005764812,0.000983476,0.0008879708,0.0019093533,0.0013818515,0.00079940644,0.0018650842],"category_scores_gemma":[0.008090278,0.0002933155,0.00021262445,0.0005488953,0.0007922065,0.0011664901,0.0016645851,0.0012910535,0.001177648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012208996,0.0006532799,0.020165466,0.00070894806,0.000110098306,0.00089706137,0.0012391211,0.048774734,0.28117043,0.15918568,0.01162413,0.4742501],"study_design_scores_gemma":[0.00029606244,0.000907459,0.0073272623,0.00017318448,0.00015223354,0.003349365,0.00056719565,0.59160113,0.18913744,0.060030997,0.14616777,0.00028986295],"about_ca_topic_score_codex":0.0015771451,"about_ca_topic_score_gemma":0.0008498257,"teacher_disagreement_score":0.0021431972,"about_ca_system_score_codex":0.0008797051,"about_ca_system_score_gemma":0.000994801,"threshold_uncertainty_score":0.011334479},"labels":[],"label_agreement":null},{"id":"W2098790340","doi":"10.1145/2508222.2508232","title":"A distributed fluid dynamic motivated quality assurance algorithm for multi-hop wireless transmissions","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Computer science; Quality of service; Computer network; Wireless network; Wireless; Distributed computing; Channel (broadcasting); Hop (telecommunications); Quality assurance; Service (business); Telecommunications","score_opus":0.03246695515684894,"score_gpt":0.31475129173952887,"score_spread":0.28228433658267993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098790340","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0051418636,0.00015867536,0.9936539,0.00008025539,0.000045196255,0.000025035124,0.000004150055,0.00014041712,0.0007505236],"genre_scores_gemma":[0.60365856,0.00043545765,0.39216352,0.0001542575,0.00009883766,0.00024753087,0.00005698495,0.00006288871,0.0031219772],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956435,0.00010138613,0.000021681859,0.00008658826,0.00016611531,0.000059932365],"domain_scores_gemma":[0.9994111,0.00029019892,0.00005926918,0.000025644486,0.0001759073,0.00003805173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009340166,0.00067070546,0.00090365903,0.00045654995,0.0007358291,0.00088764133,0.0015307822,0.0010160577,0.0013854186],"category_scores_gemma":[0.0024003636,0.00029359697,0.00049068686,0.00041484612,0.0007209686,0.00093027035,0.0011027614,0.0010561645,0.00022270664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015210881,0.00006441331,0.00051587174,0.00007481573,0.000042465563,0.00006843147,0.00013598132,0.8592175,0.005452133,0.02207557,0.001168973,0.11103175],"study_design_scores_gemma":[0.000014020947,0.000028198925,0.00002020405,0.0000025963789,0.0000038815606,0.000010390043,0.0000033525187,0.9980128,0.00035522084,0.0011011141,0.00044463688,0.000003523943],"about_ca_topic_score_codex":0.0031564252,"about_ca_topic_score_gemma":0.0015573996,"teacher_disagreement_score":0.0031564252,"about_ca_system_score_codex":0.0010451942,"about_ca_system_score_gemma":0.0010137043,"threshold_uncertainty_score":0.007583499},"labels":[],"label_agreement":null},{"id":"W2099211592","doi":"10.1109/lcomm.2009.090999","title":"Lock step: an algorithm to reduce wi-fi jitter","year":2009,"lang":"en","type":"article","venue":"IEEE Communications Letters","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Jitter; Exponential backoff; Computer network; Lock (firearm); Algorithm; Collision; Idle; Transmission (telecommunications); Key (lock); Network packet; Real-time computing; Throughput; Wireless; Telecommunications; Computer security","score_opus":0.038978927919089246,"score_gpt":0.3201264449432478,"score_spread":0.2811475170241586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099211592","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01180607,0.0002714873,0.9794688,0.00014860283,0.00019361712,0.00015165156,0.00005481875,0.0058922055,0.0020127485],"genre_scores_gemma":[0.26936185,0.0002445273,0.7167896,0.00043620568,0.00019465432,0.00038053465,0.0003080588,0.0007957548,0.011488813],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999074,0.00012184071,0.00006300995,0.00016599154,0.00038697312,0.0001881492],"domain_scores_gemma":[0.9987197,0.00034600723,0.0001171637,0.00035432845,0.00031311272,0.00014975308],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009977852,0.0009803342,0.00091300334,0.0014409017,0.0012533606,0.0013705068,0.002366938,0.0009245428,0.007315662],"category_scores_gemma":[0.0035455043,0.00042310962,0.0004869997,0.0007695855,0.0007919235,0.001672333,0.00244721,0.0013556773,0.002809537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016510953,0.0004370259,0.002111743,0.00014790763,0.00009089707,0.00030593615,0.0002805667,0.04539072,0.071443945,0.021878488,0.019284254,0.8369776],"study_design_scores_gemma":[0.00046237314,0.0006052758,0.0010980288,0.000045723067,0.00010778055,0.0006203443,0.00012698006,0.8393944,0.10797861,0.015638888,0.033787843,0.00013364194],"about_ca_topic_score_codex":0.0015564174,"about_ca_topic_score_gemma":0.0021355443,"teacher_disagreement_score":0.007315662,"about_ca_system_score_codex":0.0006194595,"about_ca_system_score_gemma":0.001453579,"threshold_uncertainty_score":0.02447331},"labels":[],"label_agreement":null},{"id":"W2099324926","doi":"10.1142/s0219265906001624","title":"INTERCONNECTING 802.15.4 CLUSTERS IN MASTER-SLAVE MODE USING GUARANTEED TIME SLOTS AND ACKNOWLEDGED TRANSFERS: QUEUEING THEORETIC ANALYSIS","year":2006,"lang":"en","type":"article","venue":"Journal of Interconnection Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Computer network; Queueing theory; Network packet; Cluster (spacecraft); Sink (geography); Wireless sensor network; Queue; Distributed computing; Real-time computing","score_opus":0.011125503334232833,"score_gpt":0.24866794621794525,"score_spread":0.2375424428837124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099324926","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33125016,0.0006915769,0.6622461,0.0006051369,0.000075485885,0.000107030355,0.00007241429,0.0003156953,0.0046363487],"genre_scores_gemma":[0.9822222,0.00025567686,0.016066918,0.00005199109,0.000039296167,0.00006425874,0.00003182267,0.000037887865,0.0012298712],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821895,0.0007057397,0.000056657424,0.00018373103,0.00045731541,0.000377627],"domain_scores_gemma":[0.991789,0.0055298177,0.0009982791,0.00042585112,0.0010490873,0.00020792343],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0056670755,0.00068984093,0.0008746798,0.0008686172,0.0010067798,0.0019329259,0.0016405572,0.0010085981,0.0014975629],"category_scores_gemma":[0.012818504,0.00065456564,0.00049825775,0.00069628976,0.0022339914,0.003480003,0.0010336683,0.00093587884,0.0001749921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026163465,0.00008889353,0.0013770129,0.00006694268,0.000069244685,0.00016333471,0.00033565957,0.84710693,0.00493029,0.1383032,0.0011277164,0.0061690486],"study_design_scores_gemma":[0.0000127146905,0.000044456443,0.00018499263,0.0000041580215,0.000015004816,0.000019488449,0.000038455506,0.98818505,0.0004984633,0.0108162835,0.00017071876,0.000010233986],"about_ca_topic_score_codex":0.0055689374,"about_ca_topic_score_gemma":0.0033256728,"teacher_disagreement_score":0.0056670755,"about_ca_system_score_codex":0.0038303486,"about_ca_system_score_gemma":0.0020490424,"threshold_uncertainty_score":0.029970706},"labels":[],"label_agreement":null},{"id":"W2100036317","doi":"10.1109/twc.2009.071359","title":"Utility-optimal random access: Reduced complexity, fast convergence, and robust performance","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Subgradient method; Asynchronous communication; Distributed algorithm; Distributed coordination function; Robustness (evolution); Wireless ad hoc network; Convergence (economics); Random access; Wireless network; Distributed computing; Wireless; Mathematical optimization; Algorithm; Computer network; IEEE 802.11; Mathematics","score_opus":0.07501901322174132,"score_gpt":0.30771441913670405,"score_spread":0.23269540591496274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100036317","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0050135967,0.00018940352,0.99347323,0.000095665266,0.000019985537,0.000032033193,0.000007324317,0.00025043453,0.0009182461],"genre_scores_gemma":[0.5776312,0.00043250335,0.41883615,0.00015770507,0.00009356182,0.0002874921,0.000062835585,0.0001150344,0.0023835215],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99722207,0.0013623227,0.000117566015,0.0003355295,0.00073788234,0.00022470384],"domain_scores_gemma":[0.9963529,0.0019718155,0.00043092237,0.00059101265,0.0005238139,0.0001295381],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032204217,0.000915667,0.001540647,0.00073148665,0.00047009924,0.0012923275,0.0020271644,0.00085647946,0.00109347],"category_scores_gemma":[0.011305074,0.00044902728,0.0005724481,0.0007562789,0.001263356,0.001935321,0.0016654317,0.0013589826,0.0005175578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028465159,0.00012976328,0.00049508945,0.00012039523,0.00006259182,0.000090770554,0.00012830191,0.7690525,0.0039812983,0.102245755,0.0016380005,0.12177092],"study_design_scores_gemma":[0.0000341226,0.0000445198,0.00004269244,0.0000037573343,0.000006091571,0.000040521438,0.0000057834336,0.9912982,0.00079149706,0.007326395,0.00039801095,0.000008590631],"about_ca_topic_score_codex":0.0012127166,"about_ca_topic_score_gemma":0.0008949583,"teacher_disagreement_score":0.0032204217,"about_ca_system_score_codex":0.0009983558,"about_ca_system_score_gemma":0.0015185333,"threshold_uncertainty_score":0.017031431},"labels":[],"label_agreement":null},{"id":"W2100068443","doi":"10.1109/wd.2008.4812860","title":"A distributed trust and reputation model for capacity enhancement in wireless networks","year":2008,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Reputation; Trust management (information system); Computer network; Blocking (statistics); Voice over IP; Wireless network; Wireless; Computer security; Telecommunications; The Internet","score_opus":0.0431219882852394,"score_gpt":0.2752722499307085,"score_spread":0.2321502616454691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100068443","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022206655,0.00031308533,0.9717756,0.0004792782,0.00008783932,0.00005981028,0.000046211277,0.00024599695,0.004785477],"genre_scores_gemma":[0.9315291,0.00030632308,0.06263806,0.00006463684,0.00013353476,0.00013554028,0.000047214748,0.000052369476,0.0050930837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976305,0.0009917183,0.00013528878,0.00039231838,0.00058563176,0.00026456878],"domain_scores_gemma":[0.9959298,0.0018701152,0.0005369605,0.00047804986,0.00086234143,0.00032279384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032349837,0.00090839405,0.0012442357,0.0006998699,0.0009298428,0.002271961,0.0027386216,0.0015718641,0.0022665164],"category_scores_gemma":[0.010184001,0.00046933562,0.0008313511,0.0008618552,0.001826881,0.0040469123,0.001383964,0.0016839129,0.00055888784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022025798,0.00008592225,0.00069064304,0.00007863238,0.000067895715,0.00029523045,0.00029538706,0.81229407,0.0027995263,0.16002397,0.0015053344,0.021643104],"study_design_scores_gemma":[0.000014447101,0.000029907496,0.000064806976,0.0000036525767,0.0000112664575,0.000030038242,0.000011938216,0.9837757,0.00015462768,0.015493383,0.00039973625,0.000010508325],"about_ca_topic_score_codex":0.004054059,"about_ca_topic_score_gemma":0.0030427852,"teacher_disagreement_score":0.004054059,"about_ca_system_score_codex":0.002381742,"about_ca_system_score_gemma":0.0012745624,"threshold_uncertainty_score":0.017280817},"labels":[],"label_agreement":null},{"id":"W2100074754","doi":"10.1109/jsac.2005.863862","title":"Optimal ACK mechanisms of the IEEE 802.15.3 MAC for ultra-wideband systems","year":2006,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Throughput; Channel (broadcasting); Network allocation vector; Wireless; Transmission (telecommunications); Control channel; Wireless network; IEEE 802.11; Telecommunications; Base station","score_opus":0.028964369912634767,"score_gpt":0.28434984730905943,"score_spread":0.25538547739642464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100074754","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04193575,0.003135887,0.948441,0.0004687202,0.00030062124,0.00020258794,0.00006841639,0.0007278307,0.004719101],"genre_scores_gemma":[0.8540901,0.001950651,0.14195946,0.00022006848,0.000169518,0.00028910866,0.000062016006,0.00007123188,0.0011878312],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99797934,0.0007481575,0.0001729627,0.00019767055,0.0006012704,0.0003006603],"domain_scores_gemma":[0.99706393,0.0012986329,0.0005105129,0.00034585455,0.0007113889,0.00006972426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004121774,0.001389233,0.0008615412,0.0009007324,0.0009341345,0.0016643235,0.0015334637,0.0008998639,0.0014116243],"category_scores_gemma":[0.008358386,0.00049513887,0.0005317894,0.0006233782,0.00079114694,0.0021875633,0.0008342078,0.0013161252,0.00041221475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009848331,0.0005088406,0.0022608994,0.0004272149,0.00014420394,0.0003725343,0.00027042624,0.6610235,0.031663164,0.12903869,0.004697111,0.1686086],"study_design_scores_gemma":[0.00010170829,0.00023077823,0.00064508227,0.000043958098,0.000110065004,0.00013628503,0.000044343826,0.96157473,0.010015155,0.023895936,0.003145912,0.000055960078],"about_ca_topic_score_codex":0.0017216793,"about_ca_topic_score_gemma":0.0017464644,"teacher_disagreement_score":0.004121774,"about_ca_system_score_codex":0.0011378634,"about_ca_system_score_gemma":0.0024031687,"threshold_uncertainty_score":0.021798313},"labels":[],"label_agreement":null},{"id":"W2100241146","doi":"10.1109/wocn.2005.1435986","title":"An enhanced distributed channel access deficit round-robin (EDRR) access scheme for IEEE 802.11 wireless networks","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Inter-Access Point Protocol; IEEE 802.11e-2005; Computer science; Computer network; IEEE 802.11u; Service set; IEEE 802.11s; IEEE 802; Wireless Multimedia Extensions; Wireless network; Quality of service; IEEE 802.11; IEEE 802.1X; Channel (broadcasting); Wireless; Scheme (mathematics); IEEE 802.11r-2008; IEEE 802.11b-1999; Wireless distribution system; Wi-Fi; Wi-Fi array; Telecommunications; Wireless mesh network","score_opus":0.03770327000754818,"score_gpt":0.32696383370105375,"score_spread":0.28926056369350556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100241146","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032871652,0.0009763043,0.95811576,0.00037542768,0.00046751703,0.00039492524,0.00013545707,0.0023134956,0.004349525],"genre_scores_gemma":[0.68878347,0.00054858613,0.30294845,0.00057651545,0.00033485232,0.00031693536,0.00023044096,0.00009802739,0.006162707],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981298,0.0006037297,0.00013992688,0.00029751877,0.00057083,0.0002582924],"domain_scores_gemma":[0.99792445,0.00051049714,0.00024488266,0.00053622335,0.00063558633,0.00014840184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018583401,0.00065582915,0.00097341585,0.0005881111,0.0009587826,0.0009516385,0.0021887503,0.00082414236,0.0026282882],"category_scores_gemma":[0.0041728173,0.00021572386,0.000494107,0.00057486945,0.00074763707,0.0013010486,0.0013080095,0.0014166401,0.00082615175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032027068,0.0010874859,0.0021098843,0.00073267665,0.00024396005,0.0013396981,0.00060172373,0.07012092,0.26775378,0.09945024,0.017902385,0.5354546],"study_design_scores_gemma":[0.0005924057,0.0015905875,0.0015976782,0.000062650186,0.0002319343,0.0025949003,0.000107403124,0.8628932,0.06512774,0.014798064,0.050084215,0.00031933244],"about_ca_topic_score_codex":0.0012501951,"about_ca_topic_score_gemma":0.0021906507,"teacher_disagreement_score":0.0026282882,"about_ca_system_score_codex":0.00071288546,"about_ca_system_score_gemma":0.00075539947,"threshold_uncertainty_score":0.009827971},"labels":[],"label_agreement":null},{"id":"W2100371947","doi":"10.1109/pacrim.1993.407266","title":"Modelling and analysis of spread spectrum signalling with multiple receivers for distributed wireless in-building networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aloha; Computer network; Throughput; Computer science; Multipath propagation; Network packet; Spread spectrum; Wireless; Interference (communication); Wireless network; Channel (broadcasting); Telecommunications","score_opus":0.02362379797160885,"score_gpt":0.2312253117652103,"score_spread":0.20760151379360145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100371947","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029007364,0.0009429508,0.9541358,0.00044145656,0.00010959518,0.000052213552,0.00010839028,0.0002944814,0.014907787],"genre_scores_gemma":[0.91122127,0.0024671473,0.06566785,0.00010715388,0.00012738984,0.00022383234,0.00017175902,0.00015788966,0.01985564],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961996,0.00013101402,0.000013262039,0.000039224597,0.00014233634,0.00005422186],"domain_scores_gemma":[0.99954647,0.00024344736,0.000062480845,0.000026623762,0.00009784518,0.00002317692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005165698,0.0009508468,0.0007313566,0.00063935015,0.000508685,0.00127736,0.0013093862,0.0015811876,0.002397447],"category_scores_gemma":[0.0014943229,0.0004771745,0.00066465663,0.0005510587,0.00093503075,0.0012870868,0.0005888658,0.0009398789,0.000601655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007976093,0.000009295476,0.00011153896,0.000019547015,0.000008844481,0.00003855385,0.000035146528,0.97874725,0.0009218425,0.01836724,0.00019363858,0.0015391054],"study_design_scores_gemma":[0.0000019555744,0.000007053558,0.000038201568,0.000002736413,0.0000031515124,0.000010690475,0.0000051576985,0.99584705,0.0001095257,0.003555559,0.00041629095,0.0000026514008],"about_ca_topic_score_codex":0.0096690385,"about_ca_topic_score_gemma":0.0045488486,"teacher_disagreement_score":0.0096690385,"about_ca_system_score_codex":0.0014251324,"about_ca_system_score_gemma":0.0008443853,"threshold_uncertainty_score":0.019225538},"labels":[],"label_agreement":null},{"id":"W2100475332","doi":"10.1002/wcm.439","title":"Understanding the key performance issues with MAC protocols for multi‐hop wireless networks","year":2006,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"National Center for Theoretical Sciences","keywords":"Computer science; Computer network; Multiple Access with Collision Avoidance for Wireless; Hidden node problem; Wireless network; Node (physics); IEEE 802.11; Hop (telecommunications); Protocol (science); Channel (broadcasting); Wireless sensor network; Wireless; Wireless ad hoc network; Distributed computing; Key (lock); Context (archaeology); Key distribution in wireless sensor networks; Telecommunications; Computer security; Wi-Fi array","score_opus":0.08999801453918956,"score_gpt":0.32332596896654003,"score_spread":0.2333279544273505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100475332","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028478885,0.020767773,0.92565185,0.010278062,0.001084201,0.00028470097,0.00007531748,0.0005468076,0.012832345],"genre_scores_gemma":[0.7407881,0.012530373,0.23882052,0.0015872306,0.0034532582,0.0006085857,0.00007081596,0.00017121217,0.0019698632],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9879775,0.0050412556,0.0007596748,0.0009767404,0.0047914037,0.00045344696],"domain_scores_gemma":[0.94741154,0.038208373,0.0046143034,0.004348603,0.0050708083,0.0003464746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0117300255,0.00258418,0.0009595736,0.0016997593,0.0016639576,0.007280425,0.003121241,0.005803938,0.0012254477],"category_scores_gemma":[0.068327114,0.0016716478,0.00074303383,0.0019285227,0.0063005746,0.016790409,0.0028647615,0.007275272,0.0005489795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036820755,0.00043955367,0.0041367766,0.001928292,0.00020562034,0.0004940508,0.0008373087,0.23410222,0.020086136,0.56335145,0.0052776854,0.16877273],"study_design_scores_gemma":[0.000040071656,0.00053314015,0.0011750245,0.00034800914,0.00010373951,0.00053728296,0.00035427956,0.6756759,0.0139931105,0.29340568,0.013710676,0.00012298852],"about_ca_topic_score_codex":0.00068181404,"about_ca_topic_score_gemma":0.00031023554,"teacher_disagreement_score":0.0117300255,"about_ca_system_score_codex":0.002088026,"about_ca_system_score_gemma":0.0012646454,"threshold_uncertainty_score":0.062035084},"labels":[],"label_agreement":null},{"id":"W2100802439","doi":"10.1109/wiopt.2006.1666503","title":"Queue Management Strategies to Improve TCP Fairness in IEEE 802.11 Wireless LANs","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer network; Computer science; TCP acceleration; TCP global synchronization; Zeta-TCP; Fairness measure; TCP Friendly Rate Control; TCP Westwood plus; IEEE 802.11; Service set; IEEE 802.11e-2005; Network packet; Wireless network; Wi-Fi; Throughput; Wireless; Transmission Control Protocol; Wi-Fi array; Telecommunications","score_opus":0.007730626306033865,"score_gpt":0.24234061494641013,"score_spread":0.23460998864037627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100802439","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19787176,0.0027864634,0.79378927,0.000659504,0.00045914552,0.00017941823,0.000054880544,0.0014956932,0.002703819],"genre_scores_gemma":[0.94906867,0.0003978222,0.04936097,0.00018223409,0.00020703838,0.00006985757,0.000028225086,0.000034019402,0.0006512208],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881136,0.00043785854,0.00013212413,0.00012884015,0.00029552449,0.00019426493],"domain_scores_gemma":[0.99548066,0.0026128616,0.00050689216,0.00031890118,0.00087787985,0.00020277822],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004126317,0.0006653338,0.0007167079,0.0009971447,0.0009009461,0.0011881981,0.0020132554,0.0005158271,0.001107654],"category_scores_gemma":[0.0069425856,0.00030510128,0.00036743152,0.00067802955,0.00061562937,0.001621979,0.0008378724,0.0008353919,0.00018628596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014837076,0.0016603637,0.008857989,0.00053512387,0.0002872222,0.00036937685,0.001089603,0.40002662,0.09086337,0.04949499,0.005866359,0.43946517],"study_design_scores_gemma":[0.00032294737,0.00057098217,0.0010223166,0.000022187773,0.00015870709,0.00008740381,0.00007538935,0.9741623,0.013771305,0.007595104,0.0021701895,0.000041067433],"about_ca_topic_score_codex":0.002268018,"about_ca_topic_score_gemma":0.003980706,"teacher_disagreement_score":0.004126317,"about_ca_system_score_codex":0.0011634611,"about_ca_system_score_gemma":0.0013968745,"threshold_uncertainty_score":0.021822274},"labels":[],"label_agreement":null},{"id":"W2101250033","doi":"10.1109/tvt.2011.2166569","title":"Design and Analysis of Backoff Algorithms for Random Access Channels in UMTS-LTE and IEEE 802.16 Systems","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Exponential backoff; Computer science; UMTS frequency bands; Algorithm; Hybrid automatic repeat request; Random access; Network packet; Computer network; Retransmission; Throughput; Telecommunications link; Real-time computing; Wireless; Telecommunications","score_opus":0.052571828761750664,"score_gpt":0.28596368557382945,"score_spread":0.2333918568120788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101250033","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049275335,0.00084855757,0.9471294,0.0001214615,0.00004032011,0.00012377965,0.000021454403,0.00019130419,0.002248385],"genre_scores_gemma":[0.8600586,0.00075283775,0.13733627,0.00006708536,0.000058540307,0.00021783137,0.00004094796,0.000055848195,0.0014121262],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99729556,0.0010412681,0.00012746263,0.00025381483,0.00091436313,0.00036750973],"domain_scores_gemma":[0.9925108,0.0053026844,0.0007628179,0.00028877688,0.0009903534,0.00014468514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045637605,0.0008927721,0.00088355294,0.00080057286,0.00060658366,0.0015498948,0.0010926812,0.0007543561,0.0013221141],"category_scores_gemma":[0.015875982,0.00046297017,0.00040681267,0.0005789638,0.0007946032,0.0013864263,0.00075272634,0.0007585338,0.00021873202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003109265,0.00008686313,0.0013914254,0.000118267875,0.00005772823,0.00006740109,0.00012196312,0.89271516,0.0043085795,0.03928047,0.00038625448,0.06115493],"study_design_scores_gemma":[0.00001439051,0.00006225614,0.0001349629,0.000007609556,0.00001204121,0.000023948585,0.000010582328,0.9966473,0.00074473914,0.0021141649,0.00022252617,0.000005411072],"about_ca_topic_score_codex":0.0022804847,"about_ca_topic_score_gemma":0.0016477306,"teacher_disagreement_score":0.0045637605,"about_ca_system_score_codex":0.0016536289,"about_ca_system_score_gemma":0.0019428883,"threshold_uncertainty_score":0.024135768},"labels":[],"label_agreement":null},{"id":"W2101454514","doi":"10.1109/ccece.2003.1226229","title":"Network congestion control in ad hoc IEEE 802.11 wireless LAN","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; University of Ottawa","funders":"","keywords":"Computer network; Computer science; Wireless ad hoc network; Wireless lan; IEEE 802.11; Network congestion; IEEE 802.11s; Mobile ad hoc network; Service set; IEEE 802.11w-2009; Ad hoc wireless distribution service; Optimized Link State Routing Protocol; Wireless network; Wireless; Wi-Fi array; Telecommunications; Wireless mesh network; Network packet","score_opus":0.014163863950729595,"score_gpt":0.23974708271634676,"score_spread":0.22558321876561716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101454514","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09227796,0.0043693422,0.8958933,0.00038456972,0.00030953,0.00020211743,0.000041238265,0.00093940925,0.0055825766],"genre_scores_gemma":[0.9239503,0.0020357787,0.07194671,0.00009253363,0.00013139119,0.00014107864,0.000044448876,0.000051195337,0.0016064929],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992287,0.0003160761,0.000058210655,0.00007687215,0.00024211087,0.000077926416],"domain_scores_gemma":[0.99912995,0.00043415825,0.000093661045,0.000076730015,0.0002312754,0.0000342518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017366682,0.0004957592,0.0004315443,0.0006333713,0.0005604498,0.0008455399,0.0008407015,0.00032561613,0.00048062627],"category_scores_gemma":[0.003669708,0.0002748891,0.0001819763,0.00055353553,0.0005879253,0.0011512779,0.00041727995,0.0004898585,0.0000666075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021334141,0.00012854158,0.0030149107,0.00025229892,0.00007733533,0.0002277032,0.00019088815,0.8257159,0.011742001,0.03173657,0.002252143,0.12444833],"study_design_scores_gemma":[0.00004112162,0.00014046843,0.000662907,0.00001844947,0.00004686836,0.00009138468,0.00004269851,0.98496,0.0037035374,0.0065319324,0.0037407577,0.000019868283],"about_ca_topic_score_codex":0.0028314632,"about_ca_topic_score_gemma":0.002403754,"teacher_disagreement_score":0.0028314632,"about_ca_system_score_codex":0.00077515235,"about_ca_system_score_gemma":0.00054049847,"threshold_uncertainty_score":0.00918448},"labels":[],"label_agreement":null},{"id":"W2101515474","doi":"10.1504/ijwmc.2006.012558","title":"Flexible call admission control for multiclass services in wireless LANs","year":2006,"lang":"en","type":"article","venue":"International Journal of Wireless and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Call Admission Control; Quality of service; Admission control; Computer network; Blocking (statistics); Throughput; Call blocking; Scheme (mathematics); Resource allocation; Wireless; Service (business); Wireless network; Distributed computing; Real-time computing; Telecommunications","score_opus":0.007823893530155508,"score_gpt":0.2776173299434408,"score_spread":0.2697934364132853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101515474","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07578415,0.0022938747,0.9125584,0.0005314305,0.00029168685,0.00012884717,0.000044257813,0.0029421845,0.005425085],"genre_scores_gemma":[0.9486756,0.00040888946,0.04857806,0.00014096344,0.00018605453,0.0001066424,0.00005364194,0.00006235125,0.0017878677],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978801,0.0006247512,0.00009962729,0.00020394486,0.00087562844,0.0003159133],"domain_scores_gemma":[0.99791485,0.0009763796,0.0002507413,0.00030801495,0.0003863248,0.00016376752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016917201,0.0005274221,0.00066612655,0.00092068594,0.0011436745,0.001512,0.0014150115,0.00081217114,0.00091417634],"category_scores_gemma":[0.0060424656,0.00020995356,0.00031996073,0.0006994708,0.0011435269,0.0011640447,0.0010119085,0.001442271,0.00025975762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006713778,0.00029113717,0.0026755542,0.00019182023,0.00009258887,0.0005179922,0.0006555227,0.38950065,0.034955185,0.079217166,0.0057854503,0.48544556],"study_design_scores_gemma":[0.00003538897,0.000055552733,0.00047171034,0.00001313736,0.000015483802,0.00009057132,0.000028563416,0.9786981,0.0038270152,0.014139952,0.0025939716,0.000030616382],"about_ca_topic_score_codex":0.005200342,"about_ca_topic_score_gemma":0.0039040036,"teacher_disagreement_score":0.005200342,"about_ca_system_score_codex":0.0012665252,"about_ca_system_score_gemma":0.0009834719,"threshold_uncertainty_score":0.010340154},"labels":[],"label_agreement":null},{"id":"W2101632594","doi":"10.1109/icc.2006.255669","title":"Queueing Analysis of Distributed MAC in Wireless Ad Hoc Networks with Differentiated Services","year":2006,"lang":"en","type":"article","venue":"2006 IEEE International Conference on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer network; Computer science; Queueing theory; Wireless ad hoc network; Layered queueing network; Node (physics); Queue; Distributed computing; Wireless; Telecommunications; Engineering","score_opus":0.03406871733561885,"score_gpt":0.30266823049098684,"score_spread":0.268599513155368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101632594","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03958264,0.0022114574,0.9537034,0.00045690412,0.00015831598,0.0000748364,0.00005664219,0.00012966739,0.003626269],"genre_scores_gemma":[0.94485396,0.0018130331,0.04893796,0.00018878495,0.00026914763,0.00014867897,0.00008274599,0.000067667475,0.0036379537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99833894,0.0006010894,0.000065177235,0.00014902337,0.00062070583,0.00022493213],"domain_scores_gemma":[0.99695396,0.0018537636,0.00021888799,0.00015065171,0.0007021664,0.00012061324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029035194,0.0010321985,0.00079833955,0.0009250393,0.0005861776,0.0012922285,0.0015451448,0.0008647553,0.000939276],"category_scores_gemma":[0.007464917,0.00048026492,0.0006564864,0.0006363219,0.0013108691,0.0014021076,0.0010684767,0.00096247805,0.000161848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006128664,0.00006825371,0.00076030655,0.00011348642,0.000051299678,0.00016058225,0.00017408031,0.8779025,0.0036194846,0.10446484,0.0009444552,0.0116793895],"study_design_scores_gemma":[0.0000038363087,0.000012168183,0.00009271481,0.000003509467,0.0000049814785,0.000009670673,0.000010379145,0.99216956,0.00012123538,0.0073572462,0.00021071256,0.000003932977],"about_ca_topic_score_codex":0.010168679,"about_ca_topic_score_gemma":0.0032938186,"teacher_disagreement_score":0.010168679,"about_ca_system_score_codex":0.0032896134,"about_ca_system_score_gemma":0.0018355043,"threshold_uncertainty_score":0.023867905},"labels":[],"label_agreement":null},{"id":"W2102316574","doi":"10.1109/25.832990","title":"Performance and stability analysis of buffered slotted ALOHA protocols using tagged user approach","year":2000,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":69,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Aloha; Computer science; Queueing theory; Queue; Stability (learning theory); Multi-user; Channel (broadcasting); Transmission (telecommunications); Buffer (optical fiber); Population; Mathematical optimization; Computer network; Real-time computing; Throughput; Mathematics; Wireless; Telecommunications","score_opus":0.024094392492120566,"score_gpt":0.2597072218619207,"score_spread":0.23561282936980013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102316574","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20364547,0.0009861893,0.7907486,0.00017838119,0.000054973025,0.000060106966,0.0000690886,0.00030431242,0.003952911],"genre_scores_gemma":[0.98477525,0.0002959058,0.014240173,0.000024277431,0.000017899894,0.000035717996,0.000024153165,0.000016896365,0.000569721],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907887,0.00034660604,0.00003493983,0.00010274951,0.00031764526,0.00011921675],"domain_scores_gemma":[0.99591357,0.0027870787,0.0003021075,0.00022039891,0.0006940608,0.00008268562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019319427,0.0005212106,0.00048481164,0.00075091806,0.00050594466,0.0009592807,0.00093499554,0.00055354077,0.0008547686],"category_scores_gemma":[0.0063029337,0.00024279377,0.00038948763,0.00053655606,0.001020564,0.0011808234,0.00079717,0.00053680694,0.00017292191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040933525,0.000048793107,0.0015695025,0.00009537133,0.00007277394,0.00019220979,0.00026112498,0.92064583,0.017913105,0.041466147,0.00048222355,0.016843587],"study_design_scores_gemma":[0.000003187687,0.000038488946,0.00007426605,0.000003676259,0.000006869367,0.00002171871,0.00001567675,0.99702495,0.00093287096,0.0017984953,0.00007504558,0.000004712538],"about_ca_topic_score_codex":0.0026447729,"about_ca_topic_score_gemma":0.0011300322,"teacher_disagreement_score":0.0026447729,"about_ca_system_score_codex":0.0012884124,"about_ca_system_score_gemma":0.0008285054,"threshold_uncertainty_score":0.01021719},"labels":[],"label_agreement":null},{"id":"W2102526299","doi":"10.1007/s11277-013-1353-z","title":"A Beacon-Based Collision-Free Channel Access Scheme for IEEE 802.11 WLANs","year":2013,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"BC Cancer Agency","keywords":"Distributed coordination function; Computer science; Exponential backoff; Computer network; IEEE 802.11; Network allocation vector; Throughput; Random access; Quality of service; Collision; Channel (broadcasting); IEEE 802.11e-2005; Frame (networking); Inter-Access Point Protocol; Access control; Real-time computing; Wireless; Wi-Fi; Wireless network; Wi-Fi array; Telecommunications","score_opus":0.069875539702552,"score_gpt":0.32626409618859414,"score_spread":0.25638855648604214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102526299","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031162754,0.0011319526,0.96109694,0.00024339076,0.00035278784,0.00019354644,0.00006312386,0.0024169285,0.0033385854],"genre_scores_gemma":[0.8540552,0.0006877637,0.13600484,0.00019361654,0.00024669082,0.00036159725,0.00022124633,0.00015064196,0.008078385],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851805,0.0003529364,0.00011580933,0.00013847905,0.00064374943,0.00023104847],"domain_scores_gemma":[0.99735826,0.00082543766,0.0002263868,0.0005084494,0.0008741888,0.000207224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025932488,0.00043286209,0.0008550208,0.0010314594,0.0011153548,0.00109463,0.0022519308,0.0007688294,0.0024662497],"category_scores_gemma":[0.00537039,0.00048060907,0.00032326076,0.0008664766,0.00094036077,0.0014580917,0.0016018661,0.002000299,0.00079149194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032404661,0.0006660545,0.002566406,0.00044286865,0.00015620384,0.00046477793,0.0012160396,0.05338511,0.13845333,0.06832463,0.015033221,0.7160509],"study_design_scores_gemma":[0.00061334966,0.0019671626,0.0022256176,0.00010018751,0.0002756325,0.0014946294,0.00021372236,0.86471146,0.067856066,0.019436793,0.040779717,0.00032578138],"about_ca_topic_score_codex":0.0015255706,"about_ca_topic_score_gemma":0.001510755,"teacher_disagreement_score":0.0025932488,"about_ca_system_score_codex":0.0008520246,"about_ca_system_score_gemma":0.0013056408,"threshold_uncertainty_score":0.013714552},"labels":[],"label_agreement":null},{"id":"W2102737901","doi":"10.1109/pimrc.2009.5449874","title":"Test-bed implementation of a cross-layer framework for video streaming over IEEE 802.11 ad-hoc wireless network","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Transcoding; Computer network; Wireless ad hoc network; Video quality; Network packet; Data link layer; Wireless network; Application layer; Wireless; Layer (electronics); Video streaming; Physical layer; Real-time computing; Telecommunications; Engineering","score_opus":0.02641401427342997,"score_gpt":0.36037929017063114,"score_spread":0.33396527589720115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102737901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6833819,0.0002819567,0.30588305,0.0001241023,0.00017845015,0.0011903867,0.00038937994,0.006996264,0.0015745169],"genre_scores_gemma":[0.9158179,0.000113981216,0.081648275,0.000057986963,0.000015655174,0.00039338338,0.000445473,0.00012175988,0.0013856059],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99916375,0.00021622992,0.000085137755,0.0001120036,0.00028783362,0.00013493694],"domain_scores_gemma":[0.99814284,0.0005683103,0.0001734291,0.0002771992,0.00066347833,0.00017463803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013243583,0.0009262666,0.0005980449,0.00055215415,0.00022803785,0.00045603546,0.0024220322,0.00064332836,0.0017822481],"category_scores_gemma":[0.0022823655,0.0002657991,0.0003355468,0.00024176146,0.00029474264,0.00056612975,0.0003826985,0.00079248776,0.0002867376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037743885,0.004475918,0.016310027,0.0015912453,0.0007999537,0.0019676785,0.0005131719,0.1788407,0.6131152,0.0039994675,0.0050895624,0.16952272],"study_design_scores_gemma":[0.0002812726,0.008643204,0.0067913067,0.000028158727,0.0001644877,0.0004829106,0.00007655715,0.5124691,0.46789443,0.00024313715,0.0028666502,0.000058844635],"about_ca_topic_score_codex":0.0015244633,"about_ca_topic_score_gemma":0.0008098921,"teacher_disagreement_score":0.0024220322,"about_ca_system_score_codex":0.00036710643,"about_ca_system_score_gemma":0.0004103401,"threshold_uncertainty_score":0.007003963},"labels":[],"label_agreement":null},{"id":"W2102818510","doi":"10.1109/icc.2008.53","title":"An Analytical Model for Prioritized Contention Access in ECMA-368 MAC Protocol","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Superframe; Network packet; Computer network; Queueing theory; Markov process; Correctness; Queue; Algorithm; Mathematics","score_opus":0.14415489551274974,"score_gpt":0.4132262487799939,"score_spread":0.2690713532672442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102818510","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021547724,0.0013106982,0.95300484,0.0009936538,0.000181485,0.00018321828,0.0003437729,0.00035178798,0.022082796],"genre_scores_gemma":[0.8403575,0.002495258,0.12956311,0.0003856324,0.00031227438,0.0007125191,0.0003544463,0.00016506802,0.025654223],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999278,0.000161863,0.000027524282,0.00009701242,0.00029918883,0.00013632793],"domain_scores_gemma":[0.99921715,0.00036778214,0.0001043062,0.000044213895,0.00023741803,0.000029087912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008888477,0.0008052986,0.0007375583,0.0010643172,0.0008390641,0.0014751751,0.0020955268,0.0013808544,0.0037203971],"category_scores_gemma":[0.0027942199,0.000456538,0.00056877045,0.0011200359,0.00089991785,0.0017936409,0.00069480157,0.0010846102,0.00096379704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004630593,0.0000483284,0.00046095825,0.00007921357,0.00001852623,0.00039515598,0.00021705191,0.77290326,0.0041131987,0.2077643,0.003276066,0.010677614],"study_design_scores_gemma":[0.0000042407883,0.000008292955,0.000043599997,0.000004124677,0.000003637884,0.000036854995,0.000008043014,0.99231124,0.00012891214,0.0065619107,0.0008842639,0.000004969217],"about_ca_topic_score_codex":0.010117242,"about_ca_topic_score_gemma":0.005667065,"teacher_disagreement_score":0.010117242,"about_ca_system_score_codex":0.0023852612,"about_ca_system_score_gemma":0.0018388464,"threshold_uncertainty_score":0.020116687},"labels":[],"label_agreement":null},{"id":"W2102946107","doi":"10.1109/iwcmc.2008.163","title":"Adaptive Bandwidth Allocation in an 802.15.3 Master-Slave Bridge","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Computer science; Bandwidth allocation; Bandwidth (computing); Queue; Bridge (graph theory); Computer network; Telecommunications link; Throughput; Queueing theory; Blocking (statistics); Smoothing; Telecommunications; Wireless","score_opus":0.07147112396645974,"score_gpt":0.2740645832266457,"score_spread":0.20259345926018593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102946107","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96073174,0.00006047066,0.038405094,0.00006292291,0.000012641621,0.000016143318,0.000008081915,0.00010952662,0.00059338845],"genre_scores_gemma":[0.9973966,0.00000994996,0.0024607584,0.000010942243,0.0000021550336,0.0000057787965,0.000003337991,0.0000025500126,0.00010800132],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995382,0.0001448264,0.000018403078,0.000065386725,0.00011713834,0.00011615008],"domain_scores_gemma":[0.9988079,0.00064387306,0.00012862831,0.00011799995,0.00021222336,0.00008950531],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014345455,0.00023415011,0.00050204614,0.0002476807,0.0003004436,0.00041894903,0.0006943657,0.00044390874,0.00047162393],"category_scores_gemma":[0.0024794822,0.00015859341,0.00016906655,0.00022388804,0.000538969,0.0005863257,0.00041928462,0.0003807353,0.000052683466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016718545,0.0006309883,0.019232787,0.000089777146,0.00011438198,0.0003693224,0.00047655278,0.78953665,0.13677007,0.007933046,0.00069281145,0.04248188],"study_design_scores_gemma":[0.00006036374,0.00041131495,0.0025918016,0.0000028968684,0.000023515968,0.000048466918,0.00004102447,0.9837901,0.012026044,0.0008556335,0.00013895986,0.000009845083],"about_ca_topic_score_codex":0.0016294857,"about_ca_topic_score_gemma":0.0010247207,"teacher_disagreement_score":0.0016294857,"about_ca_system_score_codex":0.00043173664,"about_ca_system_score_gemma":0.00043457147,"threshold_uncertainty_score":0.0075867176},"labels":[],"label_agreement":null},{"id":"W2102993818","doi":"10.1109/glocom.2007.170","title":"A Link-Layer Channel Model for IEEE 802.11 Ad Hoc Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Wireless ad hoc network; Quality of service; Probabilistic logic; Markov process; Channel (broadcasting); IEEE 802.11; Distributed computing; Provisioning; Resource allocation; Wireless network; Wireless; Telecommunications","score_opus":0.050553897931030996,"score_gpt":0.2973303447311515,"score_spread":0.2467764468001205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102993818","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004999775,0.00058024295,0.9887201,0.000499529,0.00023012992,0.00010681663,0.000562703,0.00038366645,0.003916941],"genre_scores_gemma":[0.5676395,0.0059042615,0.3999699,0.0011924717,0.0012428248,0.0021747893,0.0025769074,0.0002812114,0.019018065],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874675,0.0003607218,0.00007767312,0.00016335925,0.000504297,0.0001471589],"domain_scores_gemma":[0.9991252,0.00034325392,0.00014865494,0.000110876914,0.0002199802,0.00005204131],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000961894,0.0012023103,0.00073722337,0.0007073237,0.00074009434,0.001336329,0.0022151405,0.0014389217,0.0021420952],"category_scores_gemma":[0.0022893974,0.00046807123,0.00080682215,0.0015740674,0.00088802696,0.0020123578,0.0010489443,0.0023047435,0.0012147721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055119308,0.000094187875,0.0005786404,0.00014822355,0.000046602243,0.00031559897,0.00013789338,0.6580921,0.0045781974,0.30938765,0.006176483,0.020389317],"study_design_scores_gemma":[0.000027572754,0.000053336968,0.00019158279,0.000018691957,0.000023957818,0.0001639784,0.000019795998,0.92549264,0.00052187376,0.064028494,0.009426928,0.0000312227],"about_ca_topic_score_codex":0.0041645197,"about_ca_topic_score_gemma":0.003479512,"teacher_disagreement_score":0.0041645197,"about_ca_system_score_codex":0.0009826425,"about_ca_system_score_gemma":0.0014888572,"threshold_uncertainty_score":0.008280575},"labels":[],"label_agreement":null},{"id":"W2103040155","doi":"10.1109/mnet.2009.4804332","title":"Wireless data traffic: a decade of change","year":2009,"lang":"en","type":"article","venue":"IEEE Network","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Computer network; Municipal wireless network; Wireless; Wireless network; Fixed wireless; Interoperability; Wireless WAN; Wi-Fi array; Population; Telecommunications; World Wide Web","score_opus":0.10072559963339306,"score_gpt":0.31601675791631123,"score_spread":0.21529115828291817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103040155","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05054121,0.4752405,0.02565852,0.33280087,0.020351298,0.00011252561,0.0023766155,0.00083334936,0.092085175],"genre_scores_gemma":[0.34993166,0.49903792,0.022034325,0.0615655,0.02468377,0.00020054054,0.002221015,0.00057373993,0.039751455],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99814343,0.00029914256,0.00020164625,0.0003821681,0.00079503405,0.00017848639],"domain_scores_gemma":[0.99271625,0.0022159975,0.00064661086,0.0003529147,0.0032732307,0.0007950363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00414496,0.0009474719,0.000683821,0.00324466,0.0014527783,0.007760268,0.0014248644,0.004334734,0.0057226177],"category_scores_gemma":[0.011317531,0.0005559537,0.00041823715,0.0044489875,0.0034512482,0.01456541,0.002721376,0.0058080084,0.0022698327],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023068729,0.00016093315,0.0069540036,0.0011439846,0.000039070557,0.00029598386,0.0017373074,0.0021791123,0.0015429403,0.18640131,0.11832119,0.6809935],"study_design_scores_gemma":[0.000012801376,0.00013282585,0.005563405,0.0011013389,0.000021881837,0.0006379403,0.0022210132,0.0019995163,0.0006920263,0.032305736,0.9552511,0.000060506667],"about_ca_topic_score_codex":0.0049577877,"about_ca_topic_score_gemma":0.0031434111,"teacher_disagreement_score":0.007760268,"about_ca_system_score_codex":0.0051909317,"about_ca_system_score_gemma":0.0030773222,"threshold_uncertainty_score":0.037663102},"labels":[],"label_agreement":null},{"id":"W2103148242","doi":"10.1109/glocom.2010.5684057","title":"Performance of IEEE 802.11 RTS/CTS with Finite Buffer and Load in Imperfect Channels: Modeling and Analysis","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Retransmission; Computer science; Markov chain; Queueing theory; Buffer overflow; Queue; Buffer (optical fiber); Limit (mathematics); Markov process; Markov model; Real-time computing; Computer network; Mathematics","score_opus":0.012501882105723464,"score_gpt":0.2290611822062218,"score_spread":0.21655930010049834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103148242","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.758839,0.0010007956,0.23010507,0.00064618344,0.00006436928,0.00006383291,0.00026928174,0.00051345414,0.008497956],"genre_scores_gemma":[0.99681866,0.00016624268,0.0022704278,0.000017871476,0.000013587567,0.000019063262,0.000042725278,0.000015975018,0.0006355545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989513,0.00025250323,0.000041416093,0.00011164316,0.00037949678,0.00026359197],"domain_scores_gemma":[0.99566275,0.0029315,0.00050254224,0.00026966314,0.0005009209,0.00013270938],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001843826,0.0007756707,0.0006532145,0.0008200657,0.0004472323,0.00090486614,0.0010037965,0.00091500586,0.0009043295],"category_scores_gemma":[0.0058652437,0.00050454104,0.0004441991,0.0006711966,0.0014281349,0.0014710333,0.0005962313,0.00077528536,0.00018425376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009656886,0.000033926673,0.001330965,0.000017085844,0.000013952655,0.000051015333,0.000059444614,0.9886432,0.001630572,0.005742351,0.000175583,0.002205333],"study_design_scores_gemma":[0.0000029228322,0.000016249722,0.00031581149,0.0000015711718,0.000004343675,0.000009775516,0.0000060009124,0.99852544,0.00039421374,0.00068695704,0.000031839543,0.000004856837],"about_ca_topic_score_codex":0.015995668,"about_ca_topic_score_gemma":0.0051809833,"teacher_disagreement_score":0.015995668,"about_ca_system_score_codex":0.002498852,"about_ca_system_score_gemma":0.0014943428,"threshold_uncertainty_score":0.031805158},"labels":[],"label_agreement":null},{"id":"W2103150997","doi":"10.1109/ccece.1993.332356","title":"A study of integrated bus LAN protocols","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Ethernet; Computer science; Computer network; Token ring; Security token; Token bus network; Media access control; Operating system","score_opus":0.0655109320672969,"score_gpt":0.3022573441025577,"score_spread":0.2367464120352608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103150997","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3176792,0.012429472,0.5762616,0.0008512901,0.00046452766,0.0003328381,0.00019785795,0.00066981226,0.09111343],"genre_scores_gemma":[0.91519904,0.0056507527,0.06779018,0.00020969278,0.00020083756,0.00020005401,0.00030161714,0.00015755443,0.010290319],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998209,0.0005257205,0.000060729762,0.00019478016,0.00081291917,0.00019697378],"domain_scores_gemma":[0.9960498,0.0019356586,0.00029219125,0.00036193468,0.0012456697,0.00011473889],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016478089,0.0006559448,0.0005491174,0.0007309118,0.00057732663,0.0020216694,0.0013832425,0.00060222234,0.0040944363],"category_scores_gemma":[0.007374742,0.00040237495,0.00039004182,0.0013691839,0.0006725348,0.004546045,0.0008050634,0.0016086074,0.0005358615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006543812,0.0008273661,0.0063777477,0.001055502,0.0003301569,0.00092690036,0.00077001046,0.23363517,0.02873641,0.5401932,0.0044843177,0.18200885],"study_design_scores_gemma":[0.000101297366,0.0014753664,0.001917,0.00025469507,0.00030048875,0.0013382056,0.0004916085,0.85492826,0.024600735,0.08434783,0.03018829,0.000056268746],"about_ca_topic_score_codex":0.000855568,"about_ca_topic_score_gemma":0.00054234464,"teacher_disagreement_score":0.0040944363,"about_ca_system_score_codex":0.00096082606,"about_ca_system_score_gemma":0.0008284923,"threshold_uncertainty_score":0.013697207},"labels":[],"label_agreement":null},{"id":"W2104171499","doi":"10.1109/lcn.2008.4664244","title":"Quality of service support in wireless local area network with error control protocol","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"National Institute on Aging","keywords":"HiperLAN; Computer science; Computer network; Protocol (science); Quality of service; Wireless Application Protocol; Wi-Fi; Wireless network; Access control; Wireless LAN controller; Local area network; Wireless; Random access; Service set; Wireless lan; Telecommunications","score_opus":0.04526618537106711,"score_gpt":0.3016478319218788,"score_spread":0.25638164655081164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104171499","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16841547,0.003088792,0.8206518,0.0007373711,0.00024338583,0.00014470927,0.000048995964,0.0010285992,0.005640741],"genre_scores_gemma":[0.9739083,0.00066874624,0.024059162,0.000087545006,0.00010284685,0.000048906397,0.000029110082,0.00001614467,0.0010791064],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987105,0.0003377746,0.00006238366,0.00012174785,0.0005820525,0.00018551038],"domain_scores_gemma":[0.99783236,0.0009337257,0.00025596152,0.00019412357,0.0007261655,0.00005756545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015106882,0.0004674216,0.0004650621,0.00065794674,0.0005138318,0.0011476901,0.0010442884,0.00069265097,0.0007515796],"category_scores_gemma":[0.004857583,0.00013292249,0.00021319813,0.0007399899,0.00057454273,0.0014317074,0.0007096028,0.0006890039,0.00014340378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00090557215,0.00046029224,0.007703837,0.0010418256,0.00020388117,0.0020013205,0.00091462035,0.32483658,0.13364543,0.18837096,0.0046226108,0.33529305],"study_design_scores_gemma":[0.00004896721,0.0004343046,0.00087289704,0.000043356322,0.00007337499,0.00030301453,0.0000610537,0.9680847,0.011927391,0.01395304,0.0041580326,0.00003981412],"about_ca_topic_score_codex":0.0013726053,"about_ca_topic_score_gemma":0.00069176726,"teacher_disagreement_score":0.0015106882,"about_ca_system_score_codex":0.0005410538,"about_ca_system_score_gemma":0.0005298096,"threshold_uncertainty_score":0.007989407},"labels":[],"label_agreement":null},{"id":"W2104369757","doi":"10.1109/vetecs.2011.5956593","title":"Achieving Efficiency and Fairness in 802.11-Based Vehicle-to-Infrastructure Communications","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Throughput; Computer science; Fairness measure; Computer network; Max-min fairness; Protocol (science); Scheme (mathematics); Multi-objective optimization; Optimization problem; Access control; Control (management); Mathematical optimization; Distributed computing; Wireless; Telecommunications; Algorithm; Resource allocation","score_opus":0.029236032782689006,"score_gpt":0.2597535077998056,"score_spread":0.2305174750171166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104369757","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16715816,0.0014515404,0.8243199,0.00038064795,0.00007240543,0.00006507425,0.000021121781,0.00016713477,0.0063640815],"genre_scores_gemma":[0.9657468,0.00032228383,0.032926753,0.000028741451,0.000029153693,0.000038949198,0.000008442794,0.000018405723,0.0008804975],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979232,0.00097272085,0.00006681993,0.00015003546,0.00061559776,0.0002715794],"domain_scores_gemma":[0.997689,0.0016525548,0.00020487144,0.00012363384,0.00027959773,0.00005021845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038618315,0.00054321846,0.00067800627,0.0005543298,0.0008826135,0.0015038413,0.0010143196,0.0010039299,0.00040402537],"category_scores_gemma":[0.0085653085,0.00029390672,0.00025226705,0.0008558489,0.0014627172,0.0015915798,0.00086503546,0.0005728056,0.00011813213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121113444,0.00006143394,0.0011727456,0.000039592396,0.000025348678,0.00010461383,0.00010032961,0.9179744,0.006914994,0.05049179,0.0003042107,0.022689458],"study_design_scores_gemma":[0.000009253623,0.00004419973,0.00033542764,0.0000044571184,0.000008317907,0.000030511503,0.000025103796,0.9869648,0.0019172244,0.010251246,0.0003992226,0.000010238989],"about_ca_topic_score_codex":0.0038139361,"about_ca_topic_score_gemma":0.0031499818,"teacher_disagreement_score":0.0038618315,"about_ca_system_score_codex":0.0016841408,"about_ca_system_score_gemma":0.0016336015,"threshold_uncertainty_score":0.020423532},"labels":[],"label_agreement":null},{"id":"W2104566369","doi":"10.1109/cnsr.2011.22","title":"Enhanced QoS Support in Certified Wireless USB","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; University of Ottawa","funders":"","keywords":"Computer science; Backup; Computer network; USB; Quality of service; Throughput; Wireless; Network packet; Certification; Protocol (science); Wireless network; Embedded system; Telecommunications; Operating system","score_opus":0.05199785859178249,"score_gpt":0.2574482306388897,"score_spread":0.20545037204710723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104566369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8120453,0.0012050237,0.17261963,0.00062491786,0.000283568,0.00008967449,0.00012055737,0.0029285317,0.010082884],"genre_scores_gemma":[0.9881727,0.00011726795,0.010359041,0.000077081175,0.00002608671,0.000015648884,0.000069352194,0.00004730545,0.0011155498],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994425,0.00014250042,0.000031429958,0.000053670443,0.00018844653,0.0001413583],"domain_scores_gemma":[0.9981414,0.0004375365,0.00016584988,0.00034147056,0.00081235106,0.00010138867],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095663697,0.00027464968,0.00031345055,0.000597123,0.0004431836,0.0010586764,0.00076288433,0.0004381596,0.0013123532],"category_scores_gemma":[0.0034275334,0.00018797856,0.000106784464,0.00048913853,0.00040509985,0.0011009785,0.00068151165,0.00044292156,0.00029772136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025047043,0.0008527868,0.014182213,0.00042875664,0.000085259606,0.0016621879,0.0010084438,0.15031292,0.36151558,0.08650478,0.011840905,0.3691015],"study_design_scores_gemma":[0.00022001391,0.0006345861,0.002615991,0.000048440972,0.00005130864,0.0005901312,0.0003013015,0.85641944,0.10688963,0.011521168,0.020642854,0.00006508935],"about_ca_topic_score_codex":0.0027687594,"about_ca_topic_score_gemma":0.0023655442,"teacher_disagreement_score":0.0027687594,"about_ca_system_score_codex":0.0006610353,"about_ca_system_score_gemma":0.0007634556,"threshold_uncertainty_score":0.005505264},"labels":[],"label_agreement":null},{"id":"W2104634827","doi":"10.1109/imtc.2005.1604591","title":"Error Recovery Service for the IEEE 802.11B Protocol","year":2006,"lang":"en","type":"article","venue":"2005 IEEE Instrumentationand Measurement Technology Conference Proceedings","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Retransmission; Network packet; Overhead (engineering); Throughput; IEEE 802; Computer network; IEEE 802.11; Protocol (science); Protocol data unit; Real-time computing; Quality of service; Wireless; Telecommunications","score_opus":0.05443212305536239,"score_gpt":0.28361553943327433,"score_spread":0.22918341637791195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104634827","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023407828,0.002029108,0.92334074,0.0021822741,0.0010580353,0.00062301307,0.0004411498,0.020327829,0.02659],"genre_scores_gemma":[0.57896215,0.0029538062,0.3732529,0.002500131,0.0013339157,0.0013688826,0.0021755681,0.0013108016,0.036141958],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982268,0.00025785895,0.00012969511,0.00013159738,0.0010555945,0.00019835698],"domain_scores_gemma":[0.997881,0.0003463782,0.00029090283,0.00064588565,0.000709347,0.00012654747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002409133,0.00073196844,0.00069662294,0.0010028204,0.00086251734,0.001503157,0.0013284936,0.0012415975,0.005664494],"category_scores_gemma":[0.006512218,0.00026107728,0.0003135241,0.00087977934,0.00056690275,0.0014942352,0.0016174975,0.002309584,0.004916558],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007974566,0.0008438692,0.0020136037,0.0007401027,0.00011465172,0.0012276233,0.00042933816,0.028098676,0.09950269,0.19075528,0.09390117,0.5815756],"study_design_scores_gemma":[0.00047167877,0.0008779832,0.00187933,0.00021284471,0.0001446594,0.0027841127,0.00010432182,0.5235366,0.061931543,0.05345366,0.35436237,0.0002408802],"about_ca_topic_score_codex":0.0014634423,"about_ca_topic_score_gemma":0.00089054107,"teacher_disagreement_score":0.005664494,"about_ca_system_score_codex":0.00054782146,"about_ca_system_score_gemma":0.0014585486,"threshold_uncertainty_score":0.018949628},"labels":[],"label_agreement":null},{"id":"W2105054553","doi":"10.1109/glocom.2006.488","title":"WSN05-1: A Dual Busy-Tone MAC Scheme Supporting Voice/Data Traffic in Wireless Ad Hoc Networks","year":2006,"lang":"en","type":"article","venue":"Globecom","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Wireless ad hoc network; Dual (grammatical number); Scheme (mathematics); Tone (literature); Wireless; Telecommunications","score_opus":0.020796519274252162,"score_gpt":0.2905020568914703,"score_spread":0.26970553761721816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105054553","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19641405,0.0036123975,0.7820044,0.00043042487,0.0007315663,0.00055393076,0.00027933164,0.0026048792,0.013369149],"genre_scores_gemma":[0.7836794,0.0011169644,0.205569,0.00024565568,0.00019946577,0.00029383224,0.00053660484,0.00009634668,0.008262736],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996854,0.00008569627,0.00003555497,0.000039617975,0.000111179834,0.000042625375],"domain_scores_gemma":[0.99948066,0.000093847375,0.00008484924,0.000103990795,0.000165433,0.00007136538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00108104,0.00046694846,0.0003807948,0.0006441683,0.00052060635,0.00055351754,0.000936982,0.00038977584,0.0010678463],"category_scores_gemma":[0.0010403497,0.00018973606,0.00023706634,0.00037407526,0.0005778238,0.00079582125,0.00089037226,0.00063710014,0.0004158195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013835285,0.0005860981,0.0035867866,0.0010859201,0.00016939687,0.00062021764,0.00070877466,0.021763599,0.36788657,0.05147012,0.011107353,0.5396316],"study_design_scores_gemma":[0.0006199607,0.004399172,0.007017064,0.00018419579,0.00033455205,0.0043020593,0.0002991501,0.6103271,0.21319509,0.02178521,0.13724734,0.00028918378],"about_ca_topic_score_codex":0.0004255102,"about_ca_topic_score_gemma":0.00079301087,"teacher_disagreement_score":0.00108104,"about_ca_system_score_codex":0.00036665317,"about_ca_system_score_gemma":0.0005803237,"threshold_uncertainty_score":0.0057170987},"labels":[],"label_agreement":null},{"id":"W2105166524","doi":"10.1109/icc.2007.589","title":"Performance Analysis of a Distributed Wireless Access Scheme","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Scheme (mathematics); Channel (broadcasting); Computer network; Node (physics); Wireless network; Wireless; Distributed computing; Controller (irrigation); Access time; Telecommunications; Engineering; Mathematics","score_opus":0.024137955066134066,"score_gpt":0.30390617131015557,"score_spread":0.2797682162440215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105166524","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.108018674,0.0007755378,0.8754374,0.0005764896,0.00006552721,0.00013255884,0.000084045816,0.00039648238,0.014513299],"genre_scores_gemma":[0.9750542,0.0002986025,0.021645365,0.00005716194,0.000060850543,0.00007981553,0.000046228062,0.00004612783,0.0027115527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9962878,0.0011345667,0.00012230917,0.00041801293,0.0015929843,0.00044428106],"domain_scores_gemma":[0.98976314,0.005865659,0.00078788964,0.0011223203,0.0022073174,0.00025356084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037933816,0.0007373362,0.0008928929,0.0011173089,0.00087682053,0.0017562279,0.0013487135,0.0011031091,0.0028246213],"category_scores_gemma":[0.016152296,0.00035473687,0.0005151444,0.0013137326,0.0014129147,0.0022849198,0.0015451766,0.0011868445,0.00058263115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028503718,0.00010376,0.0014060388,0.00013092412,0.00006293609,0.00019386639,0.00027959072,0.6611479,0.018945187,0.28334075,0.0010578294,0.033046152],"study_design_scores_gemma":[0.000009332298,0.00005160722,0.00017348788,0.0000061315454,0.00000807275,0.00005692369,0.000014192188,0.98714405,0.0009445309,0.011172757,0.00041083852,0.000007989893],"about_ca_topic_score_codex":0.001811985,"about_ca_topic_score_gemma":0.0005776429,"teacher_disagreement_score":0.0037933816,"about_ca_system_score_codex":0.0025052784,"about_ca_system_score_gemma":0.0015500187,"threshold_uncertainty_score":0.020061612},"labels":[],"label_agreement":null},{"id":"W2105418930","doi":"10.1109/lcn.2008.4664211","title":"Resource assignment for adaptively modulated interconnected WLANs","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Computer network; Time division multiple access; Weighted round robin; Overhead (engineering); Telecommunications link; Frame (networking); Buffer overflow; Network packet; Resource allocation; Transmission (telecommunications); Wireless; Real-time computing; Quality of service; Dynamic priority scheduling; Telecommunications; Operating system; Round-robin scheduling","score_opus":0.04467274938913779,"score_gpt":0.24566349221024242,"score_spread":0.20099074282110463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105418930","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47165105,0.00039282077,0.52336514,0.00015165849,0.000046632,0.00008714415,0.00003375456,0.00060311484,0.0036686626],"genre_scores_gemma":[0.9685401,0.000073214025,0.030529406,0.000026112011,0.000011459941,0.00004717595,0.000018836443,0.000016985334,0.0007367855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997197,0.00009403388,0.0000132758405,0.000050711944,0.00006456891,0.00005779227],"domain_scores_gemma":[0.9994266,0.00027606127,0.00010077108,0.000084818275,0.000070503425,0.000041226573],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043564592,0.0002400672,0.000268895,0.00031530912,0.00035190143,0.00046835307,0.0007680291,0.00025040703,0.0012440431],"category_scores_gemma":[0.002184201,0.00013937203,0.00013893958,0.00024121693,0.00039935776,0.0007187733,0.00047061348,0.00038544065,0.0002366928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008164315,0.00025683275,0.00611024,0.00012722609,0.00008406268,0.0003813059,0.00046824332,0.658343,0.09672006,0.027526483,0.0010037837,0.20816225],"study_design_scores_gemma":[0.00004702202,0.00016933343,0.0008012301,0.000007234411,0.000022115877,0.000101874975,0.000048697526,0.98337114,0.008836154,0.0050104377,0.001570984,0.000013741047],"about_ca_topic_score_codex":0.0009322913,"about_ca_topic_score_gemma":0.001017917,"teacher_disagreement_score":0.0012440431,"about_ca_system_score_codex":0.00049698935,"about_ca_system_score_gemma":0.0003258596,"threshold_uncertainty_score":0.0041617155},"labels":[],"label_agreement":null},{"id":"W2105522767","doi":"10.1109/iwcmc.2008.160","title":"Effective Bandwidth Evaluation for VoIP Applications in IEEE 802.11 Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Computer network; Voice over IP; Bandwidth (computing); Admission control; Quality of service; Jitter; Call Admission Control; Network packet; Wireless network; Wireless; Telecommunications","score_opus":0.029505250568495893,"score_gpt":0.30415939160670175,"score_spread":0.27465414103820585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105522767","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23311314,0.0041527096,0.7529195,0.00018793954,0.000067613524,0.00014374,0.00007861099,0.00064751634,0.008689175],"genre_scores_gemma":[0.9441577,0.0007399118,0.053793795,0.000044395743,0.000033157212,0.000083333376,0.00008072242,0.00007796617,0.0009889866],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99578166,0.0017934795,0.00014356656,0.00021833119,0.0018288154,0.00023419005],"domain_scores_gemma":[0.98866093,0.008859954,0.00039129637,0.0006594225,0.0012771479,0.00015129344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004592758,0.0006886711,0.0006628996,0.0023426719,0.0004989074,0.0013830931,0.00091842713,0.0007286425,0.0008155948],"category_scores_gemma":[0.024923466,0.00033584714,0.00023904783,0.0013942629,0.0010033905,0.0024485223,0.0006660288,0.00075649587,0.00021682131],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005330653,0.0001469878,0.0041618235,0.00018695058,0.000053115928,0.00015140211,0.00025738872,0.7692102,0.024383245,0.02688344,0.0006642493,0.17336816],"study_design_scores_gemma":[0.000011002255,0.00014806147,0.002033006,0.000032390017,0.000021365784,0.0001006709,0.00006319531,0.9778861,0.009989286,0.008631224,0.0010511058,0.00003267813],"about_ca_topic_score_codex":0.0028123842,"about_ca_topic_score_gemma":0.0017504,"teacher_disagreement_score":0.004592758,"about_ca_system_score_codex":0.0013584548,"about_ca_system_score_gemma":0.00061478827,"threshold_uncertainty_score":0.024289131},"labels":[],"label_agreement":null},{"id":"W2105829619","doi":"10.1109/wcnc.2006.1683516","title":"A successive refinement approach to wireless infrastructure network deployment","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Heuristics; Computer science; Wireless network; Software deployment; Throughput; Wireless; Wireless distribution system; Power control; Rule of thumb; Channel (broadcasting); Distributed computing; Computer network; Power (physics); Heterogeneous network; Telecommunications; Algorithm","score_opus":0.007548560141650617,"score_gpt":0.22434048309333493,"score_spread":0.2167919229516843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105829619","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002059683,0.00020566514,0.99545515,0.00014133028,0.000016798958,0.000054858603,0.00001937031,0.0000678017,0.0019793173],"genre_scores_gemma":[0.20392689,0.0014654591,0.7886964,0.00015911239,0.000096427786,0.00051213684,0.00015283692,0.00011521749,0.00487543],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980318,0.0010374982,0.00007016125,0.00020378802,0.00049885805,0.00015789294],"domain_scores_gemma":[0.9976145,0.0016333405,0.00023498274,0.00017718914,0.00027187468,0.000068179594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002680829,0.0013504821,0.0010939024,0.0014009079,0.0005730813,0.0010977837,0.0022915145,0.0011392083,0.0026882233],"category_scores_gemma":[0.0073536574,0.0010492062,0.0016780708,0.0018828544,0.001769464,0.0017659545,0.0016267799,0.0018774172,0.00067031564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024175228,0.00001817133,0.000206563,0.00007598847,0.000025853084,0.000077659875,0.00009806666,0.92851126,0.001048988,0.05670516,0.00072443107,0.0124836555],"study_design_scores_gemma":[0.0000123132795,0.00004003685,0.00004261222,0.00001038206,0.0000073981096,0.00003087621,0.0000139955655,0.9824839,0.00022555905,0.015574317,0.0015510772,0.0000074105446],"about_ca_topic_score_codex":0.008252766,"about_ca_topic_score_gemma":0.0071925516,"teacher_disagreement_score":0.008252766,"about_ca_system_score_codex":0.002073345,"about_ca_system_score_gemma":0.0012925984,"threshold_uncertainty_score":0.016409457},"labels":[],"label_agreement":null},{"id":"W2105857670","doi":"10.1109/vetecs.2007.122","title":"IEEE 802.11b SDMA Performance in Realistic Environments","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Space-division multiple access; Computer science; Physical layer; IEEE 802.11; Computer network; Wi-Fi; Channel (broadcasting); Wireless lan; IEEE 802; Throughput; Wireless network; Wireless; Telecommunications; Telecommunications link","score_opus":0.016121298950914492,"score_gpt":0.24929654566845544,"score_spread":0.23317524671754095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105857670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.931271,0.00040536205,0.0625141,0.00023388109,0.00010595185,0.00006740878,0.00020896063,0.00069161406,0.0045018164],"genre_scores_gemma":[0.99254507,0.00010789941,0.0067076473,0.000025393509,0.000008535046,0.000025628551,0.00017767682,0.000019998595,0.00038220608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983352,0.00047772555,0.00010824894,0.00018549355,0.00064681337,0.00024644285],"domain_scores_gemma":[0.99577075,0.0021347462,0.00038950186,0.00054276333,0.0010279065,0.00013433247],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021462964,0.00059309794,0.00046951484,0.0003876642,0.000553059,0.0009796564,0.00056678226,0.0008167906,0.00058145146],"category_scores_gemma":[0.00851276,0.00027212218,0.0001564283,0.0005756653,0.00066907465,0.001133685,0.000596478,0.0005824624,0.0002100104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016209388,0.0006926256,0.020742906,0.00036611475,0.00014855269,0.00033260058,0.00055858796,0.8125785,0.08499191,0.0072075813,0.0026169259,0.06814268],"study_design_scores_gemma":[0.0001325663,0.0015566972,0.009137332,0.000027249976,0.000054789725,0.0003473418,0.00022904376,0.92215574,0.061628617,0.0025678992,0.002102782,0.000059957063],"about_ca_topic_score_codex":0.0028834587,"about_ca_topic_score_gemma":0.0013696332,"teacher_disagreement_score":0.0028834587,"about_ca_system_score_codex":0.000710274,"about_ca_system_score_gemma":0.00055081764,"threshold_uncertainty_score":0.01135087},"labels":[],"label_agreement":null},{"id":"W2105867138","doi":"10.1109/glocom.1990.116725","title":"An adaptive token bus protocol for LAN access control","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Token ring; Token bus network; Computer science; Token passing; Computer network; Overhead (engineering); Protocol (science); Throughput; Local area network; Security token; Embedded system; Operating system; Wireless","score_opus":0.09496384212809345,"score_gpt":0.36234187790481714,"score_spread":0.2673780357767237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105867138","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0042683105,0.0024064218,0.9725176,0.0006947068,0.0008917371,0.00038219607,0.00020822715,0.0037519464,0.014878828],"genre_scores_gemma":[0.30422443,0.005965275,0.62693,0.0013602728,0.001116903,0.0021122324,0.0021484208,0.00087412226,0.055268373],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989015,0.00028574996,0.00010811705,0.00013241549,0.00045079237,0.00012139521],"domain_scores_gemma":[0.9992675,0.00018580601,0.000057728786,0.00013660867,0.00029466333,0.000057585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010740192,0.0004553658,0.0004122855,0.0009090806,0.00070458994,0.0015653893,0.0016707797,0.0007633752,0.005244759],"category_scores_gemma":[0.0021012463,0.00021597372,0.000332319,0.000994297,0.0007556277,0.0025499796,0.0011887833,0.0015400442,0.0021878018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005503511,0.00017393354,0.0006283031,0.0007650799,0.00011189189,0.00051938527,0.00034082247,0.017164968,0.04214411,0.34527966,0.059217293,0.5331041],"study_design_scores_gemma":[0.00026892827,0.00051044597,0.00053554075,0.00013540706,0.00017872079,0.0011649849,0.00013679457,0.2559682,0.043529972,0.088238716,0.60915995,0.0001722806],"about_ca_topic_score_codex":0.0010219378,"about_ca_topic_score_gemma":0.0009980486,"teacher_disagreement_score":0.005244759,"about_ca_system_score_codex":0.00071129075,"about_ca_system_score_gemma":0.0009733615,"threshold_uncertainty_score":0.017545462},"labels":[],"label_agreement":null},{"id":"W2105908781","doi":"10.1109/pacrim.1993.407331","title":"Improved error recovery in an X.25 packet receiver","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Checksum; Cyclic redundancy check; Computer science; ASCII; Network packet; Byte; Computer network; Retransmission; Error detection and correction; Redundancy (engineering); Decoding methods; Bit error rate; Channel (broadcasting); Algorithm; Computer hardware; Operating system","score_opus":0.038692695085688414,"score_gpt":0.2678089887274194,"score_spread":0.22911629364173097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105908781","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26620167,0.00093228364,0.7073656,0.00063365727,0.0004829993,0.00017806483,0.00013240494,0.00941807,0.014655325],"genre_scores_gemma":[0.6842959,0.0004274928,0.26930547,0.00028028552,0.0001550954,0.00007677216,0.00023594822,0.00018746531,0.04503563],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992945,0.0001451936,0.000043863092,0.00010054342,0.00030682748,0.00010903909],"domain_scores_gemma":[0.9994235,0.00015597652,0.00008240357,0.00010347992,0.00020471173,0.000029940154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011431,0.00043309113,0.00044825446,0.00042102527,0.00030671526,0.0008357721,0.0012880862,0.00077935494,0.0033546328],"category_scores_gemma":[0.0011125576,0.00025252404,0.00032169957,0.00030727865,0.00031128284,0.00070680527,0.00048887916,0.0006594119,0.001902311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027953952,0.0004777042,0.0039729592,0.00032258828,0.00015832573,0.0017070991,0.000546484,0.062455464,0.6559714,0.05178169,0.011532896,0.20827797],"study_design_scores_gemma":[0.000251138,0.0015540047,0.001158089,0.00006520475,0.00016904344,0.0010373392,0.000053142394,0.5677571,0.39549807,0.0017143291,0.030618325,0.00012419488],"about_ca_topic_score_codex":0.0010689502,"about_ca_topic_score_gemma":0.000741117,"teacher_disagreement_score":0.0033546328,"about_ca_system_score_codex":0.00048630644,"about_ca_system_score_gemma":0.0004838417,"threshold_uncertainty_score":0.0112223625},"labels":[],"label_agreement":null},{"id":"W2106061413","doi":"10.1109/infcom.2004.1356974","title":"Characterising the use of a campus wireless network","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":112,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wireless network; Computer network; Wireless WAN; Computer science; Network packet; TRACE (psycholinguistics); Wireless; Campus network; Wi-Fi array; Municipal wireless network; Wireless distribution system; Wireless Application Protocol; Telecommunications","score_opus":0.04045112034787892,"score_gpt":0.2527907276644054,"score_spread":0.21233960731652649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106061413","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959092,0.000045296983,0.0015284461,0.000035464,0.0000021331246,0.000019484442,0.00033560555,0.00003712433,0.002087285],"genre_scores_gemma":[0.997317,0.00006897416,0.0014198752,0.000010338849,0.000004599279,0.000021549224,0.0005143826,0.000017474658,0.0006258779],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986412,0.00032170556,0.000119000084,0.00018787482,0.00055610185,0.00017409169],"domain_scores_gemma":[0.99278086,0.0028303328,0.0012907005,0.0008861951,0.0017500173,0.00046190323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006176299,0.00023128584,0.00024510993,0.002630908,0.0005270962,0.0013505245,0.0006277517,0.00048107642,0.0011850242],"category_scores_gemma":[0.006741592,0.00013667252,0.00016322608,0.0026951996,0.0004701194,0.0013226748,0.00085094874,0.00046677823,0.00047977676],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029719528,0.00025903445,0.8911347,0.00011971506,0.00013149582,0.0006895778,0.0041546314,0.011284781,0.019940453,0.0015588524,0.0009910465,0.06943857],"study_design_scores_gemma":[0.0000070266024,0.0004039775,0.8987811,0.000035921028,0.0000805175,0.0014539271,0.00685985,0.06966505,0.013920911,0.00092673086,0.007791921,0.00007313102],"about_ca_topic_score_codex":0.00759167,"about_ca_topic_score_gemma":0.010213445,"teacher_disagreement_score":0.00759167,"about_ca_system_score_codex":0.00058734254,"about_ca_system_score_gemma":0.00031402154,"threshold_uncertainty_score":0.015094936},"labels":[],"label_agreement":null},{"id":"W2106466324","doi":"10.1504/ijsnet.2008.017229","title":"Connection data rate optimisation of IEEE 802.15.3 scatternets with multirate carriers","year":2008,"lang":"en","type":"article","venue":"International Journal of Sensor Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Piconet; Computer science; Scatternet; Computer network; Bluetooth; Wireless; Telecommunications","score_opus":0.04310241219899278,"score_gpt":0.2820509778429958,"score_spread":0.23894856564400305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106466324","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66985494,0.0006920447,0.32643092,0.00013396157,0.000030180056,0.000054187807,0.000028803228,0.00024246796,0.0025325748],"genre_scores_gemma":[0.9877679,0.00010682332,0.011719678,0.000012712098,0.0000070253514,0.000021023006,0.000018689727,0.000023096127,0.0003230221],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914205,0.00036829695,0.00004053208,0.00010240363,0.00022000803,0.00012674765],"domain_scores_gemma":[0.9971847,0.0017243644,0.00036724043,0.00020744931,0.00042790343,0.00008830673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001719274,0.0006093732,0.0005387679,0.00067064347,0.0003355001,0.0007091941,0.0005892271,0.00039087687,0.00042014968],"category_scores_gemma":[0.0049663694,0.0003148276,0.00026702366,0.00044727794,0.0005627429,0.00088197883,0.00068475713,0.00036919364,0.000114132185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020132161,0.000063556334,0.003523296,0.00004822636,0.000043321328,0.00012453107,0.00013628899,0.9531081,0.018322198,0.0031293673,0.0002601363,0.02103972],"study_design_scores_gemma":[0.000018849401,0.0001231967,0.0012743633,0.000005522236,0.000016101958,0.00011007522,0.000039274513,0.99038386,0.006074657,0.0016222538,0.0003211975,0.00001067344],"about_ca_topic_score_codex":0.0013164913,"about_ca_topic_score_gemma":0.0013153715,"teacher_disagreement_score":0.001719274,"about_ca_system_score_codex":0.00071412267,"about_ca_system_score_gemma":0.00034444148,"threshold_uncertainty_score":0.00909251},"labels":[],"label_agreement":null},{"id":"W2106501060","doi":"10.1109/icdcsw.2009.73","title":"Performance Analysis of WiMedia UWB MAC","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; IPTV; Computer network; Bandwidth (computing); Ultra-wideband; Reservation; Access technology; Media access control; Access control; Protocol (science); Telecommunications; Wireless","score_opus":0.010824279361120452,"score_gpt":0.24764619769401525,"score_spread":0.2368219183328948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106501060","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2554404,0.006405416,0.688164,0.0012425822,0.00019952848,0.00017674072,0.0005333852,0.0014669457,0.046371076],"genre_scores_gemma":[0.98122096,0.0011889723,0.013250177,0.00008683556,0.00012173862,0.00009206892,0.00019312992,0.00007251654,0.0037735945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99771845,0.000778596,0.000074395284,0.000192247,0.00091017457,0.00032614614],"domain_scores_gemma":[0.9953367,0.0026160816,0.00037272758,0.00049357145,0.0011170455,0.000063959335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022867357,0.0011532096,0.0007723818,0.0012520791,0.00056336034,0.0014802832,0.0010312294,0.0009453641,0.0030869378],"category_scores_gemma":[0.009380317,0.00033932299,0.00047408158,0.0008197696,0.0006461537,0.001371014,0.0007931296,0.0007050756,0.0006208654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021696222,0.000055643774,0.0017111618,0.00010142248,0.00006509003,0.00014503267,0.00007395501,0.9291178,0.008776075,0.030511158,0.0011347005,0.02809094],"study_design_scores_gemma":[0.000002775611,0.000041999043,0.00030683127,0.0000061951305,0.000012345988,0.00004198286,0.00000978228,0.99613935,0.0014338556,0.0016054846,0.00039328338,0.0000061852425],"about_ca_topic_score_codex":0.00449854,"about_ca_topic_score_gemma":0.0019031081,"teacher_disagreement_score":0.00449854,"about_ca_system_score_codex":0.002308264,"about_ca_system_score_gemma":0.0012913764,"threshold_uncertainty_score":0.016747713},"labels":[],"label_agreement":null},{"id":"W2106923891","doi":"10.1109/icc.1994.368973","title":"Performance analysis of combined free/demand assignment multiple access (CFDAMA) protocol for packet satellite communications","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Computer network; Network packet; Reservation; Protocol (science); Communications satellite; Time division multiple access; Processing delay; Population; Probability distribution; Real-time computing; Satellite; Transmission delay; Statistics; Engineering; Mathematics","score_opus":0.11620781780272368,"score_gpt":0.35011508943268904,"score_spread":0.23390727162996536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106923891","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7350329,0.0018018363,0.25654688,0.0003674151,0.00006260885,0.00012755895,0.00018113984,0.0007593264,0.0051203035],"genre_scores_gemma":[0.9884545,0.0002266832,0.010488204,0.000023411108,0.000019174418,0.00003549254,0.000065726425,0.000021242999,0.000665521],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988965,0.00028829364,0.00003935427,0.00011210796,0.00048026422,0.00018360515],"domain_scores_gemma":[0.9941375,0.003958318,0.00045538566,0.00037121653,0.0009767977,0.00010075052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018005832,0.00060833676,0.00042193694,0.00092193944,0.00046841154,0.00089117046,0.0005760515,0.00046256697,0.0014372864],"category_scores_gemma":[0.0063844807,0.00024979634,0.00031510027,0.00071549596,0.00055331894,0.0010854293,0.0006297211,0.0005693894,0.0001900221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013900426,0.00023648859,0.010407201,0.00022845728,0.00021915801,0.0004090289,0.00033864524,0.82554257,0.047520295,0.022984095,0.002124515,0.0885995],"study_design_scores_gemma":[0.000009929402,0.0001528001,0.00080548564,0.0000036027031,0.000020954696,0.00009677634,0.000019874122,0.9941216,0.003466327,0.0010702249,0.00022296768,0.000009489351],"about_ca_topic_score_codex":0.0038459457,"about_ca_topic_score_gemma":0.00231881,"teacher_disagreement_score":0.0038459457,"about_ca_system_score_codex":0.0012710509,"about_ca_system_score_gemma":0.00077866303,"threshold_uncertainty_score":0.009522498},"labels":[],"label_agreement":null},{"id":"W2107505733","doi":"10.1109/icc.2008.522","title":"Delay Analysis of Distributed Reservation Protocol with UWB Shadowing Channel for WPAN","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of Waterloo","funders":"","keywords":"Computer science; Channel (broadcasting); Reservation; Computer network; Queueing theory; Protocol (science); Queue; Wireless; Real-time computing; Distributed computing; Telecommunications","score_opus":0.047328659423827045,"score_gpt":0.294914074323139,"score_spread":0.24758541489931193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107505733","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15378544,0.003976173,0.82748675,0.0012528962,0.00037103277,0.00014874559,0.00017851037,0.00025962875,0.012540827],"genre_scores_gemma":[0.97741574,0.0017618884,0.015388136,0.00013571585,0.00012172442,0.00011502478,0.00007705816,0.000064532534,0.0049202153],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898916,0.00025068756,0.00003749275,0.00013108115,0.00032501144,0.00026652997],"domain_scores_gemma":[0.99618477,0.0022607525,0.00044555808,0.00012515561,0.0008300505,0.00015361875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001905118,0.0008508166,0.00082636665,0.001016109,0.000876392,0.0012561274,0.0012691445,0.0008691181,0.0030807923],"category_scores_gemma":[0.005497541,0.00045739504,0.0007867646,0.0006932456,0.0014676837,0.0017263243,0.0010292178,0.0012959433,0.0003381844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016708027,0.00005506214,0.0014426515,0.00018065926,0.000049647908,0.00037412217,0.0004196632,0.8663211,0.008776604,0.11484865,0.0011574787,0.0062072854],"study_design_scores_gemma":[0.000004990359,0.000020753203,0.000091061826,0.000004503094,0.0000067063274,0.000028318316,0.00002642038,0.99635637,0.00019678395,0.0030946466,0.00016261508,0.000006938398],"about_ca_topic_score_codex":0.008911304,"about_ca_topic_score_gemma":0.0034814833,"teacher_disagreement_score":0.008911304,"about_ca_system_score_codex":0.002460253,"about_ca_system_score_gemma":0.0016816284,"threshold_uncertainty_score":0.017850518},"labels":[],"label_agreement":null},{"id":"W2108152704","doi":"10.1109/infcom.1990.91331","title":"A dual-ring LAN for integrated voice/video/data services","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Asynchronous communication; Network packet; Service (business); Dual (grammatical number); Protocol (science); Packet switching; Real-time computing","score_opus":0.06070735879909693,"score_gpt":0.2860512165232262,"score_spread":0.22534385772412924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108152704","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.096400455,0.0034241637,0.86473906,0.00069850904,0.0005313581,0.0003966215,0.00019658582,0.0049658776,0.028647412],"genre_scores_gemma":[0.53825885,0.0015898969,0.44035912,0.00037008166,0.00036237686,0.00036396,0.0004613577,0.00014187614,0.018092338],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995036,0.0001396118,0.000027639882,0.00008714582,0.00016838615,0.0000736316],"domain_scores_gemma":[0.9996026,0.000054323344,0.00004211251,0.000083448096,0.00015069828,0.00006677318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060513086,0.00039768746,0.00033727486,0.00057837367,0.00053168874,0.0011518471,0.0017619493,0.0005374308,0.0023792926],"category_scores_gemma":[0.000441546,0.00024265886,0.00028940718,0.00030305778,0.00033895133,0.0014344935,0.0007847994,0.00064766087,0.0012485838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013071538,0.000549803,0.0037036699,0.0010156672,0.00015939443,0.0014993735,0.00027980865,0.015322438,0.41859588,0.10742868,0.023717867,0.42642036],"study_design_scores_gemma":[0.00039406374,0.005043756,0.0035561824,0.00018082894,0.0003947325,0.00663988,0.00018441939,0.48633176,0.24890241,0.0146742305,0.23338224,0.0003155554],"about_ca_topic_score_codex":0.00043777592,"about_ca_topic_score_gemma":0.0006407089,"teacher_disagreement_score":0.0023792926,"about_ca_system_score_codex":0.000625586,"about_ca_system_score_gemma":0.00049125665,"threshold_uncertainty_score":0.007959545},"labels":[],"label_agreement":null},{"id":"W2108337720","doi":"10.1109/tmc.2006.25","title":"Power saving access points for IEEE 802-11 wireless network infrastructure","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Blackberry (Canada); McMaster University","funders":"Indian Council of Agricultural Research; McMaster University","keywords":"Computer science; Computer network; Inter-Access Point Protocol; Wireless distribution system; IEEE 802.11; Wireless; IEEE 802.11u; Wireless network; IEEE 802.11b-1999; IEEE 802; Backward compatibility; Software deployment; Network allocation vector; Wi-Fi; Telecommunications; Quality of service","score_opus":0.012041216543759309,"score_gpt":0.2713476528080319,"score_spread":0.25930643626427263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108337720","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0914556,0.0008911689,0.891065,0.0004400249,0.0001375685,0.00025386133,0.000049719678,0.0014515084,0.014255467],"genre_scores_gemma":[0.8644605,0.0007808181,0.12366809,0.00016772455,0.0001213379,0.00030256066,0.00014009835,0.000043090386,0.010315778],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992853,0.0001931667,0.00004120495,0.000086505745,0.0003064185,0.00008741625],"domain_scores_gemma":[0.9992912,0.00020972811,0.00011503974,0.00016785355,0.00017859756,0.00003752956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007334841,0.0005371947,0.00032321177,0.0003575053,0.00060537976,0.0010292507,0.0012204348,0.0006188287,0.0041188975],"category_scores_gemma":[0.0016743611,0.00024945123,0.0002548679,0.0004130467,0.0004088234,0.0015853959,0.0009579942,0.0010386904,0.0012817974],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001032038,0.00037151846,0.0045269146,0.0006932682,0.00014106711,0.0016962119,0.0005833031,0.06454125,0.24921165,0.24287087,0.013375383,0.42095652],"study_design_scores_gemma":[0.00032201014,0.0029245676,0.0039878907,0.00016651792,0.00032656614,0.0046116295,0.00031947164,0.58379984,0.20566475,0.057746854,0.13999663,0.00013319934],"about_ca_topic_score_codex":0.0004758482,"about_ca_topic_score_gemma":0.0008745352,"teacher_disagreement_score":0.0041188975,"about_ca_system_score_codex":0.00050371233,"about_ca_system_score_gemma":0.0003941854,"threshold_uncertainty_score":0.013779044},"labels":[],"label_agreement":null},{"id":"W2109053735","doi":"10.1109/lcn.1991.208111","title":"The topology component of protocol performance","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer network; Computer science; Protocol (science); Throughput; Network topology; Topology (electrical circuits); Component (thermodynamics); Network packet; Object (grammar); Focus (optics); Distributed computing; Mathematics; Wireless; Artificial intelligence; Telecommunications; Combinatorics; Physics","score_opus":0.02631978883594179,"score_gpt":0.2608267807273064,"score_spread":0.23450699189136462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109053735","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40324122,0.006191432,0.42510852,0.005605441,0.0013527536,0.0008300212,0.0023522705,0.0043419222,0.1509764],"genre_scores_gemma":[0.9751082,0.0013087345,0.016680518,0.00022905394,0.00021674564,0.00021194373,0.00051975786,0.0005306337,0.0051943506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9951552,0.0014726912,0.000330067,0.00055880024,0.00206219,0.00042104357],"domain_scores_gemma":[0.97003585,0.019717962,0.0021676752,0.0037741107,0.0036855554,0.0006188269],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005019137,0.00064520485,0.00067630387,0.0014472964,0.0007058797,0.0035694896,0.0009232817,0.0010655274,0.005400693],"category_scores_gemma":[0.05072171,0.000354424,0.00028334177,0.0017121718,0.0012002913,0.008137396,0.0014475369,0.001692749,0.0020704158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017052159,0.00064135325,0.05140932,0.0014579783,0.0004689825,0.0011257705,0.0017538682,0.31984913,0.0847319,0.23037557,0.015773801,0.29070717],"study_design_scores_gemma":[0.000120099576,0.0020582564,0.038662534,0.0002969688,0.00046020217,0.0048712487,0.0017881624,0.58611524,0.09528241,0.22199078,0.04799206,0.00036205104],"about_ca_topic_score_codex":0.00063231646,"about_ca_topic_score_gemma":0.00038282364,"teacher_disagreement_score":0.005400693,"about_ca_system_score_codex":0.0010734699,"about_ca_system_score_gemma":0.0010209267,"threshold_uncertainty_score":0.026544094},"labels":[],"label_agreement":null},{"id":"W2109231136","doi":"10.1109/icc.2008.18","title":"Adaptive Rate Control Low Bit-Rate Video Transmission over Wireless Zigbee Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Constant bitrate; Variable bitrate; Real-time computing; NeuRFon; Computer network; Wireless network; Wireless; Bit rate; Wi-Fi array; Telecommunications","score_opus":0.013696335924216372,"score_gpt":0.2252132584111785,"score_spread":0.21151692248696213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109231136","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14008512,0.0010796638,0.84493667,0.00010972345,0.000120045486,0.0002132423,0.00013949818,0.003870309,0.009445722],"genre_scores_gemma":[0.9075122,0.0006125172,0.08827919,0.00005261752,0.00003310191,0.00012967168,0.0001678454,0.000119911376,0.0030929502],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996069,0.00011021237,0.000030609746,0.0000601376,0.00016424901,0.00002797696],"domain_scores_gemma":[0.99933237,0.00026878057,0.00009849335,0.00009118777,0.00019672884,0.000012479918],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039786607,0.00036832638,0.00024693934,0.00033825214,0.00015556009,0.00037502544,0.0006052733,0.0002363987,0.0010017882],"category_scores_gemma":[0.0016276017,0.00009031957,0.00015803578,0.00028900735,0.00017706057,0.00049051637,0.00017904503,0.00029618887,0.0002180266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063898385,0.00020539358,0.0024125075,0.00041087807,0.000082629245,0.00032597673,0.00018637559,0.31802118,0.31438082,0.013673297,0.002680891,0.3469811],"study_design_scores_gemma":[0.00007306044,0.0003409306,0.0014281839,0.000023659994,0.00004255612,0.0002863609,0.000021393498,0.896301,0.0926213,0.0023753368,0.0064516827,0.00003457182],"about_ca_topic_score_codex":0.0013227548,"about_ca_topic_score_gemma":0.0008140408,"teacher_disagreement_score":0.0013227548,"about_ca_system_score_codex":0.0003132937,"about_ca_system_score_gemma":0.00018012655,"threshold_uncertainty_score":0.0033512712},"labels":[],"label_agreement":null},{"id":"W2109257575","doi":"10.1109/ccece.1993.332479","title":"A queueing analysis of slotted ALOHA systems","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Aloha; Queueing theory; Computer science; Network packet; Queue; Dependency (UML); Computer network; Throughput; Queueing system; Service (business); Real-time computing; Algorithm; Artificial intelligence; Telecommunications","score_opus":0.027881076030973433,"score_gpt":0.23560195845501355,"score_spread":0.20772088242404013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109257575","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060601797,0.004017278,0.9198696,0.00063898653,0.00036968285,0.00009928901,0.00018876331,0.000309667,0.013905108],"genre_scores_gemma":[0.94380736,0.0033734534,0.04276412,0.00019627961,0.00050764886,0.00008532786,0.00012857818,0.00007901199,0.009058061],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993056,0.00018286186,0.000027655366,0.000097464865,0.00027357123,0.00011285277],"domain_scores_gemma":[0.9986582,0.0007507935,0.000113722206,0.00007589894,0.0003478849,0.000053559837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009065035,0.00082201697,0.0005908729,0.0010532402,0.0007954786,0.0014588361,0.000683544,0.0007414586,0.0029427651],"category_scores_gemma":[0.004179484,0.0002948801,0.0005865993,0.0010567025,0.0009473338,0.0018058236,0.0007071003,0.00087981747,0.0004539785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000120140634,0.00009091283,0.0010077985,0.00022045063,0.00009763769,0.00036990253,0.00043716008,0.72416264,0.011406098,0.23091288,0.0037872274,0.027387124],"study_design_scores_gemma":[0.0000050084222,0.000036999078,0.00020136058,0.000011831695,0.000012050933,0.000058114587,0.000042508866,0.97925264,0.00043844274,0.018272547,0.0016575772,0.0000108796585],"about_ca_topic_score_codex":0.0059616114,"about_ca_topic_score_gemma":0.0020320544,"teacher_disagreement_score":0.0059616114,"about_ca_system_score_codex":0.0014964539,"about_ca_system_score_gemma":0.0010146715,"threshold_uncertainty_score":0.011853814},"labels":[],"label_agreement":null},{"id":"W2109283708","doi":"10.1109/icppw.2004.36","title":"Controllable fair QoS-based MAC protocols for ad hoc wireless networks","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer network; Countdown; Computer science; Quality of service; Network packet; Wireless; Wireless ad hoc network; Differentiated services; Service (business); Telecommunications; Engineering","score_opus":0.020160262557450927,"score_gpt":0.2846973089577593,"score_spread":0.2645370464003084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109283708","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044413735,0.0011745903,0.9892964,0.00021331171,0.00031308384,0.00018424218,0.00004532253,0.0006982844,0.0036334873],"genre_scores_gemma":[0.56305516,0.0032581112,0.4220824,0.0005241115,0.0006640623,0.001427121,0.00035405473,0.00022793945,0.008407044],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99787104,0.00057399133,0.00014844642,0.00021229176,0.0010623636,0.0001318577],"domain_scores_gemma":[0.9969902,0.0015944676,0.00026424776,0.0005375181,0.0004732736,0.00014032672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030662403,0.0009932346,0.0004911351,0.00092222594,0.0011324368,0.0017738322,0.002353328,0.000652727,0.0021306034],"category_scores_gemma":[0.0057363245,0.00033960663,0.0005273575,0.00076837273,0.0016477995,0.0024837507,0.001529575,0.0015491651,0.00040032723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030685388,0.00013275293,0.00059943035,0.0005599302,0.00010835835,0.0002854579,0.00043570972,0.073399186,0.024656203,0.74355036,0.0054983143,0.15046741],"study_design_scores_gemma":[0.00018360137,0.00029297502,0.00034366673,0.000110337394,0.00015110214,0.0002556973,0.00009478212,0.67024523,0.023712575,0.23895723,0.065555006,0.00009780816],"about_ca_topic_score_codex":0.0014321561,"about_ca_topic_score_gemma":0.001435498,"teacher_disagreement_score":0.0030662403,"about_ca_system_score_codex":0.0013488972,"about_ca_system_score_gemma":0.0012972752,"threshold_uncertainty_score":0.01621604},"labels":[],"label_agreement":null},{"id":"W2109348731","doi":"10.1002/dac.801","title":"VoIP over WLAN: voice capacity, admission control, QoS, and MAC","year":2006,"lang":"en","type":"article","venue":"International Journal of Communication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":69,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of Waterloo","funders":"","keywords":"Voice over IP; Computer science; Computer network; Quality of service; Telecommunications; Wireless Multimedia Extensions; The Internet; Wireless; Telephony; Call Admission Control; Wi-Fi; Wireless network; Wi-Fi array; World Wide Web","score_opus":0.01709050806673384,"score_gpt":0.27989059333854804,"score_spread":0.2628000852718142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109348731","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14103438,0.10256041,0.71823746,0.00372703,0.00077828387,0.00014305898,0.00009425775,0.0011932541,0.032231815],"genre_scores_gemma":[0.9632054,0.012054904,0.020697344,0.00020263226,0.0011887767,0.000057080542,0.00004692309,0.00005034564,0.0024965527],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99850804,0.00049510115,0.00006868557,0.00016315194,0.0005720416,0.00019298849],"domain_scores_gemma":[0.9952531,0.0029231347,0.00047267613,0.00025696945,0.00091887405,0.00017521388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028229256,0.00076659,0.00087181665,0.0017900756,0.00070259045,0.0029204616,0.0010847852,0.001066799,0.00095010607],"category_scores_gemma":[0.0080918735,0.00050016824,0.0003111505,0.0018259855,0.0013917688,0.003299581,0.0012198439,0.0018877005,0.00033615116],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007091783,0.0003563285,0.010281701,0.0005359012,0.00021955777,0.00059693964,0.00046239863,0.22893533,0.0284964,0.14244427,0.0055719353,0.5813901],"study_design_scores_gemma":[0.000015302992,0.00012229038,0.0019658718,0.00008544926,0.00009269434,0.00039205092,0.00014246305,0.9604352,0.006201434,0.025150012,0.0053295996,0.00006761392],"about_ca_topic_score_codex":0.0034206128,"about_ca_topic_score_gemma":0.0014901458,"teacher_disagreement_score":0.0034206128,"about_ca_system_score_codex":0.0020303975,"about_ca_system_score_gemma":0.00088092766,"threshold_uncertainty_score":0.014929235},"labels":[],"label_agreement":null},{"id":"W2109733704","doi":"10.1109/pacrim.1989.48294","title":"Multipacket message transmission on CSMA-CD LANs using limited and gated strategies","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Markov chain; Network packet; Computer science; Computer network; Limiting; Transmission (telecommunications); Markov process; Stochastic process; Mathematics; Engineering; Telecommunications; Statistics; Machine learning","score_opus":0.03535264005580201,"score_gpt":0.28197277636042317,"score_spread":0.24662013630462115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109733704","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52147794,0.0005460459,0.47188896,0.0001732434,0.000053643587,0.000112544076,0.000037842812,0.0004801892,0.005229592],"genre_scores_gemma":[0.9767839,0.00013859427,0.021889733,0.000023819292,0.000010183708,0.00003227182,0.000014039518,0.000011784962,0.0010958201],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961,0.00015804733,0.000019777151,0.00003708308,0.000115339906,0.000059804013],"domain_scores_gemma":[0.99885106,0.00071705406,0.00012688088,0.00012725701,0.00012561561,0.000052088442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000586497,0.00032839325,0.0002575203,0.00046350074,0.00025928378,0.00042766344,0.0005950547,0.00035069592,0.0011028626],"category_scores_gemma":[0.0017865287,0.00014564132,0.0001864964,0.0003703543,0.00049341563,0.0007851375,0.00042059607,0.0002963914,0.0001587603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009662608,0.0002671835,0.0022843108,0.00026783557,0.00007917306,0.0005086823,0.00036505848,0.7113698,0.08779775,0.052432798,0.0010822206,0.14257881],"study_design_scores_gemma":[0.000031781656,0.0002873388,0.0002669344,0.0000074730356,0.00001936876,0.000088699184,0.000031914384,0.98476833,0.010216198,0.0038447117,0.00042065466,0.000016643655],"about_ca_topic_score_codex":0.0010661219,"about_ca_topic_score_gemma":0.001497287,"teacher_disagreement_score":0.0011028626,"about_ca_system_score_codex":0.00043443436,"about_ca_system_score_gemma":0.0003438234,"threshold_uncertainty_score":0.003689468},"labels":[],"label_agreement":null},{"id":"W2109882788","doi":"10.1109/lcn.2004.11","title":"Access delay analysis in reservation multiple access protocols for broadband local and cellular network","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Reservation; Computer network; Computer science; Network packet; Frame (networking); Throughput; Broadband networks; Broadband; Random access; Channel access method; Access network; Protocol (science); Telecommunications; Wireless","score_opus":0.05225559104287992,"score_gpt":0.3447676821243231,"score_spread":0.2925120910814432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109882788","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06441645,0.003207492,0.927028,0.0003144687,0.00009935925,0.000061428196,0.000057181194,0.00014529692,0.004670246],"genre_scores_gemma":[0.9404192,0.0025211154,0.05231181,0.00009853345,0.00014535853,0.00011850769,0.00008783393,0.00010857488,0.004188932],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904424,0.00025242823,0.000037428472,0.000114338174,0.00039515595,0.00015641133],"domain_scores_gemma":[0.9971584,0.0021010262,0.00020400406,0.00012555053,0.00036185645,0.000049244514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018341125,0.0007877448,0.0005071186,0.0009672909,0.0005851536,0.0010924117,0.0010619567,0.0004843061,0.0012814879],"category_scores_gemma":[0.006540182,0.00037194844,0.0004373313,0.00084688194,0.000850033,0.001792609,0.0005191101,0.0010125875,0.00023734091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001614594,0.00006283732,0.001239232,0.000147538,0.000059715374,0.00021112488,0.00022758612,0.7403962,0.014478178,0.21055451,0.0009654122,0.031496316],"study_design_scores_gemma":[0.000003899439,0.000024083352,0.00014131307,0.000006616918,0.000011825792,0.000037337402,0.000021601194,0.9844849,0.0013254767,0.013119511,0.00081612525,0.000007398691],"about_ca_topic_score_codex":0.004087303,"about_ca_topic_score_gemma":0.0021931713,"teacher_disagreement_score":0.004087303,"about_ca_system_score_codex":0.0023321041,"about_ca_system_score_gemma":0.0011781103,"threshold_uncertainty_score":0.016920686},"labels":[],"label_agreement":null},{"id":"W2110625060","doi":"10.1109/ccece.2005.1556960","title":"Differentiated back-off for ethernet","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; University of Victoria","funders":"","keywords":"Computer network; Computer science; Media access control; Access control; Quality of service; Wireless; Operating system","score_opus":0.014744777711244633,"score_gpt":0.24288892697989267,"score_spread":0.22814414926864804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110625060","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18116395,0.006364227,0.7592521,0.0011089653,0.0014333645,0.00038618754,0.00023402981,0.0026141373,0.04744308],"genre_scores_gemma":[0.87621415,0.0012323699,0.10860946,0.00058693497,0.00015480357,0.00013571196,0.00026740212,0.00011387905,0.012685258],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995739,0.000082006234,0.000025455858,0.00004396185,0.00018120115,0.000093411974],"domain_scores_gemma":[0.9993831,0.00015609075,0.00003270274,0.00016500877,0.00021370448,0.000049415088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065686693,0.00038951545,0.00028775499,0.00048174383,0.00052207126,0.00101139,0.00073556305,0.00055985316,0.002342593],"category_scores_gemma":[0.0015978834,0.0001498684,0.0002403936,0.00035039315,0.00043790485,0.00073902024,0.0006060321,0.000832839,0.00053763523],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017703059,0.00042774592,0.002880543,0.00059182,0.000068378744,0.0013023107,0.0008173222,0.03622702,0.129712,0.20858218,0.0122970035,0.60532343],"study_design_scores_gemma":[0.0005117896,0.0018831162,0.005137464,0.0003406257,0.00022765799,0.002720297,0.00040349166,0.5569697,0.12740532,0.09807581,0.20608985,0.00023481656],"about_ca_topic_score_codex":0.0018419571,"about_ca_topic_score_gemma":0.0016797411,"teacher_disagreement_score":0.002342593,"about_ca_system_score_codex":0.00087335025,"about_ca_system_score_gemma":0.00049486966,"threshold_uncertainty_score":0.0078366995},"labels":[],"label_agreement":null},{"id":"W2111035283","doi":"10.1109/vetecf.2008.400","title":"Backoff Strategies in Hiperlan\\2 with Error Control Protocol","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"HiperLAN; Computer science; Exponential backoff; Markov chain; Throughput; Random access; Channel (broadcasting); Frame (networking); Distributed coordination function; Markov model; Error detection and correction; Computer network; Algorithm; Telecommunications; IEEE 802.11; Wireless; Wireless lan","score_opus":0.022660240547357168,"score_gpt":0.2733036888167914,"score_spread":0.25064344826943424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111035283","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42704138,0.004310446,0.56123096,0.00040930905,0.0001999768,0.00029209306,0.000055858876,0.0004493794,0.0060105836],"genre_scores_gemma":[0.972572,0.00051855086,0.025339505,0.00007668163,0.000034643475,0.00006605189,0.000019337647,0.000021598396,0.0013514758],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821883,0.00057202106,0.000074421376,0.00017363661,0.0006020815,0.00035897832],"domain_scores_gemma":[0.9964185,0.0023405561,0.00046916908,0.00018093792,0.0004955167,0.000095284944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002263145,0.0008165319,0.000891069,0.0006515861,0.0005963299,0.0009902857,0.0012487064,0.0007849685,0.00069401937],"category_scores_gemma":[0.005344685,0.000288102,0.00033904507,0.00042100943,0.00072319055,0.0013797279,0.0005783359,0.0006296965,0.00010606899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009239145,0.0005106108,0.0038612795,0.0003435862,0.0001926291,0.0011585247,0.00038964287,0.8304486,0.022483645,0.040745102,0.0014640265,0.09747842],"study_design_scores_gemma":[0.00004240946,0.0003954152,0.00041893736,0.000013515327,0.00004701212,0.00023326828,0.000051505882,0.99027914,0.004431981,0.0035032034,0.000559151,0.000024550378],"about_ca_topic_score_codex":0.0023089985,"about_ca_topic_score_gemma":0.0018064248,"teacher_disagreement_score":0.0023089985,"about_ca_system_score_codex":0.00089422835,"about_ca_system_score_gemma":0.0010208227,"threshold_uncertainty_score":0.0119687915},"labels":[],"label_agreement":null},{"id":"W2111288443","doi":"10.1109/acssc.2005.1599737","title":"Game Theoretic Optimal Transmission Strategies in Multipacket Reception Sensor Networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Wireless sensor network; Nash equilibrium; Computer science; Transmission (telecommunications); Channel (broadcasting); Game theory; State space; Channel state information; Mathematical optimization; State (computer science); Potential game; Wireless; Computer network; Distributed computing; Algorithm; Mathematics; Telecommunications; Mathematical economics","score_opus":0.008944684208021077,"score_gpt":0.2438501333789775,"score_spread":0.23490544917095643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111288443","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.110614836,0.00023346201,0.88638484,0.000261305,0.000020464317,0.000066494096,0.00003799118,0.00011298199,0.002267573],"genre_scores_gemma":[0.9518588,0.00014223653,0.046770304,0.00004851197,0.000011007534,0.00008486539,0.000034635308,0.000024127055,0.0010254098],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988771,0.0006638297,0.000042258984,0.0001215753,0.00018981095,0.00010540919],"domain_scores_gemma":[0.9972523,0.002026257,0.00032516968,0.00010559251,0.00019648795,0.000094221476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019384586,0.0006931868,0.00094266847,0.00048748823,0.00039275739,0.0010693484,0.0013834995,0.0010439149,0.0006560877],"category_scores_gemma":[0.0061223484,0.0005600274,0.00032068847,0.0005534648,0.0014615182,0.0018147022,0.0008882056,0.00088449375,0.000119397126],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006328407,0.000044072644,0.0002997531,0.00003214396,0.000017601731,0.00006768521,0.00009761479,0.9544473,0.0016055673,0.034982678,0.00024190926,0.008100299],"study_design_scores_gemma":[0.000008308787,0.000019571315,0.00004727637,0.000001731699,0.0000016576624,0.000008807974,0.000009928945,0.98942614,0.00020611656,0.010207962,0.000059491234,0.0000031355012],"about_ca_topic_score_codex":0.0022030314,"about_ca_topic_score_gemma":0.0015966417,"teacher_disagreement_score":0.0022030314,"about_ca_system_score_codex":0.0011637594,"about_ca_system_score_gemma":0.00078272016,"threshold_uncertainty_score":0.010251701},"labels":[],"label_agreement":null},{"id":"W2111337274","doi":"10.1155/2014/261823","title":"Modeling Enhancements in Routing Protocols under Mobility and Scalability Constraints in VANETs","year":2014,"lang":"en","type":"article","venue":"International Journal of Distributed Sensor Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Computer network; Link-state routing protocol; Ad hoc On-Demand Distance Vector Routing; Optimized Link State Routing Protocol; Dynamic Source Routing; Routing protocol; Destination-Sequenced Distance Vector routing; Distance-vector routing protocol; Throughput; Routing (electronic design automation); Distributed computing; Wireless; Telecommunications","score_opus":0.019378099483310388,"score_gpt":0.2990452381403086,"score_spread":0.2796671386569982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111337274","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054000184,0.0012982972,0.9317632,0.0009846545,0.00018831699,0.0001831164,0.00019117132,0.00022105967,0.011170072],"genre_scores_gemma":[0.8250658,0.00322447,0.16276504,0.00022098713,0.0002716273,0.0004257545,0.00024549663,0.00014226168,0.0076385536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989016,0.0004137438,0.00007103851,0.00014888456,0.00035294134,0.00011167274],"domain_scores_gemma":[0.99839056,0.00095575117,0.00025450555,0.00012477358,0.00023738638,0.00003706519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016047338,0.0007841663,0.0004881765,0.00075420656,0.00041139015,0.0011280563,0.0016225507,0.00090862083,0.00090356776],"category_scores_gemma":[0.005276071,0.0004715363,0.00055735314,0.00077667995,0.0007469022,0.0034328164,0.0009782936,0.0010237489,0.00022671738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013607427,0.000017854123,0.0004291253,0.000046682504,0.0000150423675,0.00007544712,0.000047692254,0.94477254,0.0014279922,0.047073036,0.0002673379,0.0058135563],"study_design_scores_gemma":[0.0000024598135,0.00001796991,0.000113004375,0.000007739191,0.0000073671176,0.000033960463,0.00001949109,0.989026,0.00028161643,0.009131758,0.0013521893,0.0000063814023],"about_ca_topic_score_codex":0.0041341726,"about_ca_topic_score_gemma":0.0034628096,"teacher_disagreement_score":0.0041341726,"about_ca_system_score_codex":0.0012192845,"about_ca_system_score_gemma":0.00083797827,"threshold_uncertainty_score":0.008846581},"labels":[],"label_agreement":null},{"id":"W2111602967","doi":"10.1080/17445760500173485","title":"A paradigm for controllable QoS-based medium access control in local and<i>ad hoc</i>wireless networks","year":2005,"lang":"en","type":"article","venue":"International Journal of Parallel Emergent and Distributed Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Countdown; Computer network; Computer science; Access control; Network packet; Quality of service; Random access; Channel access method; Protocol (science); Wireless; Multiple Access with Collision Avoidance for Wireless; Optimized Link State Routing Protocol; Telecommunications; Routing protocol; Engineering","score_opus":0.017590091707945076,"score_gpt":0.2929534072630398,"score_spread":0.27536331555509475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111602967","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002707634,0.00048985356,0.9886812,0.0005377778,0.0002822532,0.00010853919,0.00002793574,0.00046885374,0.006695958],"genre_scores_gemma":[0.30909628,0.0018231462,0.6741051,0.0011859022,0.00086207053,0.0012676668,0.00012954626,0.00019061744,0.011339611],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99792874,0.0004740992,0.00013766253,0.00036674665,0.000936808,0.00015597898],"domain_scores_gemma":[0.9980957,0.0007062262,0.00019552553,0.00047258128,0.00032687176,0.00020322735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023132414,0.0006755534,0.0005223179,0.0007041898,0.0012314158,0.002680421,0.0026860752,0.0012136931,0.0016618969],"category_scores_gemma":[0.0030985742,0.00040316934,0.00069017074,0.00055093603,0.003189965,0.0030642732,0.0019594447,0.0033774553,0.00056840276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004306553,0.000047558857,0.000121698664,0.000104759034,0.00001876781,0.00014820042,0.00034293113,0.007122979,0.009890923,0.95055026,0.0023659787,0.029242838],"study_design_scores_gemma":[0.00019934398,0.0004247578,0.00027659492,0.00014130144,0.00008611191,0.0007510882,0.00017319684,0.23046975,0.020963337,0.5649297,0.18144722,0.00013756432],"about_ca_topic_score_codex":0.0011852669,"about_ca_topic_score_gemma":0.00138368,"teacher_disagreement_score":0.0026860752,"about_ca_system_score_codex":0.0010859579,"about_ca_system_score_gemma":0.0016537927,"threshold_uncertainty_score":0.012233734},"labels":[],"label_agreement":null},{"id":"W2111716470","doi":"10.1109/icbn.2005.1589694","title":"Third-party handshake protocol for efficient peer discovery in IEEE 802.15.3 WPANs","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Piconet; Computer network; Computer science; Wireless ad hoc network; Handshake; Mobile ad hoc network; Distributed coordination function; Overhead (engineering); Peer-to-peer; DEVS; Distributed computing; Bluetooth; Wireless network; Wireless; IEEE 802.11; Network packet; Telecommunications; Asynchronous communication; Operating system","score_opus":0.03188013343376893,"score_gpt":0.32017516320813405,"score_spread":0.2882950297743651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111716470","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014834722,0.0006650173,0.9811477,0.000102042555,0.00012126213,0.00017434987,0.000022986973,0.0006559102,0.0022758723],"genre_scores_gemma":[0.7824397,0.0007861431,0.21175401,0.00020782878,0.000116090334,0.00080089027,0.00015395245,0.000102004604,0.0036394107],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99832743,0.00056485727,0.000114233495,0.00017667755,0.0006576706,0.00015910406],"domain_scores_gemma":[0.9982528,0.00075018685,0.00016053182,0.00045985132,0.00031260305,0.000064015265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018703155,0.00037979457,0.00076975714,0.0006157843,0.0009396743,0.0010170111,0.0013003051,0.0008853961,0.0010313267],"category_scores_gemma":[0.0040901243,0.00026221582,0.000530231,0.00056368904,0.00083174254,0.0012434212,0.0013745321,0.0011815007,0.00033355627],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068736816,0.00028722957,0.001982251,0.00086521194,0.00025839463,0.0015411469,0.0018837291,0.09237387,0.18341455,0.22542764,0.009386903,0.48189175],"study_design_scores_gemma":[0.00018914137,0.00087710243,0.0020162645,0.00013186818,0.00019017306,0.002365495,0.00023076715,0.7953394,0.08764159,0.05783072,0.052987095,0.00020039076],"about_ca_topic_score_codex":0.0006590142,"about_ca_topic_score_gemma":0.00065737445,"teacher_disagreement_score":0.0018703155,"about_ca_system_score_codex":0.00051560247,"about_ca_system_score_gemma":0.00085088995,"threshold_uncertainty_score":0.009891331},"labels":[],"label_agreement":null},{"id":"W2111895933","doi":"10.1109/infcom.2007.278","title":"Service Time Approximation in IEEE 802.11 Single-Hop Ad-hoc Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Wireless ad hoc network; Queueing theory; Poisson distribution; Network packet; Computer network; IEEE 802.11; Bounded function; Discrete time and continuous time; Geometric distribution; Interval (graph theory); Probability distribution; Throughput; Mathematics; Wireless; Statistics; Telecommunications","score_opus":0.01942915304050863,"score_gpt":0.24491686407874805,"score_spread":0.22548771103823942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111895933","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05866559,0.0013762605,0.93557835,0.00043405208,0.000118686454,0.000034713554,0.000043051186,0.00042102524,0.0033282882],"genre_scores_gemma":[0.94727105,0.0016013822,0.04814423,0.00017436325,0.00016753102,0.000080345395,0.00007175322,0.00009672243,0.0023926673],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998582,0.000401255,0.00005354942,0.00014892794,0.00063129107,0.00018299907],"domain_scores_gemma":[0.99323225,0.0051920186,0.000500851,0.00037473714,0.00057036435,0.00012979194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003191412,0.0006840504,0.0007615312,0.0010614388,0.0007576766,0.0010549924,0.0020253495,0.001029061,0.0007296348],"category_scores_gemma":[0.019162357,0.000536465,0.0005517627,0.0013571391,0.0019517813,0.0026734713,0.00094763166,0.001538426,0.0002973486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009708921,0.00003498436,0.0011740174,0.00007129388,0.000024073632,0.00018689375,0.00022379732,0.90415937,0.0012075454,0.0825048,0.000522304,0.00979391],"study_design_scores_gemma":[0.00000305502,0.000007426642,0.000064972664,0.0000037609727,0.0000025974543,0.000019914698,0.000012522583,0.98781675,0.00014438549,0.011780064,0.0001415326,0.0000030244312],"about_ca_topic_score_codex":0.010528292,"about_ca_topic_score_gemma":0.0029015916,"teacher_disagreement_score":0.010528292,"about_ca_system_score_codex":0.0027298827,"about_ca_system_score_gemma":0.0014096744,"threshold_uncertainty_score":0.020934045},"labels":[],"label_agreement":null},{"id":"W2112052257","doi":"10.1109/ccece.2009.5090235","title":"Cross-layer analysis of wireless LANS: Backoff strategies and error control","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Frame (networking); WiMAX; Computer network; Fading; Throughput; Channel (broadcasting); Physical layer; Wireless; Exponential backoff; Random access; Real-time computing; Telecommunications","score_opus":0.02108842642342127,"score_gpt":0.3108862600694702,"score_spread":0.2897978336460489,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2112052257","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08058089,0.0037811925,0.9036063,0.000550664,0.0001473632,0.00009101132,0.00006726324,0.00021122496,0.010964235],"genre_scores_gemma":[0.96444404,0.0025390806,0.026198432,0.00021022843,0.00015191016,0.00011278287,0.0000685742,0.000089235946,0.006185794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981494,0.0006449605,0.0000794285,0.00016661278,0.0005794636,0.00038009437],"domain_scores_gemma":[0.99620855,0.0020685466,0.0005329195,0.00022722788,0.00086067145,0.00010222477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033861496,0.0012955194,0.0007071256,0.0013377285,0.00052709394,0.0014572421,0.0013659286,0.0009184464,0.002665182],"category_scores_gemma":[0.00800672,0.0005467419,0.00080317655,0.00079502614,0.0012002285,0.0025182697,0.0011289509,0.0010784545,0.00041629502],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007337462,0.00009606476,0.0012554594,0.00011220434,0.000085926986,0.00016274306,0.00014603951,0.8761792,0.003385103,0.10188115,0.00088225177,0.01574055],"study_design_scores_gemma":[0.0000030028837,0.000020490517,0.00018995894,0.000007985604,0.000012441706,0.00002471904,0.000012862677,0.9937636,0.00026219734,0.0054889205,0.00020752418,0.000006404331],"about_ca_topic_score_codex":0.005837863,"about_ca_topic_score_gemma":0.0021470923,"teacher_disagreement_score":0.005837863,"about_ca_system_score_codex":0.0017086627,"about_ca_system_score_gemma":0.00086449087,"threshold_uncertainty_score":0.017907917},"labels":[],"label_agreement":null},{"id":"W2112308604","doi":"10.1109/wimob.2006.1696388","title":"Distributed Channel Assignment Algorithm for 802.11 Networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Throughput; Network topology; Service set; Computer network; Channel (broadcasting); Set (abstract data type); Distributed computing; Algorithm; Distributed algorithm; IEEE 802.11; Wireless network; Wireless; Wi-Fi; Telecommunications","score_opus":0.01224748541383342,"score_gpt":0.23636242526621523,"score_spread":0.22411493985238182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2112308604","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006450609,0.00018006441,0.98995084,0.00014616938,0.000072363226,0.000056708108,0.000026617694,0.0005075495,0.0026089712],"genre_scores_gemma":[0.34043822,0.00038142115,0.65162253,0.0001371946,0.000083451465,0.000496041,0.0001961219,0.00010268298,0.006542327],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993831,0.00018483419,0.000023707425,0.00009911953,0.00019700997,0.0001122105],"domain_scores_gemma":[0.99943274,0.0002726439,0.00004954037,0.00005673216,0.00014509547,0.000043213095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007491169,0.00057390647,0.00075077027,0.0006111201,0.00072711613,0.00094743393,0.0012232605,0.00080360484,0.003654884],"category_scores_gemma":[0.002350624,0.00026123566,0.00025533704,0.00092715886,0.0007075213,0.0011288282,0.0010029825,0.0008315464,0.00076203275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018806636,0.00012516072,0.00045569977,0.0000881366,0.000035520792,0.00008822389,0.00010729206,0.7490494,0.0025403246,0.06245229,0.005040953,0.1798289],"study_design_scores_gemma":[0.000081092134,0.00003410421,0.00005825599,0.000006229048,0.000006909027,0.000035291443,0.000021143012,0.97415686,0.0006379029,0.02167938,0.003274713,0.0000080003465],"about_ca_topic_score_codex":0.0018003569,"about_ca_topic_score_gemma":0.00191621,"teacher_disagreement_score":0.003654884,"about_ca_system_score_codex":0.0008594082,"about_ca_system_score_gemma":0.0013204903,"threshold_uncertainty_score":0.01222682},"labels":[],"label_agreement":null},{"id":"W2112483999","doi":"10.1109/ccece.2005.1557241","title":"An extension to dcf for wireless local area networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer network; Computer science; Throughput; Wi-Fi; Protocol (science); Local area network; Mobile telephony; Extension (predicate logic); Wireless network; Wireless; Mobile radio; Telecommunications","score_opus":0.015463093198964358,"score_gpt":0.26329608323367976,"score_spread":0.2478329900347154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2112483999","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011255744,0.0025535885,0.9615116,0.0007345226,0.00073306076,0.00055938074,0.00024926226,0.0017813758,0.020621426],"genre_scores_gemma":[0.32016447,0.0049526235,0.64495754,0.0017342875,0.0010570373,0.0014627911,0.00085084303,0.00026412742,0.024556335],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906605,0.00021658438,0.00007883538,0.0001321461,0.00036164638,0.00014471065],"domain_scores_gemma":[0.998005,0.00041184702,0.00011893969,0.00052703195,0.0008314672,0.00010574933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014484801,0.00056738325,0.00045165923,0.0010450338,0.001152296,0.0011775582,0.0014157399,0.0010076852,0.0028039918],"category_scores_gemma":[0.0036349627,0.00021643467,0.0003781275,0.0011242973,0.0007110358,0.0019127122,0.0012895181,0.0013283879,0.0011408041],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027799697,0.00018099885,0.0016856256,0.00058163545,0.000050059407,0.00053450227,0.0002950365,0.014439551,0.01770511,0.13921508,0.030771801,0.79426265],"study_design_scores_gemma":[0.00016861086,0.0004859094,0.0012948172,0.0002338674,0.00012932443,0.0032652002,0.00018208454,0.22510064,0.035627242,0.047989246,0.68536544,0.00015759846],"about_ca_topic_score_codex":0.003163091,"about_ca_topic_score_gemma":0.0025077641,"teacher_disagreement_score":0.003163091,"about_ca_system_score_codex":0.00084960664,"about_ca_system_score_gemma":0.0011303304,"threshold_uncertainty_score":0.009380281},"labels":[],"label_agreement":null},{"id":"W2112531426","doi":"10.1109/icc.2010.5502148","title":"Scheduled Access Using the IEEE 802.15.4 Guaranteed Time Slots","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Time division multiple access; Network packet; Computer network; Wireless sensor network; Node (physics); Distributed computing","score_opus":0.031392414884588646,"score_gpt":0.3137673503884073,"score_spread":0.28237493550381865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2112531426","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016391207,0.00024208557,0.9792101,0.00009469039,0.0000787906,0.000082981154,0.00003372248,0.00032817305,0.0035383217],"genre_scores_gemma":[0.66837317,0.00043974936,0.3267884,0.00009975991,0.00010500833,0.00021695638,0.00011141341,0.000071311915,0.0037942964],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929726,0.00024663354,0.000052573298,0.000084229534,0.00020189243,0.00011740577],"domain_scores_gemma":[0.999141,0.00027932136,0.0001666926,0.00016129935,0.00020400848,0.000047565052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013103499,0.00071674486,0.00055202225,0.0004696612,0.000580392,0.0009834372,0.0014353334,0.00039714345,0.0017494163],"category_scores_gemma":[0.0025746946,0.0002799984,0.0004380155,0.0006308781,0.000519643,0.0009202908,0.0006651331,0.00055903144,0.0003994476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049591996,0.00014282209,0.0016419882,0.0003117866,0.00011478255,0.00022039594,0.00030421544,0.5510917,0.019679759,0.20613194,0.00507465,0.21479006],"study_design_scores_gemma":[0.000075510085,0.00026521413,0.00026990726,0.000024405761,0.000054317636,0.00013631771,0.00004794603,0.953339,0.006430884,0.027613765,0.011719816,0.00002289781],"about_ca_topic_score_codex":0.0029395546,"about_ca_topic_score_gemma":0.004880359,"teacher_disagreement_score":0.0029395546,"about_ca_system_score_codex":0.0008275081,"about_ca_system_score_gemma":0.0018207141,"threshold_uncertainty_score":0.0069298744},"labels":[],"label_agreement":null},{"id":"W2113582384","doi":"10.1109/tvt.2008.920475","title":"Connection Admission Control for Multiservice Integrated Cellular/WLAN System","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer network; Quality of service; Admission control; Computer science; Handover; Cellular network; Call Admission Control; Wireless; Wireless network; Wi-Fi; Maximization; Channel (broadcasting); Telecommunications; Mathematical optimization","score_opus":0.014129132060091587,"score_gpt":0.2297532875300605,"score_spread":0.2156241554699689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113582384","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30563095,0.0014398099,0.67823046,0.0006108403,0.00017793317,0.00023353555,0.000073489886,0.00165367,0.011949292],"genre_scores_gemma":[0.99335563,0.00007384329,0.0057581156,0.00003635621,0.000025484922,0.00002799553,0.00001573,0.0000071512245,0.00069982826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884784,0.00020129631,0.00004680469,0.00019279678,0.00040239515,0.00030892272],"domain_scores_gemma":[0.99909544,0.0002547015,0.00015608408,0.0000876442,0.00027767578,0.00012843854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007907607,0.00054182333,0.0006675724,0.00057463197,0.00094548264,0.0014450764,0.0012979927,0.00070184126,0.0016551961],"category_scores_gemma":[0.0015715356,0.00019807821,0.00033262838,0.00070398086,0.0006339049,0.00072944636,0.0007956753,0.001001334,0.00020790093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00072742195,0.0005991307,0.0031700344,0.00014572433,0.00009867482,0.0006593971,0.00032133306,0.7862964,0.034058224,0.025496198,0.0031886864,0.14523871],"study_design_scores_gemma":[0.000022165914,0.00003299812,0.00022719098,0.0000028244806,0.00001113719,0.00004319218,0.00001327201,0.99653035,0.001092081,0.0017090018,0.00030717312,0.00000873458],"about_ca_topic_score_codex":0.010931981,"about_ca_topic_score_gemma":0.007458878,"teacher_disagreement_score":0.010931981,"about_ca_system_score_codex":0.0019985067,"about_ca_system_score_gemma":0.0016644883,"threshold_uncertainty_score":0.021736681},"labels":[],"label_agreement":null},{"id":"W2113674672","doi":"10.1109/icc.2011.5962412","title":"Adaptive Sleeping Periods in IEEE 802.15.4 for Efficient Energy Savings: Markov-Based Theoretical Analysis","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"IEEE 802.15; Computer science; Wireless sensor network; Reliability (semiconductor); Markov chain; Distributed coordination function; Network allocation vector; Network packet; Markov process; IEEE 802.11; Inter-Access Point Protocol; IEEE 802.11s; Computer network; Power (physics); Wireless; Throughput; Wireless network; Wi-Fi; Telecommunications","score_opus":0.022946309366542413,"score_gpt":0.2492978660452062,"score_spread":0.2263515566786638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113674672","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013689235,0.0013655169,0.9768381,0.0006179505,0.000091864815,0.00005766362,0.000084534804,0.00020123932,0.007053936],"genre_scores_gemma":[0.86943907,0.0052801874,0.11708812,0.00045292135,0.0002812161,0.0004684373,0.00019528302,0.0002232396,0.006571619],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989435,0.00031467775,0.00003983432,0.00012377584,0.0003835737,0.00019458658],"domain_scores_gemma":[0.9967663,0.0022774877,0.0003073288,0.00014747005,0.00042009627,0.0000813536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002339794,0.0009741742,0.0010053152,0.001038544,0.00094944186,0.00164814,0.0016223437,0.0010351775,0.0035278227],"category_scores_gemma":[0.007485217,0.00073292584,0.0011381541,0.0011905011,0.0020480256,0.002540374,0.0008900635,0.0018954879,0.000558629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085884516,0.000063449144,0.00066617585,0.0001560467,0.000040700656,0.00019380824,0.00031040958,0.6227798,0.0031805818,0.35362533,0.0027968965,0.016100956],"study_design_scores_gemma":[0.0000076848755,0.000024656085,0.00014879905,0.000027386937,0.000016942759,0.000063378095,0.00002317007,0.951891,0.00048754472,0.04650828,0.00078298093,0.000018212533],"about_ca_topic_score_codex":0.007240928,"about_ca_topic_score_gemma":0.0063445074,"teacher_disagreement_score":0.007240928,"about_ca_system_score_codex":0.0034284373,"about_ca_system_score_gemma":0.0024130878,"threshold_uncertainty_score":0.024875224},"labels":[],"label_agreement":null},{"id":"W2113831551","doi":"10.1109/icdcs.2005.30","title":"End-to-End Fair Bandwidth Allocation in Multi-Hop Wireless Ad Hoc Networks","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Computer network; Wireless ad hoc network; Maximum throughput scheduling; Hop (telecommunications); Reuse; End-to-end principle; Scheduling (production processes); Fairness measure; Wireless; Bandwidth (computing); Bandwidth allocation; Wireless network; Distributed computing; Throughput; Dynamic priority scheduling; Quality of service; Round-robin scheduling; Telecommunications; Engineering","score_opus":0.02246923897096811,"score_gpt":0.2739504298465881,"score_spread":0.25148119087562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113831551","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031043151,0.0006796898,0.9647048,0.0001795034,0.00010870553,0.0001074153,0.000021022903,0.00035713808,0.002798557],"genre_scores_gemma":[0.79923254,0.0005583778,0.1965425,0.00010195778,0.00011246546,0.00025733092,0.00005612576,0.000058080277,0.0030807233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971999,0.0012383307,0.000112915004,0.00024068488,0.0009579679,0.00025013997],"domain_scores_gemma":[0.9956903,0.0028083082,0.00020821783,0.00059522287,0.00057941413,0.00011847545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0056561204,0.00068270846,0.00074662926,0.0007516057,0.0015183013,0.0016283907,0.0019410222,0.0011082994,0.0009171662],"category_scores_gemma":[0.009847187,0.00036034262,0.0003239123,0.00061298243,0.0016713558,0.0024003591,0.0012065115,0.00074133027,0.00023854968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047080338,0.00020190536,0.0017609826,0.0001354921,0.00005994459,0.00024696143,0.0002296303,0.79200715,0.007148779,0.082161345,0.0016768413,0.11390018],"study_design_scores_gemma":[0.000033539658,0.00005875064,0.00020402897,0.000009216715,0.000015887132,0.000053558102,0.000028247316,0.96611595,0.0034113934,0.028321492,0.0017352147,0.000012769772],"about_ca_topic_score_codex":0.0021130273,"about_ca_topic_score_gemma":0.0021938882,"teacher_disagreement_score":0.0056561204,"about_ca_system_score_codex":0.0014602684,"about_ca_system_score_gemma":0.0014966007,"threshold_uncertainty_score":0.02991277},"labels":[],"label_agreement":null},{"id":"W2114236588","doi":"10.1186/1687-1499-2013-149","title":"Decoupling congestion control from TCP (semi-TCP) for multi-hop wireless networks","year":2013,"lang":"en","type":"article","venue":"EURASIP Journal on Wireless Communications and Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; TCP Friendly Rate Control; Computer network; TCP Westwood plus; TCP global synchronization; TCP tuning; TCP acceleration; CUBIC TCP; Network congestion; Zeta-TCP; H-TCP; TCP delayed acknowledgment; Transmission Control Protocol; HSTCP; Distributed computing; Hop (telecommunications); Network packet","score_opus":0.05236053645447575,"score_gpt":0.30207530772328095,"score_spread":0.2497147712688052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114236588","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02931238,0.001790815,0.9664756,0.00029939055,0.00023996306,0.000088026536,0.000018848528,0.0005014881,0.0012734351],"genre_scores_gemma":[0.8932803,0.00087471737,0.1045452,0.00013722567,0.00019353251,0.00012763569,0.000036721936,0.00004857574,0.0007560643],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873334,0.0005030346,0.000090714384,0.00017148875,0.00040301183,0.00009837876],"domain_scores_gemma":[0.99742246,0.0010506599,0.0003045326,0.0005289997,0.00054434326,0.00014911266],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016279503,0.0006665886,0.0006861394,0.0005793424,0.00062211725,0.0010041508,0.0014079456,0.0007042177,0.0007554877],"category_scores_gemma":[0.0033485705,0.00033096137,0.0006995088,0.000543925,0.0009790681,0.0021162985,0.0015345636,0.0016418985,0.00013034628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004420503,0.00036357867,0.0027163634,0.0007969139,0.00026191186,0.00067617337,0.00031135496,0.53231394,0.089817844,0.14958425,0.0043865354,0.21832909],"study_design_scores_gemma":[0.000023648074,0.0000942458,0.0002272317,0.000015463283,0.000032913988,0.00011058917,0.000015340518,0.97376144,0.0060520824,0.01772733,0.0019193846,0.000020433892],"about_ca_topic_score_codex":0.00082670257,"about_ca_topic_score_gemma":0.0005802659,"teacher_disagreement_score":0.0016279503,"about_ca_system_score_codex":0.00043934153,"about_ca_system_score_gemma":0.0009808223,"threshold_uncertainty_score":0.008609533},"labels":[],"label_agreement":null},{"id":"W2114331408","doi":"10.1109/ccece.1999.807195","title":"A MAC protocol for supporting real-time VBR traffic over IEEE 802.14 based HFC access networks","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Variable bitrate; Computer science; Computer network; Asynchronous Transfer Mode; Quality of service; Asynchronous communication; Access control; Bandwidth (computing); Real-time computing","score_opus":0.03611105854639355,"score_gpt":0.35184197943798307,"score_spread":0.3157309208915895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114331408","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054727457,0.0027394195,0.917957,0.0009239032,0.0011854584,0.0010160377,0.00020329766,0.0044602472,0.016787142],"genre_scores_gemma":[0.41971943,0.0017203409,0.55555385,0.0007744185,0.0009801263,0.0011533358,0.0008156204,0.0002637099,0.019019254],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991992,0.00012501761,0.00007697112,0.000061519895,0.00042739123,0.00010990791],"domain_scores_gemma":[0.99881315,0.00018096034,0.00014768398,0.00018816307,0.0005559823,0.0001141222],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001347105,0.00054661947,0.00040559022,0.0009423546,0.00072600134,0.0011024368,0.0013921374,0.00063230016,0.0019468812],"category_scores_gemma":[0.0019613395,0.00031403682,0.00025104193,0.00041012166,0.000700039,0.0012857743,0.00073705375,0.0012680001,0.0007353454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000513775,0.00053430966,0.0020204117,0.00070571946,0.00017909461,0.00072351174,0.0004035305,0.016365914,0.31107923,0.10653888,0.026411043,0.5345246],"study_design_scores_gemma":[0.000429157,0.0024446603,0.005706018,0.0001930772,0.00062495354,0.003511375,0.00016989984,0.4069264,0.23662183,0.025300896,0.31774977,0.00032198214],"about_ca_topic_score_codex":0.0012833312,"about_ca_topic_score_gemma":0.0012983234,"teacher_disagreement_score":0.0019468812,"about_ca_system_score_codex":0.00060590217,"about_ca_system_score_gemma":0.00086800376,"threshold_uncertainty_score":0.007124305},"labels":[],"label_agreement":null},{"id":"W2114992006","doi":"10.1109/icetet.2008.62","title":"A Finite State Model for IEEE 802.11 Wireless LAN MAC DCF","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Network allocation vector; Computer network; Computer science; Retransmission; Carrier sense multiple access with collision avoidance; Exponential backoff; IEEE 802.11; Inter-Access Point Protocol; Multiple Access with Collision Avoidance for Wireless; Media access control; IEEE 802.11e-2005; Wireless network; Distributed coordination function; Handshake; Access control; Wireless LAN controller; Wi-Fi; Throughput; Wireless; Wi-Fi array; Network packet; Telecommunications","score_opus":0.05329432768563127,"score_gpt":0.27254087350764367,"score_spread":0.2192465458220124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114992006","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016207747,0.00055634254,0.9617888,0.000638671,0.00016267381,0.0002781414,0.0012466564,0.00095838885,0.018162588],"genre_scores_gemma":[0.78139925,0.0014934385,0.18415302,0.00036855333,0.0001802822,0.00267093,0.0019975782,0.00014768186,0.027589316],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891114,0.00028682547,0.00007718338,0.00026010812,0.00033522744,0.00012960938],"domain_scores_gemma":[0.99869883,0.00067477475,0.00014455842,0.00014629465,0.00029354563,0.000042010928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000983545,0.0009274251,0.00086647214,0.0007448558,0.0008524379,0.0018089991,0.002181186,0.0018736181,0.006879987],"category_scores_gemma":[0.0023523162,0.0004074321,0.0009941221,0.00071449636,0.001022339,0.0016289327,0.0008267243,0.0020396602,0.0015091103],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011445984,0.00013057918,0.0008670815,0.00015930932,0.000036508038,0.00047240182,0.0003354653,0.6887298,0.0023657526,0.28978926,0.0024895335,0.014509908],"study_design_scores_gemma":[0.00003865557,0.0000614468,0.00016423424,0.00002345574,0.000022409366,0.0000698281,0.000028014407,0.9608952,0.00054249214,0.03313331,0.004999345,0.000021600837],"about_ca_topic_score_codex":0.011994437,"about_ca_topic_score_gemma":0.0068614217,"teacher_disagreement_score":0.011994437,"about_ca_system_score_codex":0.0015301796,"about_ca_system_score_gemma":0.0016144641,"threshold_uncertainty_score":0.023849249},"labels":[],"label_agreement":null},{"id":"W2115232921","doi":"10.1109/wcnc.2011.5779272","title":"Characterization of idle periods in IEEE 802.11e networks","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Idle; Computer science; Probability distribution; Exponential distribution; Gamma distribution; Computer network; Range (aeronautics); IEEE 802.11; Transmission (telecommunications); Real-time computing; Wireless network; Mathematics; Wireless; Statistics; Telecommunications; Engineering","score_opus":0.030060481210853324,"score_gpt":0.2315004798681185,"score_spread":0.20143999865726517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115232921","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42922553,0.0024635748,0.56214124,0.00038709305,0.00008242264,0.00007987701,0.00029738684,0.00040083122,0.0049219932],"genre_scores_gemma":[0.9925874,0.0005785799,0.0060238694,0.000049940412,0.00004450582,0.00004930458,0.00009820023,0.000049426042,0.0005188672],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982975,0.000307621,0.00013654193,0.00031836968,0.00054724695,0.00039283722],"domain_scores_gemma":[0.98855585,0.0077105844,0.0016337433,0.00074618106,0.0010580908,0.00029560536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023296103,0.0007617899,0.0006820659,0.0018019738,0.00064469833,0.0014801451,0.0012879665,0.0006363413,0.0012945246],"category_scores_gemma":[0.017018143,0.00063064724,0.0003208585,0.0014251935,0.0016198772,0.0035838888,0.00090574933,0.0010004224,0.00022499892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00094423944,0.00026204545,0.040001817,0.0003897509,0.00015945197,0.0016391724,0.0014260043,0.6770528,0.044929136,0.15901138,0.001983042,0.07220115],"study_design_scores_gemma":[0.000018625142,0.00017502735,0.012654441,0.00005214392,0.00003983125,0.0012959407,0.00027351023,0.9422167,0.005855834,0.035464924,0.0019042547,0.000048791284],"about_ca_topic_score_codex":0.0009792346,"about_ca_topic_score_gemma":0.0006295917,"teacher_disagreement_score":0.0023296103,"about_ca_system_score_codex":0.001139846,"about_ca_system_score_gemma":0.0005792911,"threshold_uncertainty_score":0.01232028},"labels":[],"label_agreement":null},{"id":"W2115286596","doi":"10.1109/lcomm.2008.080209","title":"IEEE 802.11a Throughput Performance with Hidden Nodes","year":2008,"lang":"en","type":"article","venue":"IEEE Communications Letters","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":79,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Computer network; Throughput; Distributed coordination function; Hidden node problem; Node (physics); Wireless network; Wireless; Wireless lan; IEEE 802.11; Distributed computing; Telecommunications; Wi-Fi array; Engineering","score_opus":0.049971643190645426,"score_gpt":0.26239671111487695,"score_spread":0.21242506792423152,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115286596","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86773056,0.001927798,0.10528077,0.00083865796,0.0002560012,0.00008426267,0.00035291127,0.0022480262,0.021281062],"genre_scores_gemma":[0.99609476,0.00018536183,0.0025091013,0.00003002146,0.000021376167,0.000020952162,0.000080072496,0.000027336728,0.0010309756],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975781,0.0005629334,0.000126003,0.0003307908,0.00076065015,0.0006415513],"domain_scores_gemma":[0.9932365,0.0033906763,0.0005692238,0.0008895331,0.001748797,0.00016524954],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025989693,0.0011404571,0.00075171137,0.0009466458,0.0012425416,0.0016230776,0.0010419814,0.001275571,0.0013071607],"category_scores_gemma":[0.009416165,0.00036309802,0.00032324012,0.0011805648,0.0017637905,0.0018124768,0.0010434064,0.0010238561,0.0004106287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015967751,0.00051487715,0.010669666,0.00028374593,0.00013276069,0.0006145953,0.0006454268,0.82359296,0.047593184,0.025584614,0.004071687,0.08469972],"study_design_scores_gemma":[0.00002761346,0.00036873113,0.0029563112,0.000025379151,0.000050284325,0.00021852725,0.00010188701,0.97115827,0.020387102,0.003968686,0.0006916882,0.00004550064],"about_ca_topic_score_codex":0.0080227675,"about_ca_topic_score_gemma":0.003342146,"teacher_disagreement_score":0.0080227675,"about_ca_system_score_codex":0.002116209,"about_ca_system_score_gemma":0.0012811122,"threshold_uncertainty_score":0.01595211},"labels":[],"label_agreement":null},{"id":"W2115474404","doi":"10.1109/wimob.2006.1696391","title":"Dynamic Admission and Congestion Control for Real-time Traffic in IEEE 802.11e Wireless LANs","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Quality of service; Computer science; Computer network; Admission control; Throughput; Channel (broadcasting); IEEE 802; Scheme (mathematics); Network congestion; IEEE 802.11e-2005; Wireless; Real-time computing; Wireless network; Wi-Fi array; Telecommunications; Network packet","score_opus":0.006531026868949092,"score_gpt":0.24272153825412318,"score_spread":0.23619051138517408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115474404","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14558278,0.001647595,0.8481211,0.0008322583,0.0002649553,0.00011965897,0.000025932448,0.0006902665,0.0027154742],"genre_scores_gemma":[0.9814005,0.0003008385,0.017450867,0.00007575967,0.00007230528,0.00004625773,0.000015538495,0.000016957618,0.0006210412],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980198,0.0006071124,0.000096495874,0.000238601,0.0007191925,0.00031877533],"domain_scores_gemma":[0.99715495,0.0014659783,0.00040560466,0.0002698446,0.00053953915,0.00016406376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025292784,0.0006823461,0.0007739194,0.00095154875,0.0012052469,0.001629377,0.0022638135,0.00095595734,0.00054683647],"category_scores_gemma":[0.008901913,0.0004175782,0.00041201993,0.00074819947,0.001976595,0.002008037,0.0010535176,0.0014065198,0.0000766379],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024176347,0.000144007,0.001804548,0.000087951674,0.000046377878,0.00024680968,0.00033208748,0.87017936,0.013543207,0.043720685,0.0009898382,0.06866341],"study_design_scores_gemma":[0.000015673342,0.000024243374,0.00015140887,0.000003274401,0.000009028159,0.000027037937,0.000016459111,0.9952866,0.0010804185,0.0030216002,0.0003519014,0.000012406961],"about_ca_topic_score_codex":0.009990255,"about_ca_topic_score_gemma":0.005979029,"teacher_disagreement_score":0.009990255,"about_ca_system_score_codex":0.0023207278,"about_ca_system_score_gemma":0.0019132994,"threshold_uncertainty_score":0.019864202},"labels":[],"label_agreement":null},{"id":"W2115587352","doi":"10.1109/icc.2008.596","title":"Adaptive Rate Control for VoIP in Wireless Ad Hoc Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Wireless ad hoc network; Voice over IP; PESQ; Wireless; Wireless network; Network packet; Telecommunications; Speech enhancement; The Internet","score_opus":0.025667652769824214,"score_gpt":0.24584818745794787,"score_spread":0.22018053468812365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115587352","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03560744,0.0059863427,0.9508013,0.00044281894,0.0002633496,0.00008211784,0.000031446954,0.0004195015,0.0063657016],"genre_scores_gemma":[0.90816724,0.00459308,0.08214949,0.00013526875,0.00051062554,0.0001630088,0.000054693355,0.00008860928,0.004137949],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992066,0.00025828785,0.000031147607,0.00006785236,0.00036663326,0.00006955762],"domain_scores_gemma":[0.99877506,0.0007823479,0.00009158178,0.00006736127,0.0002579179,0.000025752674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001251489,0.00057322724,0.0004828134,0.0005828467,0.00039087894,0.0008646424,0.00068074703,0.00051313336,0.0009703721],"category_scores_gemma":[0.0048247646,0.00019308132,0.00017814896,0.000555585,0.0007221599,0.0011014065,0.00036918712,0.00084477843,0.00024085314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025098043,0.000086232496,0.001151853,0.00018596846,0.00005928284,0.00032095576,0.00023083924,0.72832555,0.016699258,0.11696387,0.0025670757,0.13315822],"study_design_scores_gemma":[0.000011108173,0.000068177345,0.00021266394,0.000011672749,0.000007630546,0.00005606019,0.000017065138,0.98415,0.0009707436,0.013258891,0.0012242098,0.00001183604],"about_ca_topic_score_codex":0.0021114403,"about_ca_topic_score_gemma":0.0010224311,"teacher_disagreement_score":0.0021114403,"about_ca_system_score_codex":0.0006996005,"about_ca_system_score_gemma":0.00041808648,"threshold_uncertainty_score":0.0066185594},"labels":[],"label_agreement":null},{"id":"W2115845373","doi":"10.1109/bliss.2008.11","title":"WLAN for Earth Observation Satellite Formations in LEO","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Federation for the Humanities and Social Sciences","keywords":"Satellite; Computer science; Throughput; Low earth orbit; Physical layer; Protocol (science); Interference (communication); Computer network; Communications satellite; Key (lock); Earth observation; Real-time computing; Remote sensing; Distributed computing; Wireless; Telecommunications; Aerospace engineering; Engineering; Channel (broadcasting); Geology; Computer security","score_opus":0.06939336990711795,"score_gpt":0.27209145829808595,"score_spread":0.202698088390968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115845373","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40381303,0.006006292,0.49944255,0.0033076017,0.0006469898,0.00044075516,0.00041296784,0.0037885674,0.08214121],"genre_scores_gemma":[0.94942546,0.0013032792,0.033161197,0.00022931927,0.00008243607,0.00013773092,0.0003911777,0.000039362432,0.015229992],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998429,0.000050325758,0.000005379258,0.000021541833,0.000038977025,0.00004093481],"domain_scores_gemma":[0.9998791,0.000030401865,0.000019519362,0.000024229583,0.000022161365,0.000024554736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035539744,0.00024468172,0.00025189595,0.00023767064,0.00050239085,0.0007504491,0.0005769941,0.0003793598,0.0017214351],"category_scores_gemma":[0.0005017605,0.00008198583,0.0001343015,0.00048416146,0.00022748172,0.0005897872,0.0010240249,0.0005311643,0.00042942664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010899082,0.00040828434,0.041363798,0.0006325694,0.0001491167,0.0039008304,0.002042865,0.19222581,0.07116795,0.09071029,0.029289031,0.5670195],"study_design_scores_gemma":[0.00012035136,0.0008336301,0.025048751,0.00012289725,0.0001139291,0.0017087174,0.0023204098,0.77960926,0.013536837,0.015264271,0.16123949,0.00008146379],"about_ca_topic_score_codex":0.0046334947,"about_ca_topic_score_gemma":0.0073202276,"teacher_disagreement_score":0.0046334947,"about_ca_system_score_codex":0.0005951779,"about_ca_system_score_gemma":0.0004118271,"threshold_uncertainty_score":0.00921303},"labels":[],"label_agreement":null},{"id":"W2116384349","doi":"10.1109/glocom.2009.5426245","title":"A Distributed Contention Resolution Algorithm in Multi-Packet Reception ALOHA Systems","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aloha; Retransmission; Network packet; Computer science; Throughput; Collision; Algorithm; Real-time computing; Base station; Construct (python library); Computer network; Wireless; Telecommunications","score_opus":0.038628093565121,"score_gpt":0.2864066846762318,"score_spread":0.2477785911111108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116384349","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007914865,0.00032933976,0.99069244,0.00008010989,0.000063247106,0.00004331243,0.000007834342,0.00024264681,0.0006262825],"genre_scores_gemma":[0.44255665,0.00032556112,0.5543559,0.00014493191,0.00010825125,0.00017674001,0.000053108237,0.00005654313,0.0022222088],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99878734,0.00038899246,0.00006306797,0.00022541355,0.00044532222,0.000089836205],"domain_scores_gemma":[0.99844223,0.00065177795,0.00016634536,0.00026741083,0.00039693527,0.0000752401],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016038296,0.0005074745,0.0008456833,0.00063619786,0.0008736728,0.0009868254,0.002316446,0.0007675995,0.001006625],"category_scores_gemma":[0.0033050603,0.0002966212,0.0003583996,0.0006323357,0.0006566068,0.0015526179,0.00118314,0.0011656138,0.00042732662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005269955,0.00023565238,0.0011985506,0.00021460248,0.00014444532,0.00029551017,0.00041117746,0.4636615,0.030531313,0.04685308,0.0025803223,0.45334685],"study_design_scores_gemma":[0.00007645499,0.00012252232,0.00012843315,0.00001043022,0.000021217487,0.00014487427,0.00003071093,0.98651916,0.0053269025,0.0050689834,0.002527228,0.000023027982],"about_ca_topic_score_codex":0.00080953335,"about_ca_topic_score_gemma":0.0007616469,"teacher_disagreement_score":0.002316446,"about_ca_system_score_codex":0.00058295135,"about_ca_system_score_gemma":0.00086705934,"threshold_uncertainty_score":0.00848192},"labels":[],"label_agreement":null},{"id":"W2117259884","doi":"10.1109/icc.2009.5199386","title":"Random Access Protocols for WLANs Based on Mechanism Design","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer network; Quality of service; Throughput; Random access; Wireless distribution system; Service (business); Wireless network; Access control; Local area network; Bandwidth (computing); Wireless; Wi-Fi; Telecommunications","score_opus":0.07934217889146615,"score_gpt":0.3543527117361702,"score_spread":0.27501053284470406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117259884","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018389857,0.0011505254,0.9929133,0.0006021073,0.00012504621,0.0003228983,0.000023785933,0.00024402712,0.002779308],"genre_scores_gemma":[0.25570646,0.0032154394,0.7290124,0.0010033641,0.00044671982,0.0042450465,0.00013348622,0.00012229563,0.0061147707],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.98859686,0.00661803,0.000807699,0.0011247002,0.0022749458,0.00057774776],"domain_scores_gemma":[0.98736423,0.008500525,0.0011791663,0.001580031,0.0010931683,0.00028278326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014822148,0.0017385109,0.002283756,0.0019796689,0.0013293441,0.0041032755,0.0046933824,0.0045260335,0.0033080115],"category_scores_gemma":[0.023453023,0.0010930789,0.002921285,0.002005656,0.0047076014,0.0057317787,0.003235657,0.0047745993,0.0009380602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009427579,0.00007805279,0.00019853661,0.00024162122,0.0001440401,0.0002137891,0.00023956172,0.07132144,0.0017763922,0.9024423,0.001345688,0.021904232],"study_design_scores_gemma":[0.00040495856,0.00022263515,0.00009756793,0.0001608752,0.00015373614,0.00056586665,0.000042030646,0.38898996,0.0018288762,0.59390306,0.013511441,0.00011881724],"about_ca_topic_score_codex":0.0010057329,"about_ca_topic_score_gemma":0.0006184487,"teacher_disagreement_score":0.014822148,"about_ca_system_score_codex":0.002344448,"about_ca_system_score_gemma":0.0024956176,"threshold_uncertainty_score":0.078387916},"labels":[],"label_agreement":null},{"id":"W2117641802","doi":"10.1109/titb.2011.2129522","title":"IEEE 802.15.4 MAC With GTS Transmission for Heterogeneous Devices With Application to Wheelchair Body-Area Sensor Networks","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Information Technology in Biomedicine","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Research Manitoba; University of Manitoba","funders":"","keywords":"Computer science; Computer network; Body area network; Wireless sensor network; Media access control; Markov chain; Network allocation vector; IEEE 802.15; Wireless; Wireless network; Real-time computing; IEEE 802.11; Telecommunications","score_opus":0.010617646321358589,"score_gpt":0.23143000488193285,"score_spread":0.22081235856057427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117641802","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09711304,0.001875504,0.89366156,0.0005708994,0.00025850788,0.00013833314,0.00013963098,0.0015580716,0.004684329],"genre_scores_gemma":[0.9209353,0.0008569724,0.074889846,0.00010819873,0.00009383612,0.00015941692,0.00013519103,0.000072973235,0.0027482968],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916625,0.0002893188,0.000057068184,0.00010194035,0.00023493428,0.00015055352],"domain_scores_gemma":[0.99899334,0.00034335922,0.00016793993,0.00020036772,0.0002566435,0.000038379683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015395236,0.00063602295,0.00063019176,0.00060479064,0.0006961109,0.0008319573,0.0011155859,0.00060361903,0.0010728453],"category_scores_gemma":[0.003017222,0.00035895524,0.0006335111,0.00071884075,0.00066884735,0.001130276,0.000725863,0.0006087297,0.0001946143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050800183,0.00012215844,0.0036427355,0.00024328956,0.00014254719,0.0005024446,0.00033191167,0.83837396,0.014727178,0.049295034,0.0055309962,0.0865798],"study_design_scores_gemma":[0.000013830654,0.00006756603,0.00042730747,0.000010486955,0.000037216094,0.000074482356,0.000017702974,0.9902294,0.0015309103,0.005460503,0.0021151612,0.00001539091],"about_ca_topic_score_codex":0.009929694,"about_ca_topic_score_gemma":0.009265294,"teacher_disagreement_score":0.009929694,"about_ca_system_score_codex":0.0013487642,"about_ca_system_score_gemma":0.0026542952,"threshold_uncertainty_score":0.0197438},"labels":[],"label_agreement":null},{"id":"W2117764780","doi":"10.1109/bsc.2006.1644600","title":"Improving the Throughput Performance of IEEE 802.11 Distributed Coordination Function","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Distributed coordination function; Computer science; Throughput; Computer network; Carrier sense multiple access with collision avoidance; Network packet; Overhead (engineering); Network allocation vector; IEEE 802.11; Channel (broadcasting); Transmission (telecommunications); Idle; Protocol (science); Wireless; Telecommunications","score_opus":0.009881429718533489,"score_gpt":0.2123513077638195,"score_spread":0.20246987804528602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117764780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61556387,0.0011126432,0.369251,0.0005677741,0.000217346,0.000092446906,0.00008779751,0.0026518125,0.01045531],"genre_scores_gemma":[0.984171,0.00014362998,0.014861031,0.000016724769,0.000019386422,0.000025028676,0.000026071066,0.000019875819,0.0007172047],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992181,0.00022146832,0.00003565122,0.00010481005,0.00027444697,0.00014557097],"domain_scores_gemma":[0.9983834,0.000875949,0.00011004379,0.00024016204,0.00035610283,0.00003431576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011686094,0.0005486675,0.00047789942,0.00041452274,0.00048232553,0.0006905339,0.00082411733,0.0004884297,0.0007442101],"category_scores_gemma":[0.0060298373,0.00018236469,0.00021508102,0.0005131916,0.0004261851,0.0012402654,0.0005003323,0.0006542597,0.00020528995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011177089,0.00046254176,0.0063507766,0.00029036112,0.00009435154,0.00043628874,0.0003687015,0.60500336,0.16370803,0.017931122,0.0034825478,0.20075417],"study_design_scores_gemma":[0.000039479197,0.00027580815,0.001513398,0.000008429295,0.00003141606,0.00012314851,0.000035037327,0.93931055,0.055505864,0.0016316806,0.001507935,0.000017214943],"about_ca_topic_score_codex":0.0015967512,"about_ca_topic_score_gemma":0.0010610915,"teacher_disagreement_score":0.0015967512,"about_ca_system_score_codex":0.0010417884,"about_ca_system_score_gemma":0.0008588691,"threshold_uncertainty_score":0.0075587034},"labels":[],"label_agreement":null},{"id":"W2118989492","doi":"10.1109/icc.2007.623","title":"Technique to Improve MPEG-4 Traffic Schedulers in IEEE 802.15.3 WPANs","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Quality of service; Computer network; Scheduling (production processes); Decoding methods; IEEE 802; Wireless; MPEG-4; Real-time computing; Algorithm; Telecommunications; Engineering","score_opus":0.012391619111413121,"score_gpt":0.2743691369056522,"score_spread":0.26197751779423906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118989492","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08374401,0.0007370859,0.9085645,0.0004209569,0.00046525832,0.00015649197,0.00007775187,0.0028344372,0.0029994936],"genre_scores_gemma":[0.6172781,0.00066885725,0.37844294,0.00034657112,0.00031165217,0.00014556845,0.00014540847,0.0001351605,0.0025257892],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99927074,0.00012965554,0.00008002593,0.00009788967,0.00029981078,0.00012189319],"domain_scores_gemma":[0.9979572,0.0005981824,0.00024844063,0.0004043565,0.0007191083,0.00007266672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001120062,0.00084255886,0.00047577088,0.0009299164,0.00073079334,0.00054077595,0.0010430103,0.00053398416,0.0012621894],"category_scores_gemma":[0.005397815,0.0003534716,0.00045149782,0.00049431453,0.0003444343,0.0011320302,0.0005397818,0.0010602736,0.00047974018],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007980861,0.0005965086,0.0050851214,0.00016826131,0.0000783076,0.00029148778,0.00040211107,0.22950558,0.19445957,0.022276713,0.0071283365,0.5392099],"study_design_scores_gemma":[0.00010658903,0.00045201322,0.0016921286,0.00002338951,0.000092249,0.00031370865,0.00006031632,0.87272835,0.1060762,0.0039362367,0.014463195,0.000055648947],"about_ca_topic_score_codex":0.004098763,"about_ca_topic_score_gemma":0.0044090394,"teacher_disagreement_score":0.004098763,"about_ca_system_score_codex":0.00079789734,"about_ca_system_score_gemma":0.0018303546,"threshold_uncertainty_score":0.008149803},"labels":[],"label_agreement":null},{"id":"W2119264949","doi":"10.1002/dac.2922","title":"Analysis of priority arbitration in low‐rate CSMA/CA‐based differentiated access with throughput optimization","year":2014,"lang":"en","type":"article","venue":"International Journal of Communication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Throughput; Network packet; Computer network; Random access; Exponential backoff; Access control; Carrier sense multiple access with collision avoidance; Distributed computing; Wireless","score_opus":0.023486432191724943,"score_gpt":0.31483530625229444,"score_spread":0.29134887406056953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119264949","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1826329,0.0013699556,0.79619986,0.0007769192,0.00010759203,0.00016516326,0.000094655705,0.00028177488,0.018371228],"genre_scores_gemma":[0.9838689,0.00023687334,0.013449398,0.000048885915,0.000021140617,0.000040078037,0.00001861173,0.000026976904,0.0022891976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99842525,0.00052318716,0.00003561753,0.00012041789,0.00051152246,0.0003840433],"domain_scores_gemma":[0.99340147,0.0049052313,0.00048844464,0.0001554803,0.0008727699,0.00017657671],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036873291,0.00088083785,0.000832014,0.0010024828,0.00063503266,0.0016542367,0.0012638728,0.0007470246,0.0021711797],"category_scores_gemma":[0.008361051,0.0004652512,0.0005350949,0.00081913907,0.0015934933,0.00094500167,0.0008314597,0.0011399993,0.00019790945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013353878,0.000050616185,0.00056532846,0.00005651972,0.000024052077,0.00007579442,0.00007170537,0.94909626,0.00308955,0.041211702,0.00044921594,0.005175639],"study_design_scores_gemma":[0.000003027074,0.00001120333,0.000051579816,0.000002567942,0.0000043703494,0.0000054754555,0.000006529687,0.9983004,0.00024940525,0.0013091365,0.000053745327,0.0000025547074],"about_ca_topic_score_codex":0.01018438,"about_ca_topic_score_gemma":0.0044930982,"teacher_disagreement_score":0.01018438,"about_ca_system_score_codex":0.0044882866,"about_ca_system_score_gemma":0.0025758112,"threshold_uncertainty_score":0.032564998},"labels":[],"label_agreement":null},{"id":"W2119752681","doi":"10.1007/s11277-014-1894-9","title":"Throughput and Delay Analysis of IEEE 802.11 DCF in the Presence of Hidden Nodes for Multi-hop Wireless Networks","year":2014,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Universiti Sains Malaysia","keywords":"Computer science; Computer network; Hop (telecommunications); Throughput; IEEE 802.11; Wireless network; Wireless; IEEE 802.11s; Telecommunications; Wireless mesh network","score_opus":0.06438767091292312,"score_gpt":0.3302529421118731,"score_spread":0.26586527119895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119752681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74812967,0.006938392,0.21940407,0.0015031492,0.00027011594,0.00011847603,0.0006702417,0.0009730287,0.021992866],"genre_scores_gemma":[0.9945305,0.0005507888,0.0036472043,0.000030787258,0.00004858764,0.00001988247,0.00007670783,0.000030977753,0.0010646075],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987445,0.00029712878,0.000035155175,0.00012802696,0.00047031455,0.00032493589],"domain_scores_gemma":[0.9893239,0.008123657,0.00045811178,0.00047016225,0.0014745822,0.00014963707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002670574,0.0008603041,0.00060686644,0.0017570716,0.0008527048,0.0011576997,0.0009068586,0.00068538456,0.0017000766],"category_scores_gemma":[0.00990213,0.00037071973,0.00031769928,0.00104721,0.0012469728,0.001307812,0.00055585755,0.00094248797,0.00023872372],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008760372,0.00018370776,0.004292898,0.00016511409,0.000069217116,0.00030007563,0.0003294195,0.9058922,0.01657025,0.03550662,0.00286528,0.032949127],"study_design_scores_gemma":[0.000006353535,0.000060812283,0.0010993147,0.000010387061,0.000020527426,0.00006539162,0.000051562307,0.9939513,0.0024578297,0.0019762733,0.00028372524,0.00001648142],"about_ca_topic_score_codex":0.01392586,"about_ca_topic_score_gemma":0.008487033,"teacher_disagreement_score":0.01392586,"about_ca_system_score_codex":0.004564244,"about_ca_system_score_gemma":0.0012952948,"threshold_uncertainty_score":0.033116043},"labels":[],"label_agreement":null},{"id":"W2120024772","doi":"10.1109/infcom.2011.5935124","title":"Throughput-optimal random access with order-optimal delay","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Computer network; Scheduling (production processes); Network packet; Throughput; Wireless network; Network topology; Wireless; Distributed computing; Mathematical optimization; Mathematics","score_opus":0.042825628743696845,"score_gpt":0.27499031203359037,"score_spread":0.23216468328989354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120024772","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09407971,0.00059990486,0.8988844,0.00035664404,0.00010021124,0.00012797682,0.000098538,0.00038066108,0.005371918],"genre_scores_gemma":[0.925805,0.00042874925,0.07101162,0.00011294224,0.00010170314,0.000108822125,0.000050579536,0.000065927336,0.0023146025],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99763215,0.0007022756,0.000138454,0.00041015816,0.00064732524,0.000469711],"domain_scores_gemma":[0.9921625,0.004948222,0.0010787032,0.00082049647,0.0007007224,0.00028933948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002823139,0.00095356395,0.0012075929,0.00088218803,0.00078948407,0.0018264524,0.0013079465,0.00077685283,0.0013830945],"category_scores_gemma":[0.009915392,0.00048285938,0.00052048726,0.0012142394,0.0019439344,0.0023531648,0.00095217774,0.0012039234,0.00030012665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044048048,0.00019047565,0.0008849535,0.00017266316,0.000054392884,0.00019574034,0.000221893,0.66333246,0.015951093,0.29375997,0.0010330775,0.02376273],"study_design_scores_gemma":[0.00005919886,0.00012376947,0.00014575446,0.000008167031,0.00001963711,0.000080309,0.000028637021,0.93226033,0.0040957783,0.06235449,0.00080274884,0.000021188354],"about_ca_topic_score_codex":0.0015075991,"about_ca_topic_score_gemma":0.0016351779,"teacher_disagreement_score":0.002823139,"about_ca_system_score_codex":0.0025501493,"about_ca_system_score_gemma":0.0024892348,"threshold_uncertainty_score":0.018502772},"labels":[],"label_agreement":null},{"id":"W2120178331","doi":"10.1109/wcnc.2008.489","title":"Modeling User Churning Behavior in Wireless Networks Using Evolutionary Game Theory","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Churning; Computer science; Wireless; Service provider; Wireless network; Evolutionary game theory; Revenue; Computer network; Game theory; Service (business); Distributed computing; Telecommunications; Mathematics; Business","score_opus":0.039981080509540086,"score_gpt":0.27075263847888315,"score_spread":0.23077155796934307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120178331","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.226516,0.00025095494,0.7670282,0.00039383114,0.000028110751,0.00012870537,0.000071140115,0.00008399832,0.0054990808],"genre_scores_gemma":[0.9654719,0.0002582923,0.031762373,0.000058293594,0.000016249074,0.0001243458,0.000036813726,0.000013075612,0.0022586235],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987319,0.0007520658,0.000043094915,0.000116832845,0.00016478334,0.00019130047],"domain_scores_gemma":[0.99771726,0.0016533425,0.00026826278,0.00009411037,0.00017590603,0.00009123004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017301488,0.0008202716,0.0007817247,0.000662335,0.000523245,0.0012709536,0.0014695289,0.0014536357,0.0008987487],"category_scores_gemma":[0.0054802387,0.0005132102,0.00065997965,0.0007365124,0.001142684,0.0021127006,0.00079297315,0.0009770255,0.00013455929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025162253,0.00003696658,0.0012093101,0.000011904786,0.000021950822,0.000087884466,0.000080752914,0.9654229,0.0005314448,0.030170888,0.000103007544,0.0022977842],"study_design_scores_gemma":[0.000003223787,0.000007877168,0.00010354722,0.0000013548216,0.0000036089245,0.000009455567,0.000011282113,0.9959675,0.0000443137,0.0037774583,0.0000675063,0.0000027559765],"about_ca_topic_score_codex":0.010902539,"about_ca_topic_score_gemma":0.0067760185,"teacher_disagreement_score":0.010902539,"about_ca_system_score_codex":0.0016938178,"about_ca_system_score_gemma":0.000872651,"threshold_uncertainty_score":0.02167815},"labels":[],"label_agreement":null},{"id":"W2120477018","doi":"10.1109/icc.2006.255398","title":"Queueing Analysis of 802.11e HCCA with Variable Bit Rate Traffic","year":2006,"lang":"en","type":"article","venue":"2006 IEEE International Conference on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; University of British Columbia","funders":"","keywords":"Computer science; Quality of service; Variable bitrate; Computer network; Queueing theory; Call Admission Control; Scheduling (production processes); IEEE 802; Admission control; Provisioning; Parameterized complexity; Wireless; Wireless network; Telecommunications; Engineering","score_opus":0.056474203807207156,"score_gpt":0.3162094292700714,"score_spread":0.25973522546286426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120477018","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37295702,0.0025532043,0.59271187,0.0020449318,0.00034325794,0.00023407087,0.0005870186,0.0008018793,0.027766718],"genre_scores_gemma":[0.98790956,0.00043458896,0.007702939,0.00009475079,0.00007465029,0.00005086311,0.00015050365,0.000054440075,0.00352767],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891174,0.0002641014,0.000038679605,0.0001303619,0.00039818912,0.00025685885],"domain_scores_gemma":[0.99619114,0.0020150477,0.0002836915,0.00013450676,0.0012098026,0.00016583409],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020608637,0.0006142635,0.0006894374,0.00087340554,0.0007600037,0.001438462,0.001302581,0.0007511109,0.002341471],"category_scores_gemma":[0.006709629,0.00030848687,0.00043100858,0.00065042864,0.0010813685,0.0013917437,0.000731981,0.0009490462,0.000347061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017673116,0.00013036285,0.0020615663,0.00006818437,0.0000378473,0.00021838043,0.00028877036,0.82200104,0.00881618,0.1561328,0.0026888137,0.0073793065],"study_design_scores_gemma":[0.000003173278,0.0000062410427,0.00014049534,0.000001358763,0.0000017836842,0.0000057560133,0.000011352604,0.9972651,0.00015546448,0.0023032234,0.00010177394,0.0000042456836],"about_ca_topic_score_codex":0.03452307,"about_ca_topic_score_gemma":0.0088237785,"teacher_disagreement_score":0.03452307,"about_ca_system_score_codex":0.004478301,"about_ca_system_score_gemma":0.0019380843,"threshold_uncertainty_score":0.068644226},"labels":[],"label_agreement":null},{"id":"W2120668076","doi":"10.1109/tmc.2010.68","title":"On the Design of Opportunistic MAC Protocols for Multihop Wireless ; Networks with Beamforming Antennas","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"University of Toronto; Cairo University; University of Texas at Arlington","keywords":"Exponential backoff; Computer science; Computer network; Beamforming; Network packet; Overhead (engineering); Wireless; Wireless network; Throughput; Transmission (telecommunications); Reuse; Node (physics); Telecommunications; Engineering","score_opus":0.03523551401724262,"score_gpt":0.28385177730166516,"score_spread":0.24861626328442255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120668076","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0034762034,0.0009772055,0.99119955,0.00024492957,0.00008333278,0.0001631726,0.000018866598,0.00014054637,0.0036962074],"genre_scores_gemma":[0.3193196,0.002738235,0.67210364,0.00041149312,0.00020900542,0.0012330645,0.000082164755,0.00009760227,0.00380521],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99848986,0.0006577894,0.000107238215,0.00017002385,0.00045157413,0.00012349176],"domain_scores_gemma":[0.9975623,0.0012921355,0.000303365,0.00029095862,0.0004539998,0.00009716853],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024909214,0.00090369344,0.00063340063,0.0007389963,0.0008617099,0.0018186503,0.0015657501,0.00079913833,0.0011142285],"category_scores_gemma":[0.0046588187,0.00056855695,0.00050044915,0.0006308961,0.0012528314,0.0014019548,0.00155575,0.0011028165,0.0003431292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011721431,0.00013766457,0.00083809206,0.0005790564,0.00013415434,0.00031924137,0.00034241352,0.3690917,0.0205044,0.45980436,0.0047512334,0.14338039],"study_design_scores_gemma":[0.000036384183,0.00013416515,0.00015274243,0.00009577631,0.000055573248,0.00020647416,0.000047883797,0.922073,0.004805132,0.050579373,0.02177472,0.000038841656],"about_ca_topic_score_codex":0.001051086,"about_ca_topic_score_gemma":0.0017932763,"teacher_disagreement_score":0.0024909214,"about_ca_system_score_codex":0.0010406764,"about_ca_system_score_gemma":0.0019335587,"threshold_uncertainty_score":0.013173401},"labels":[],"label_agreement":null},{"id":"W2120700358","doi":"10.1109/ispan.2005.53","title":"Interconnecting 802.15.4 clusters in master-slave mode: queueing theoretic analysis","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Queueing theory; Computer network; Computer science; Master/slave; Node (physics); Layered queueing network; Queue; Bridge (graph theory); Distributed computing; Parallel computing; Engineering","score_opus":0.011873517318513832,"score_gpt":0.2509666818705375,"score_spread":0.23909316455202367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120700358","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69173294,0.0005998567,0.30056822,0.0005901323,0.000055293567,0.0001028554,0.000058004225,0.0002544761,0.0060381703],"genre_scores_gemma":[0.9900682,0.00015350919,0.008520997,0.00004145679,0.000022048047,0.00003202338,0.000017479671,0.000019310664,0.0011249849],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989361,0.0003872623,0.000028057733,0.0001256354,0.0002825573,0.00024034176],"domain_scores_gemma":[0.9958339,0.0026820758,0.00062611455,0.00019203508,0.00053358346,0.00013223475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00286477,0.00070224033,0.0008512225,0.0007296699,0.0009099745,0.0014372481,0.0013030955,0.0010866931,0.0014794426],"category_scores_gemma":[0.00754902,0.00055884256,0.00037712292,0.0005219382,0.0018564006,0.002284285,0.0008652329,0.0007740441,0.00016303695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012660633,0.00007985349,0.0014521558,0.000035752528,0.00003664494,0.00012505543,0.00015948302,0.9516522,0.006316332,0.037015304,0.0003785026,0.0026220835],"study_design_scores_gemma":[0.000007161371,0.000035518788,0.00022425262,0.0000020384014,0.00000836964,0.000011818032,0.00002633083,0.99596584,0.0005808015,0.0030405815,0.00009142807,0.0000059674735],"about_ca_topic_score_codex":0.0061941724,"about_ca_topic_score_gemma":0.002950863,"teacher_disagreement_score":0.0061941724,"about_ca_system_score_codex":0.0031961193,"about_ca_system_score_gemma":0.0015793963,"threshold_uncertainty_score":0.023189604},"labels":[],"label_agreement":null},{"id":"W2120835481","doi":"10.1109/wcnc.2006.1683510","title":"Saturation throughput of IEEE 802.11e EDCA based on mean value analysis","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Distributed coordination function; IEEE 802.11; IEEE 802; Quality of service; Throughput; Computer network; IEEE 802.11e-2005; Channel (broadcasting); Frame (networking); Real-time computing; Wireless; Wireless network; Telecommunications","score_opus":0.009973290445218724,"score_gpt":0.24532196326353217,"score_spread":0.23534867281831345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120835481","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33926004,0.0023665645,0.642767,0.00078991166,0.000087888664,0.00005837364,0.00012761897,0.0010843341,0.013458234],"genre_scores_gemma":[0.9923815,0.00023097488,0.0067502554,0.00003682521,0.00001522184,0.000019132764,0.000025102292,0.000022538788,0.00051839964],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99857724,0.000549984,0.000038207174,0.00015675402,0.00045386315,0.00022387561],"domain_scores_gemma":[0.9945549,0.004073171,0.0002594541,0.0003220038,0.00071652135,0.00007398977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024539183,0.0005127327,0.0009018677,0.0010912644,0.0005570318,0.0010568474,0.0010831971,0.0007172567,0.00092852593],"category_scores_gemma":[0.009135076,0.00033568538,0.00041494297,0.00091019785,0.0011103097,0.0018247649,0.0006676771,0.0007856019,0.00014418726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024226424,0.00006768809,0.0013972771,0.00005180742,0.000033845965,0.000093422655,0.0001588282,0.91427714,0.005181649,0.057509094,0.00081982464,0.020167222],"study_design_scores_gemma":[0.0000022215916,0.000010980389,0.000111461755,0.000003078171,0.0000025317495,0.000011498858,0.0000049505193,0.9964478,0.00046714162,0.0028623387,0.000071148344,0.0000047522394],"about_ca_topic_score_codex":0.00534871,"about_ca_topic_score_gemma":0.0018740125,"teacher_disagreement_score":0.00534871,"about_ca_system_score_codex":0.0030522891,"about_ca_system_score_gemma":0.0014079986,"threshold_uncertainty_score":0.022146046},"labels":[],"label_agreement":null},{"id":"W2120869623","doi":"10.1109/tmc.2009.39","title":"Analysis of Enhanced Collision Avoidance Scheme Proposed for IEEE 802.11e-Enhanced Distributed Channel Access Protocol","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Throughput; Computer network; Channel (broadcasting); Network packet; Protocol (science); Queue; Collision avoidance; Scheme (mathematics); Markov chain; Capture effect; Markov process; Collision; Real-time computing; Wireless; Telecommunications","score_opus":0.025073298572393283,"score_gpt":0.3333150148199676,"score_spread":0.30824171624757435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120869623","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054132886,0.0024913477,0.9311424,0.00044521532,0.00025933553,0.00022577879,0.0001051105,0.00025177645,0.010946068],"genre_scores_gemma":[0.92300355,0.0015141043,0.07164191,0.00011830233,0.0000673235,0.00013602704,0.00012578562,0.000038573573,0.0033544125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989967,0.0002310107,0.00004072742,0.00010568435,0.0004939709,0.00013197647],"domain_scores_gemma":[0.99897647,0.00039152591,0.00010341185,0.000085702246,0.00042262726,0.000020277324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011544236,0.0005628754,0.0005054657,0.0007936505,0.0005585973,0.0009820374,0.00111616,0.0006018047,0.0019848165],"category_scores_gemma":[0.0027535942,0.00028287587,0.0005547514,0.0006224509,0.00048257504,0.0009983444,0.00043061227,0.0007678725,0.00022533233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023755115,0.0001144937,0.0029076121,0.0003028452,0.00012420614,0.00039778044,0.00022014754,0.7840835,0.0248996,0.12403902,0.0025148974,0.06015842],"study_design_scores_gemma":[0.000009172527,0.000047455625,0.00028279208,0.00001036502,0.00001743943,0.00008987975,0.00001324949,0.99252534,0.0020569453,0.0040060706,0.00093003374,0.0000113045435],"about_ca_topic_score_codex":0.0041689654,"about_ca_topic_score_gemma":0.0025745793,"teacher_disagreement_score":0.0041689654,"about_ca_system_score_codex":0.00159494,"about_ca_system_score_gemma":0.0010930748,"threshold_uncertainty_score":0.011572182},"labels":[],"label_agreement":null},{"id":"W2120968943","doi":"10.1109/tcomm.2013.042313.120770","title":"Throughput Upper-Bound of Slotted CSMA Systems with Unsaturated Finite Population","year":2013,"lang":"en","type":"article","venue":"IEEE Transactions on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Upper and lower bounds; Throughput; Exponential backoff; Computer science; Population; Algorithm; Markov process; Markov chain; Protocol (science); Computer network; Mathematics; Statistics","score_opus":0.02820872018376837,"score_gpt":0.26199499860348535,"score_spread":0.23378627841971697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120968943","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.081203036,0.00067851687,0.91398567,0.000307908,0.00005221189,0.00003590877,0.00009023781,0.00031133008,0.0033351886],"genre_scores_gemma":[0.9821504,0.00046323703,0.0155925965,0.00007548123,0.000041232932,0.0000715671,0.000049092218,0.000045133107,0.0015113303],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849725,0.00032201246,0.000050600305,0.00030299902,0.00048462767,0.0003425545],"domain_scores_gemma":[0.9950925,0.003304254,0.0005707845,0.0004145787,0.0004877069,0.00013012606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017634034,0.00072537543,0.0010924694,0.0007983598,0.00090277655,0.0020091687,0.0014876279,0.0008746123,0.0011654694],"category_scores_gemma":[0.007770743,0.00040951493,0.0005579006,0.00073274144,0.0020630637,0.0027675142,0.0011329531,0.0016345319,0.00020438839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000128975,0.000044430057,0.0009310781,0.00009919951,0.00004263996,0.00017802793,0.00022661587,0.8856795,0.009102144,0.09517692,0.00056958233,0.007820839],"study_design_scores_gemma":[0.000004413663,0.000026365762,0.00016560286,0.000007455836,0.000009638388,0.00003500372,0.00002026227,0.9876895,0.0012722132,0.0105045475,0.00025525794,0.000009759306],"about_ca_topic_score_codex":0.004715544,"about_ca_topic_score_gemma":0.002001116,"teacher_disagreement_score":0.004715544,"about_ca_system_score_codex":0.0030594757,"about_ca_system_score_gemma":0.0021290781,"threshold_uncertainty_score":0.02219814},"labels":[],"label_agreement":null},{"id":"W2121003327","doi":"10.1109/icpads.2005.101","title":"Avoiding the Bottlenecks in the MAC Layer in 802.15.4 Low Rate WPAN","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Computer network; Computer science; Layer (electronics); Simple (philosophy); Materials science","score_opus":0.021795816490907272,"score_gpt":0.26782126102348136,"score_spread":0.24602544453257408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121003327","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26858,0.0017203384,0.72245944,0.00031487708,0.00009961527,0.00007688449,0.000030484201,0.00039518907,0.006323161],"genre_scores_gemma":[0.95399654,0.00073717895,0.04323174,0.000048348993,0.00006410077,0.000078747384,0.00001772596,0.0000825574,0.0017429034],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993135,0.00022823585,0.000029885454,0.00008987762,0.00018447371,0.00015394301],"domain_scores_gemma":[0.9990854,0.000457159,0.00014686848,0.00012011316,0.00016684126,0.000023581706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023350948,0.0006440253,0.0005819286,0.0006701659,0.000664051,0.0011210024,0.0007261082,0.00064292806,0.00068331807],"category_scores_gemma":[0.0041192085,0.0005349893,0.00045873097,0.00048163158,0.0010823837,0.0027987582,0.0006355158,0.0006429174,0.00024416042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007487633,0.00020744544,0.0077965735,0.00034230118,0.00010839463,0.0007158592,0.00085853017,0.71474975,0.06987827,0.12559375,0.001488447,0.077511944],"study_design_scores_gemma":[0.00001605423,0.00025186865,0.0025872916,0.00003316526,0.00009046593,0.00018734075,0.000107088796,0.96508193,0.012961527,0.017188698,0.0014551095,0.000039459235],"about_ca_topic_score_codex":0.0020855276,"about_ca_topic_score_gemma":0.0012819879,"teacher_disagreement_score":0.0023350948,"about_ca_system_score_codex":0.0008388283,"about_ca_system_score_gemma":0.000481153,"threshold_uncertainty_score":0.012349367},"labels":[],"label_agreement":null},{"id":"W2121027035","doi":"10.1109/t-wc.2008.070564","title":"Stochastic delay guarantees and statistical call admission control for IEEE 802.11 single-hop ad hoc networks","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":77,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Wireless ad hoc network; Quality of service; IEEE 802.11; Call Admission Control; Probabilistic logic; Admission control; Markov process; Channel capacity; Provisioning; Channel (broadcasting); Distributed computing; Wireless network; Wireless; Telecommunications; Mathematics","score_opus":0.03801102511501352,"score_gpt":0.28259080604174847,"score_spread":0.24457978092673494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121027035","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0123035405,0.0002613014,0.985386,0.00023558442,0.000074852825,0.000021711094,0.00002705073,0.00035741224,0.0013326117],"genre_scores_gemma":[0.93107885,0.00040652993,0.06665741,0.00015579583,0.00026096439,0.00013091716,0.000056471807,0.000083007464,0.0011699595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967932,0.0007510205,0.00015546547,0.00027718523,0.0017246378,0.00029854794],"domain_scores_gemma":[0.9931837,0.0042646257,0.00082009914,0.0007323293,0.00075225707,0.00024696643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033472166,0.0008115213,0.00086556684,0.0008028211,0.00081387593,0.0019271501,0.0025571515,0.0010137642,0.0009476935],"category_scores_gemma":[0.012890659,0.00057799893,0.0005870353,0.0007904341,0.0021071525,0.0024641554,0.0018469063,0.0018101877,0.0001880594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009950537,0.000060345807,0.00047814942,0.00005611827,0.000043699954,0.00007098684,0.00009860191,0.81384814,0.0031909733,0.15977496,0.00077124336,0.021507278],"study_design_scores_gemma":[0.000007957502,0.000013680623,0.000040413845,0.0000032738599,0.0000051586944,0.000011089732,0.000004271751,0.97775275,0.00040197032,0.02139095,0.00036198832,0.0000065446893],"about_ca_topic_score_codex":0.0031031272,"about_ca_topic_score_gemma":0.0023950976,"teacher_disagreement_score":0.0033472166,"about_ca_system_score_codex":0.0019427809,"about_ca_system_score_gemma":0.002915776,"threshold_uncertainty_score":0.017701983},"labels":[],"label_agreement":null},{"id":"W2121047685","doi":"10.1109/twc.2010.01.090556","title":"Performance evaluation of video streaming over multi-hop wireless local area networks","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Testbed; Computer network; Wireless network; Throughput; Quality of service; Wireless; Real-time computing; IEEE 802.11; Telecommunications","score_opus":0.045268180725770914,"score_gpt":0.3052442423884295,"score_spread":0.2599760616626586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121047685","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97839874,0.00068641186,0.018176895,0.000104520324,0.000035700737,0.000055156765,0.00012831403,0.00046927715,0.0019449579],"genre_scores_gemma":[0.9971083,0.00012092424,0.0024463013,0.000008192546,0.000008778272,0.00000809883,0.000082991995,0.000014520453,0.00020186482],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892396,0.00029677205,0.00007093935,0.000109208726,0.00046202276,0.00013697645],"domain_scores_gemma":[0.99593675,0.0023260498,0.00030761672,0.00023196886,0.000965728,0.00023193104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016121514,0.0006854146,0.00058672705,0.00065821764,0.00038002688,0.0005360623,0.0006519277,0.00051748304,0.000558683],"category_scores_gemma":[0.005032822,0.00011945792,0.00019072059,0.00061780773,0.00032798023,0.00084236416,0.00029177227,0.00029732424,0.0000970382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00312419,0.00076042564,0.019674622,0.0005716381,0.00022363852,0.000906784,0.0002474695,0.70631665,0.1564987,0.0027397366,0.0012270478,0.1077092],"study_design_scores_gemma":[0.00002662117,0.0013812694,0.0052864472,0.000008516545,0.000025927182,0.00015099838,0.000055289223,0.9610344,0.031436503,0.000360444,0.00021808955,0.000015434858],"about_ca_topic_score_codex":0.0026818744,"about_ca_topic_score_gemma":0.0014712359,"teacher_disagreement_score":0.0026818744,"about_ca_system_score_codex":0.00091338315,"about_ca_system_score_gemma":0.00031319275,"threshold_uncertainty_score":0.008526027},"labels":[],"label_agreement":null},{"id":"W2121486093","doi":"10.1109/lcn.2007.14","title":"A Novel MIMO-Aware Distributed Media Access Control Scheme for IEEE 802.11 Wireless Local Area Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"MIMO; Computer science; Computer network; Media access control; Throughput; Network allocation vector; Scheme (mathematics); Wireless distribution system; Multiple Access with Collision Avoidance for Wireless; Multi-user MIMO; Wireless; Access control; Inter-Access Point Protocol; IEEE 802.1X; Network packet; Wireless network; Channel (broadcasting); IEEE 802.11e-2005; IEEE 802.11; Wi-Fi; Wi-Fi array; Telecommunications; Mathematics","score_opus":0.03353497284498745,"score_gpt":0.2892732673769571,"score_spread":0.2557382945319696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121486093","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014383511,0.000762127,0.9811272,0.00014564187,0.0002869485,0.00006244964,0.000038991195,0.0005116747,0.0026815536],"genre_scores_gemma":[0.7664263,0.0008987512,0.22677149,0.00040965388,0.00045683922,0.00017971922,0.00015944851,0.000027450558,0.0046704463],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935895,0.00011079102,0.000046286117,0.00011219485,0.00029141063,0.00008032156],"domain_scores_gemma":[0.9991467,0.00018783192,0.00011131933,0.00016621288,0.00030957002,0.00007825737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006615442,0.00061851414,0.00045989102,0.00045701678,0.00072891056,0.00066155306,0.0009653208,0.0004929418,0.00081077276],"category_scores_gemma":[0.0012506036,0.00022075998,0.00034997752,0.00035727076,0.0004429564,0.0008972958,0.00079540507,0.0010552945,0.00031843217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004399708,0.00035327236,0.0019998471,0.00046251586,0.00021819425,0.0008091414,0.00043162456,0.08854088,0.4270766,0.09872805,0.006417124,0.3745228],"study_design_scores_gemma":[0.00007955004,0.0005925206,0.001181045,0.000038597605,0.00014963276,0.0012886148,0.00006867754,0.8704396,0.08459427,0.012868702,0.028562782,0.00013604974],"about_ca_topic_score_codex":0.00047669213,"about_ca_topic_score_gemma":0.0010096557,"teacher_disagreement_score":0.0009653208,"about_ca_system_score_codex":0.0005222684,"about_ca_system_score_gemma":0.00048028099,"threshold_uncertainty_score":0.0037893653},"labels":[],"label_agreement":null},{"id":"W2121789305","doi":"10.1109/lcn.2009.5355035","title":"Voice call quality using 802.11e on a wireless mesh network","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; Queen's University","funders":"","keywords":"Computer network; Voice over IP; Computer science; Quality of service; Wireless mesh network; Wireless Multimedia Extensions; Call Admission Control; Wireless network; IEEE 802.11; Testbed; Packet loss; Network packet; Wireless; Telecommunications; Wi-Fi array; The Internet","score_opus":0.05058959551535852,"score_gpt":0.33174324294611196,"score_spread":0.28115364743075344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121789305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9722154,0.00034707395,0.024674496,0.00014247868,0.00003129247,0.000029393446,0.00006080603,0.00037588426,0.002123077],"genre_scores_gemma":[0.9954184,0.00009500585,0.0041370206,0.000024024332,0.000007629455,0.000008114142,0.00004829695,0.0000129742775,0.0002485101],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992693,0.00022363033,0.000031762353,0.00010850605,0.0002835011,0.00008324448],"domain_scores_gemma":[0.9986815,0.00067532505,0.00015315019,0.0001711872,0.0002632081,0.000055687917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009850013,0.00029094174,0.0003741042,0.00031423807,0.0002863472,0.0006021202,0.00045545917,0.0004355631,0.000589595],"category_scores_gemma":[0.0029874456,0.00011934305,0.0001828728,0.0003275334,0.00044383807,0.00063005066,0.0004706373,0.00034296094,0.00008027862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020867246,0.0005099187,0.02722909,0.00026830393,0.00015969129,0.0007348854,0.00041625017,0.2764764,0.5432788,0.0046969485,0.0011706501,0.14297234],"study_design_scores_gemma":[0.00017949307,0.0020661568,0.05030806,0.000041786418,0.00016758556,0.00042548656,0.00018529397,0.8216556,0.1211371,0.0016639793,0.0020884117,0.000081163686],"about_ca_topic_score_codex":0.0023101345,"about_ca_topic_score_gemma":0.0011329498,"teacher_disagreement_score":0.0023101345,"about_ca_system_score_codex":0.00064289535,"about_ca_system_score_gemma":0.00020041721,"threshold_uncertainty_score":0.0052092075},"labels":[],"label_agreement":null},{"id":"W2121807209","doi":"10.1109/tns.2011.2159847","title":"Improving TCP Performance for EAST Experimental Data in the Wireless LANs","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Nuclear Science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Computer network; TCP delayed acknowledgment; Throughput; TCP acceleration; Network packet; Transmission Control Protocol; Zeta-TCP; Channel (broadcasting); TCP global synchronization; TCP Friendly Rate Control; Wireless; Telecommunications","score_opus":0.07538259904029435,"score_gpt":0.2806664247605602,"score_spread":0.20528382572026585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121807209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7465286,0.0021179444,0.24508493,0.0005367941,0.00024416222,0.00013051389,0.000077566736,0.0019054039,0.0033739551],"genre_scores_gemma":[0.972696,0.0003313415,0.02625636,0.00006500322,0.00005800189,0.000051507574,0.00005410564,0.000042891224,0.00044479375],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982686,0.0007372991,0.0001557137,0.0001941027,0.0004523481,0.00019198723],"domain_scores_gemma":[0.9936272,0.0032765106,0.0006384257,0.0010254922,0.0012017619,0.00023059508],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0054382356,0.00049467327,0.000641916,0.0010719927,0.0010973843,0.0011917822,0.0010298471,0.0004902374,0.0008575304],"category_scores_gemma":[0.010937766,0.00020642523,0.00029153345,0.00091577345,0.00071406335,0.0027651913,0.0010204746,0.0009376156,0.00018429714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004079494,0.0015825861,0.03133522,0.0006138023,0.00023783918,0.00095135946,0.00095468597,0.09550248,0.6010989,0.0203362,0.0041284636,0.23917904],"study_design_scores_gemma":[0.00016319931,0.0011876768,0.0068586366,0.000042390042,0.00017370786,0.00034931258,0.00017017496,0.70688,0.27585164,0.0034481059,0.004772167,0.0001030002],"about_ca_topic_score_codex":0.0009895251,"about_ca_topic_score_gemma":0.0007242171,"teacher_disagreement_score":0.0054382356,"about_ca_system_score_codex":0.0008512329,"about_ca_system_score_gemma":0.0006614736,"threshold_uncertainty_score":0.028760493},"labels":[],"label_agreement":null},{"id":"W2122222759","doi":"10.1109/glocom.2010.5683147","title":"Establishing Strict Priorities in IEEE 802.11p WAVE Vehicular Networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Université de Montréal","funders":"","keywords":"Exponential backoff; Computer science; Computer network; Control channel; IEEE 802.11p; Dedicated short-range communications; Channel (broadcasting); Vehicular ad hoc network; Transmission (telecommunications); Wireless; Simple (philosophy); Scheme (mathematics); Collision; Protocol (science); Throughput; Computer security; Wireless ad hoc network; Telecommunications","score_opus":0.014197009990074656,"score_gpt":0.23177978738529662,"score_spread":0.21758277739522197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122222759","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15699174,0.0027259474,0.8340318,0.0004797292,0.00031862123,0.0003101562,0.000042900796,0.00039750966,0.004701627],"genre_scores_gemma":[0.8694968,0.0010327572,0.12764099,0.00012820643,0.00012993635,0.0001679594,0.00005067658,0.000032852833,0.0013196687],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99489766,0.0019582673,0.00048073704,0.00034720314,0.0018062032,0.0005099521],"domain_scores_gemma":[0.9937691,0.0033570023,0.0008093061,0.0006049085,0.0011451215,0.00031445286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008799976,0.00062638515,0.00058490655,0.001160025,0.0010899045,0.0021210527,0.001560008,0.0008782729,0.00044284892],"category_scores_gemma":[0.015301453,0.0010729685,0.00025944156,0.0007179131,0.0010650748,0.0035933568,0.0017470764,0.0014471256,0.00015666326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016440023,0.0006560284,0.012951804,0.00093194155,0.00017443452,0.0010651408,0.003187477,0.24239941,0.06035927,0.18183398,0.003456445,0.49134004],"study_design_scores_gemma":[0.0004177696,0.0018222855,0.0057184002,0.000160477,0.00027181263,0.0009558998,0.0010253836,0.8408223,0.03639849,0.09052324,0.021617373,0.0002666397],"about_ca_topic_score_codex":0.0035478484,"about_ca_topic_score_gemma":0.0041797366,"teacher_disagreement_score":0.008799976,"about_ca_system_score_codex":0.0010298127,"about_ca_system_score_gemma":0.0018546714,"threshold_uncertainty_score":0.046539247},"labels":[],"label_agreement":null},{"id":"W2122298898","doi":"10.1007/s12243-008-0017-6","title":"Sensor-based architecture for QoS provisioning and fast handoff management in WLANs","year":2008,"lang":"en","type":"article","venue":"Annals of Telecommunications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Handover; Computer science; Provisioning; Quality of service; Bandwidth (computing)","score_opus":0.07374726691321824,"score_gpt":0.33415299126412157,"score_spread":0.2604057243509033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122298898","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.120858036,0.001638483,0.865493,0.0005623607,0.00039255526,0.00013121014,0.00011071553,0.0036867643,0.007126928],"genre_scores_gemma":[0.8951672,0.0007274925,0.09778688,0.00021745413,0.000103050676,0.0000665679,0.00014252872,0.00007626889,0.005712513],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99968755,0.000050432616,0.000027415526,0.00006098315,0.0001258248,0.000047819],"domain_scores_gemma":[0.99953544,0.000088451954,0.000037713486,0.000087631975,0.00020311332,0.00004759082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007322797,0.00029995845,0.00042224274,0.00048948254,0.0005055433,0.0010158031,0.0017088458,0.0006610986,0.0013227082],"category_scores_gemma":[0.00076428434,0.00029971692,0.00022571227,0.00042541753,0.00034032695,0.0012418482,0.0006886803,0.0008727134,0.00044428973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011602,0.0007376959,0.0033284335,0.00044954554,0.00017694691,0.00043368104,0.0005755107,0.11839837,0.39207092,0.08049454,0.011131185,0.39104295],"study_design_scores_gemma":[0.00003666173,0.00033384978,0.0013003937,0.000030281242,0.00010539086,0.00028768947,0.00009489109,0.9046762,0.071423285,0.009952263,0.011709645,0.00004943491],"about_ca_topic_score_codex":0.0010920942,"about_ca_topic_score_gemma":0.0021463751,"teacher_disagreement_score":0.0017088458,"about_ca_system_score_codex":0.00052528584,"about_ca_system_score_gemma":0.0005229635,"threshold_uncertainty_score":0.0044249296},"labels":[],"label_agreement":null},{"id":"W2122450032","doi":"10.1109/jsac.2007.070806","title":"Distributed Contention Window Control for Selfish Users in IEEE 802.11 Wireless LANs","year":2007,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Computer network; Nash equilibrium; Wireless network; Context (archaeology); Wireless; Game theory; Equilibrium point; Point (geometry); Network congestion; Distributed computing; Mathematical optimization; Telecommunications; Mathematical economics","score_opus":0.035469818176616784,"score_gpt":0.3104730568438081,"score_spread":0.27500323866719134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122450032","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15638489,0.00047319516,0.84041685,0.00025379233,0.000053668606,0.00005026346,0.0000108384365,0.00012704275,0.0022295592],"genre_scores_gemma":[0.9874757,0.000118016505,0.011451574,0.000023193617,0.000024312567,0.000033063356,0.000003973053,0.000011666254,0.0008583665],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99868983,0.00060064043,0.000052914,0.00018094835,0.00031124623,0.00016454856],"domain_scores_gemma":[0.9961964,0.002833214,0.00035896752,0.000152178,0.00033296,0.00012628398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031355273,0.0005584469,0.00066139636,0.0004270149,0.00054158736,0.0011192817,0.0013742168,0.00061598123,0.0007180756],"category_scores_gemma":[0.007338879,0.0003611522,0.00025887377,0.0003534339,0.001565621,0.0018439523,0.0009273403,0.0008241204,0.00008188449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003547808,0.0001672071,0.001690393,0.00008851748,0.000082033395,0.0004277355,0.00076649565,0.83496594,0.013276953,0.11347153,0.0006612812,0.034047134],"study_design_scores_gemma":[0.000020995742,0.000036879785,0.00009342736,0.0000020387406,0.0000085479005,0.000018252937,0.000025889243,0.99120104,0.0005235036,0.007903017,0.00016115222,0.0000053086815],"about_ca_topic_score_codex":0.0024713627,"about_ca_topic_score_gemma":0.001688798,"teacher_disagreement_score":0.0031355273,"about_ca_system_score_codex":0.0008752947,"about_ca_system_score_gemma":0.00063247286,"threshold_uncertainty_score":0.016582489},"labels":[],"label_agreement":null},{"id":"W2123031829","doi":"10.1109/glocom.2007.960","title":"Opportunistic Link Scheduling for Multihop Wireless Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer network; Computer science; Network packet; Throughput; Timeout; Channel (broadcasting); Scheduling (production processes); Real-time computing; Wireless; Engineering; Telecommunications","score_opus":0.03432899197296913,"score_gpt":0.2983787748070582,"score_spread":0.2640497828340891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123031829","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010435357,0.00755222,0.97200584,0.00045596392,0.0007390635,0.00026220837,0.000130529,0.0011687959,0.007250069],"genre_scores_gemma":[0.6134546,0.011067146,0.36405802,0.0003937269,0.00088656036,0.0009535691,0.00041466663,0.00028064946,0.008491085],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906,0.00037404746,0.00004586408,0.00006883595,0.00037614227,0.00007513417],"domain_scores_gemma":[0.9982116,0.0010676965,0.00017301318,0.00024999556,0.00022132309,0.00007638545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012743081,0.0007192766,0.00074047776,0.00059896265,0.0007714987,0.0010709076,0.001113977,0.0005926512,0.0020632392],"category_scores_gemma":[0.0032827302,0.00033092636,0.0003576637,0.00089968217,0.00058375933,0.0010242191,0.0007192303,0.00089788757,0.00056419295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028817097,0.00013419177,0.00089702057,0.00057141884,0.00012534928,0.00053974614,0.00021214067,0.56294656,0.008583643,0.12612304,0.012478048,0.28710067],"study_design_scores_gemma":[0.00006873453,0.000089830646,0.00025618647,0.000053308897,0.00003559961,0.00017574975,0.000042734035,0.9303234,0.0016828475,0.045291252,0.021949815,0.000030550982],"about_ca_topic_score_codex":0.0030596503,"about_ca_topic_score_gemma":0.0032079525,"teacher_disagreement_score":0.0030596503,"about_ca_system_score_codex":0.0010133417,"about_ca_system_score_gemma":0.0016025298,"threshold_uncertainty_score":0.0073522925},"labels":[],"label_agreement":null},{"id":"W2123429850","doi":"10.1109/glocom.2012.6503927","title":"Acknowledgement-aware MPR MAC protocol for distributed WLANs: Design and analysis","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Distributed coordination function; Asynchronous communication; Throughput; Telecommunications link; Acknowledgement; Network packet; Local area network; Channel (broadcasting); Network allocation vector; Access control; Wireless; IEEE 802.11; Telecommunications","score_opus":0.05727168607006016,"score_gpt":0.3408666360145238,"score_spread":0.28359494994446366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123429850","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0067990907,0.0015560052,0.9886748,0.00020058415,0.000049005343,0.00014975597,0.00002527014,0.00022988557,0.002315639],"genre_scores_gemma":[0.5386275,0.00702309,0.4452086,0.00029006807,0.00031048615,0.0014332508,0.00020018678,0.00018558727,0.006721199],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875474,0.0003133457,0.00006397407,0.0001326617,0.00065216416,0.0000830921],"domain_scores_gemma":[0.99858534,0.0005158694,0.00023231443,0.00013702044,0.00049233943,0.000037051606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022335814,0.0011152931,0.00074227154,0.0009846517,0.0005068965,0.0014297658,0.0017106932,0.0009165402,0.0014924833],"category_scores_gemma":[0.004019692,0.0005947721,0.000615826,0.0007952391,0.0008164498,0.0013707712,0.0007892626,0.0013084736,0.0006560142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001012984,0.00018536842,0.0014847822,0.00051420886,0.0001274359,0.000557301,0.0003546079,0.6768748,0.031113863,0.15972191,0.004286783,0.12467757],"study_design_scores_gemma":[0.000008028909,0.00007486454,0.00012070022,0.000016319755,0.000019687577,0.00012274511,0.0000151374725,0.9912259,0.0018687858,0.0044371574,0.0020775378,0.000013215271],"about_ca_topic_score_codex":0.0018281301,"about_ca_topic_score_gemma":0.0014583902,"teacher_disagreement_score":0.0022335814,"about_ca_system_score_codex":0.0014874041,"about_ca_system_score_gemma":0.0015893747,"threshold_uncertainty_score":0.0118124485},"labels":[],"label_agreement":null},{"id":"W2123467153","doi":"10.1109/icc.2007.796","title":"Energy-Efficient Multi-Hop Scheduling for Multi-Rate 802.15.3 WPANs","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Scheduling (production processes); Hop (telecommunications); Computer network; Energy consumption; Decoding methods; Efficient energy use; Interference (communication); Channel (broadcasting); Telecommunications; Engineering","score_opus":0.052293787134746986,"score_gpt":0.3152660737050187,"score_spread":0.2629722865702717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123467153","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0323821,0.00086929824,0.9640475,0.000100949816,0.00012377891,0.000054635988,0.000038242044,0.0002505812,0.0021329315],"genre_scores_gemma":[0.7096989,0.00076012925,0.28742427,0.00006155412,0.000067005945,0.00011353095,0.000067312096,0.00006570811,0.001741507],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996698,0.000078114055,0.000026158892,0.00003636114,0.00014176201,0.00004769973],"domain_scores_gemma":[0.9996309,0.00010454243,0.000075924916,0.00007749959,0.00008515271,0.000025914318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066156726,0.0004394341,0.00048558446,0.00037084063,0.000536763,0.00043390336,0.00092336186,0.0002675017,0.00079155],"category_scores_gemma":[0.0010645275,0.00018448282,0.00033831387,0.00044877693,0.00031184516,0.000536418,0.000501294,0.0004354896,0.00023791322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031462213,0.0001635928,0.0010613647,0.00020796659,0.00008671314,0.00028205392,0.00021717839,0.60931534,0.06762862,0.057226475,0.0031787404,0.2603173],"study_design_scores_gemma":[0.000026789678,0.0001100522,0.0003904466,0.000010232028,0.00002045985,0.00013671254,0.000021664633,0.96937066,0.01639454,0.009933731,0.0035619207,0.00002273166],"about_ca_topic_score_codex":0.0011759418,"about_ca_topic_score_gemma":0.0022427517,"teacher_disagreement_score":0.0011759418,"about_ca_system_score_codex":0.0005584315,"about_ca_system_score_gemma":0.00064623257,"threshold_uncertainty_score":0.004051745},"labels":[],"label_agreement":null},{"id":"W2123493994","doi":"10.1109/icc.1992.268041","title":"A personal communication network architecture using the IEEE 802.6 MAN","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Metropolitan area network; Computer network; Metropolitan area; Computer science; Handover; Service (business); Telecommunications; Routing (electronic design automation); Interconnection; IEEE 802; Distributed-queue dual-bus; Bridge (graph theory); Local area network; Quality of service; Geography","score_opus":0.03092562764527186,"score_gpt":0.2718627340921055,"score_spread":0.24093710644683364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123493994","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010426426,0.0017538983,0.76216954,0.0019582233,0.0018296359,0.0006784097,0.00045642286,0.010554674,0.21017283],"genre_scores_gemma":[0.18587229,0.003627711,0.47467625,0.0022473752,0.00088716415,0.0009181216,0.0014957003,0.00046929414,0.3298061],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995136,0.00009684235,0.00003198594,0.00009454895,0.00021619386,0.000046941997],"domain_scores_gemma":[0.99972373,0.000016523882,0.000021681635,0.00006974903,0.00013222743,0.000035952893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037458184,0.00047561442,0.00020060554,0.0004993546,0.0006898725,0.0013714612,0.00083718885,0.00087683345,0.011402412],"category_scores_gemma":[0.00056534464,0.0002597611,0.00028266263,0.0007192766,0.00032689047,0.0015484175,0.0008939447,0.0014097502,0.009578954],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019516362,0.00022726381,0.0010705268,0.00034061784,0.00006359032,0.0005792823,0.0004471197,0.008831746,0.033465404,0.19593348,0.12901163,0.6298341],"study_design_scores_gemma":[0.00003104827,0.00028640853,0.0006398972,0.000062969804,0.000045085144,0.0010078206,0.00008312903,0.026710283,0.011983671,0.017836079,0.9412661,0.000047428413],"about_ca_topic_score_codex":0.00093266804,"about_ca_topic_score_gemma":0.0012673392,"teacher_disagreement_score":0.011402412,"about_ca_system_score_codex":0.00047953372,"about_ca_system_score_gemma":0.0007214273,"threshold_uncertainty_score":0.038144827},"labels":[],"label_agreement":null},{"id":"W2124118879","doi":"10.1109/twc.2007.348324","title":"A Markovian Framework for Performance Evaluation of IEEE 802.11","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Computer science; Queueing theory; Markov process; Frame (networking); Protocol (science); IEEE 802.11; Markov chain; Computer network; Markovian arrival process; Phase-type distribution; Inter-Access Point Protocol; Real-time computing; Throughput; Wireless network; Wireless; Wi-Fi; Telecommunications; Mathematics; Statistics","score_opus":0.06725203045756928,"score_gpt":0.3441191229946075,"score_spread":0.27686709253703823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2124118879","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027923752,0.00061753736,0.99277025,0.000111845824,0.00007499362,0.00005087133,0.000070149035,0.00017708002,0.0033349227],"genre_scores_gemma":[0.6108679,0.004406353,0.37565264,0.00026463973,0.0007072721,0.0008915253,0.0004311015,0.00026753536,0.0065109944],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970517,0.0011022529,0.000120498815,0.00021270817,0.0012745595,0.0002382482],"domain_scores_gemma":[0.9978276,0.0010918248,0.00020324119,0.00028669662,0.0005196314,0.00007105829],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003607872,0.0016200321,0.0010257659,0.0011986501,0.00067449413,0.0016894164,0.0022077395,0.0011346969,0.002569961],"category_scores_gemma":[0.007461894,0.00054208445,0.0009342222,0.0009912862,0.0011246203,0.002049727,0.0012570855,0.0020923524,0.00069966883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003876728,0.00008351076,0.0003276308,0.00008784062,0.000040026887,0.00011691186,0.00007291444,0.6382594,0.0036457225,0.33716843,0.0017743254,0.01838448],"study_design_scores_gemma":[0.00000457479,0.000029690404,0.000059856273,0.000012271224,0.000008275915,0.000027589856,0.0000073655124,0.97042716,0.00044297508,0.02747026,0.0014998623,0.000010084826],"about_ca_topic_score_codex":0.005445991,"about_ca_topic_score_gemma":0.0026522684,"teacher_disagreement_score":0.005445991,"about_ca_system_score_codex":0.0019760544,"about_ca_system_score_gemma":0.002696471,"threshold_uncertainty_score":0.01908046},"labels":[],"label_agreement":null},{"id":"W2125195008","doi":"10.1109/ccece.2009.5090236","title":"Application layer optimization for efficient video streaming over IEEE 802.11 based wireless networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Dimensioning; Computer science; Quality of service; Computer network; Channel (broadcasting); Layer (electronics); Transmission (telecommunications); Wireless; Wireless network; Video quality; Channel allocation schemes; Buffer (optical fiber); Real-time computing; Telecommunications; Engineering","score_opus":0.012839269700984843,"score_gpt":0.2610892121060348,"score_spread":0.24824994240504997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125195008","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.099198624,0.0018959799,0.89404875,0.00043518067,0.000043697786,0.0000767613,0.000046029312,0.00029657615,0.003958347],"genre_scores_gemma":[0.9021316,0.0012610316,0.093907356,0.00009828659,0.0000632575,0.00011412366,0.00006786228,0.000079671154,0.0022767999],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951756,0.00018474575,0.000019080051,0.000043154898,0.00016220815,0.00007333248],"domain_scores_gemma":[0.99943334,0.00038349163,0.00007037257,0.00001867047,0.00007047083,0.000023674049],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010473776,0.0008177742,0.00071245374,0.00034645782,0.0003340779,0.000742203,0.00054136413,0.0005147083,0.0010879564],"category_scores_gemma":[0.0025062533,0.0003620797,0.00023839234,0.0004887205,0.00048273627,0.00084870163,0.0005936821,0.0006123754,0.00014815909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007648987,0.000042435207,0.00022205808,0.000062086154,0.00002207737,0.00004540025,0.000033543158,0.9660859,0.0065718764,0.0046301987,0.00052761304,0.021680327],"study_design_scores_gemma":[0.000007788703,0.000026732838,0.00008786367,0.0000022465806,0.0000051354077,0.000008496817,0.000007486496,0.99792176,0.0006037193,0.0011680217,0.00015801922,0.0000027338524],"about_ca_topic_score_codex":0.0033989183,"about_ca_topic_score_gemma":0.003243923,"teacher_disagreement_score":0.0033989183,"about_ca_system_score_codex":0.0008692183,"about_ca_system_score_gemma":0.0010051702,"threshold_uncertainty_score":0.0067582726},"labels":[],"label_agreement":null},{"id":"W2125614604","doi":"10.4018/jitn.2009040105","title":"User-Based Channel Assignment Algorithm in a Load-Balanced IEEE 802.11 WLAN","year":2009,"lang":"en","type":"article","venue":"International Journal of Interdisciplinary Telecommunications and Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Wi-Fi; Computer network; Algorithm; Throughput; Channel (broadcasting); IEEE 802.11; Local area network; Load balancing (electrical power); Wireless; Interference (communication); Process (computing); Network congestion; Wireless network; Telecommunications; Network packet; Operating system","score_opus":0.018837027159245026,"score_gpt":0.31530150828030723,"score_spread":0.2964644811210622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125614604","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027852634,0.0001389279,0.9689174,0.00015326381,0.00004606785,0.00006818147,0.000021102687,0.00051391195,0.0022885222],"genre_scores_gemma":[0.6771108,0.00016357451,0.31618208,0.0001711626,0.00007520327,0.00022889914,0.00009928206,0.00007258824,0.005896331],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999331,0.00019067916,0.00003041477,0.000111112124,0.00019530079,0.00014159184],"domain_scores_gemma":[0.99944717,0.00020018462,0.00007431957,0.000050257077,0.00016578454,0.00006229687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007692211,0.0005396787,0.00073040696,0.0005251374,0.0006437862,0.00100625,0.0013583933,0.0006898564,0.002061064],"category_scores_gemma":[0.0014135116,0.00033299328,0.00019977636,0.000697543,0.0005467586,0.0010250263,0.00095677463,0.00061583536,0.00053638325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043121126,0.0001867582,0.0012469589,0.000055163193,0.00004545436,0.000113047936,0.00019706604,0.76025033,0.0093595525,0.015222861,0.0027856748,0.210106],"study_design_scores_gemma":[0.000028213552,0.000037627775,0.00010175363,0.000002502665,0.000006104833,0.00003208006,0.00001526081,0.9963987,0.0008752662,0.0018720783,0.00062324695,0.000007133564],"about_ca_topic_score_codex":0.0026579506,"about_ca_topic_score_gemma":0.0029028223,"teacher_disagreement_score":0.0026579506,"about_ca_system_score_codex":0.0007497593,"about_ca_system_score_gemma":0.0012965563,"threshold_uncertainty_score":0.006894946},"labels":[],"label_agreement":null},{"id":"W2125799826","doi":"10.1109/cnsr.2009.14","title":"A Multi-channel QoS Model for Random Access Systems","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Random access; Quality of service; Computer network; Markov chain; Channel (broadcasting); Markov process; Distributed computing; Class (philosophy); Telecommunications link; Simple (philosophy); Transmission (telecommunications); Telecommunications; Artificial intelligence; Mathematics","score_opus":0.08194882833739212,"score_gpt":0.3360268702165509,"score_spread":0.25407804187915883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125799826","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010230853,0.0004968798,0.9771902,0.001062039,0.00018134776,0.00014385299,0.0002814636,0.0004265891,0.009986905],"genre_scores_gemma":[0.74918246,0.002129967,0.21185839,0.0010804622,0.00075599464,0.0013894489,0.00058719993,0.00028288813,0.032733273],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997253,0.00077878067,0.0001478291,0.0004933413,0.00092224777,0.00040486423],"domain_scores_gemma":[0.99652326,0.0018055822,0.00038266904,0.00040558202,0.00068309373,0.000199862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023300215,0.001359878,0.0011863252,0.000887566,0.0008342381,0.00244586,0.0027700528,0.0025467034,0.005559188],"category_scores_gemma":[0.0055129956,0.0005963785,0.001047676,0.0010808804,0.0013493251,0.004137478,0.0013073543,0.003376407,0.002078018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009547143,0.00011399202,0.00048764478,0.000120506855,0.000035371966,0.0003917641,0.00022774967,0.4272963,0.0037586244,0.55372906,0.0032674684,0.010476069],"study_design_scores_gemma":[0.000027869892,0.000035050747,0.00008492225,0.000011621047,0.00000990919,0.000113950744,0.000016831236,0.9529328,0.00027245627,0.04328416,0.0031868175,0.000023682709],"about_ca_topic_score_codex":0.0035592658,"about_ca_topic_score_gemma":0.0017032461,"teacher_disagreement_score":0.005559188,"about_ca_system_score_codex":0.0017113204,"about_ca_system_score_gemma":0.001191142,"threshold_uncertainty_score":0.018597305},"labels":[],"label_agreement":null},{"id":"W2125954500","doi":"10.1109/infcom.1990.91255","title":"An Ethernet-like CSMA/CD protocol for high speed bus LANs","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Ethernet; Computer network; ATA over Ethernet; Local area network; Computer science; Protocol (science); Synchronous Ethernet; Ethernet over SDH; Metro Ethernet; Carrier Ethernet; Ethernet flow control; Embedded system","score_opus":0.05263969354746464,"score_gpt":0.31460677372027795,"score_spread":0.26196708017281334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125954500","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0046583638,0.0010007523,0.98019654,0.00030790333,0.00053626415,0.00028505502,0.00007349008,0.0016819756,0.011259661],"genre_scores_gemma":[0.22523892,0.0035077615,0.71012676,0.0007337775,0.0008928773,0.0013508871,0.0008880669,0.00075070834,0.056510195],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914706,0.0002315972,0.00006994427,0.00007880615,0.0003824037,0.000090145986],"domain_scores_gemma":[0.99931216,0.00018539376,0.000056215533,0.00016966331,0.00020961354,0.00006690706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011850242,0.00060190074,0.000397031,0.00096214376,0.0009876122,0.0019345215,0.0016628514,0.0011311156,0.009413808],"category_scores_gemma":[0.0017936177,0.00042009036,0.00047445137,0.0010684112,0.00083018705,0.002674687,0.0012059262,0.0017889165,0.0025589154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038078625,0.0002253349,0.0004184395,0.00054222025,0.000058782145,0.0005882639,0.00031135694,0.021842686,0.05453617,0.567271,0.02911191,0.32471305],"study_design_scores_gemma":[0.00026096794,0.0009619569,0.00049422187,0.0001679111,0.00013883463,0.0017509159,0.00014881151,0.2659746,0.055025075,0.16071871,0.51420146,0.00015643665],"about_ca_topic_score_codex":0.00076618575,"about_ca_topic_score_gemma":0.00071868184,"teacher_disagreement_score":0.009413808,"about_ca_system_score_codex":0.0006895123,"about_ca_system_score_gemma":0.0007258699,"threshold_uncertainty_score":0.031492352},"labels":[],"label_agreement":null},{"id":"W2126156000","doi":"10.1109/glocom.2007.144","title":"A Novel Scheduling Algorithm for Video Traffic in High-Rate WPANs","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Scheduling (production processes); Quality of service; Computer network; Reinforcement learning; Provisioning; Wireless; Decoding methods; Algorithm; Real-time computing; Telecommunications","score_opus":0.02193434043993373,"score_gpt":0.2761815727662444,"score_spread":0.25424723232631063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126156000","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00851091,0.00010136701,0.9902576,0.00006299804,0.00005192664,0.0000345209,0.000008986501,0.00020551727,0.0007661847],"genre_scores_gemma":[0.51548105,0.00026510088,0.48114625,0.00014478089,0.00012727239,0.00017625403,0.00006210704,0.00007417958,0.0025229005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996458,0.00008083265,0.000023727276,0.000084822,0.00012468643,0.000040103427],"domain_scores_gemma":[0.99948406,0.0002062761,0.00007352014,0.000045046654,0.00014890618,0.00004211314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007536034,0.00044466933,0.0006319089,0.00036045047,0.0004621714,0.00052444334,0.0011027944,0.0006269311,0.0010107057],"category_scores_gemma":[0.0016786995,0.0002313756,0.000292781,0.00036280963,0.00043982136,0.00073010527,0.0005250298,0.00068647595,0.00032491068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021584786,0.00013878343,0.00062992005,0.00012146839,0.000038956106,0.00014934599,0.00013345553,0.68999195,0.022324266,0.024701146,0.0024188708,0.25913608],"study_design_scores_gemma":[0.000016393971,0.000023342875,0.000035012647,0.0000019489635,0.0000027588628,0.000021241509,0.0000034348195,0.99754226,0.0009515019,0.0009859547,0.00041313426,0.0000030525916],"about_ca_topic_score_codex":0.0020310094,"about_ca_topic_score_gemma":0.0018340948,"teacher_disagreement_score":0.0020310094,"about_ca_system_score_codex":0.000773689,"about_ca_system_score_gemma":0.0011786243,"threshold_uncertainty_score":0.005613506},"labels":[],"label_agreement":null},{"id":"W2126183826","doi":"10.1049/ip-com:20045260","title":"Modelling CSMA∕CA protocol for wireless channels that use collaborative codes modulation","year":2006,"lang":"en","type":"article","venue":"IEE Proceedings - Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Carrier sense multiple access with collision avoidance; Computer science; Computer network; Network packet; Throughput; Markov chain; Distributed coordination function; Protocol (science); Multiple Access with Collision Avoidance for Wireless; Channel access method; Channel (broadcasting); Simple (philosophy); Wireless; IEEE 802.11; Routing protocol; Telecommunications; Optimized Link State Routing Protocol","score_opus":0.10062835551151342,"score_gpt":0.32999377212304704,"score_spread":0.22936541661153362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126183826","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0066148927,0.00048165143,0.9876294,0.00014396846,0.00011799921,0.00016580327,0.000105260595,0.00023649485,0.004504553],"genre_scores_gemma":[0.51498,0.003184543,0.45996904,0.00020884791,0.00024075035,0.0018797945,0.00053510565,0.00014757749,0.018854303],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991922,0.00018517359,0.00003921772,0.000094301104,0.00041556085,0.0000735183],"domain_scores_gemma":[0.9993299,0.00027428978,0.000104911196,0.00008148175,0.00018633544,0.00002308821],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071029627,0.00086944737,0.0005545996,0.00056028285,0.00053027266,0.0010663454,0.0017669072,0.0012273834,0.002083283],"category_scores_gemma":[0.0019830689,0.00027450937,0.0006556554,0.00071599457,0.0006559235,0.0014053482,0.0004952968,0.0011927686,0.0007263632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051045005,0.00005376752,0.00041333464,0.00016058309,0.000034177076,0.00022269509,0.00014647552,0.7869876,0.009972086,0.17938378,0.0021073453,0.020467093],"study_design_scores_gemma":[0.000008085572,0.000021184855,0.000060797032,0.0000070354795,0.000010235303,0.00004716711,0.000006485518,0.98203987,0.001227428,0.012873864,0.0036882393,0.00000962672],"about_ca_topic_score_codex":0.008990466,"about_ca_topic_score_gemma":0.004997479,"teacher_disagreement_score":0.008990466,"about_ca_system_score_codex":0.0009084291,"about_ca_system_score_gemma":0.0017917627,"threshold_uncertainty_score":0.017876267},"labels":[],"label_agreement":null},{"id":"W2126186701","doi":"10.1109/icassp.2005.1415794","title":"A Game Theoretical Approach for Transmission Strategies in Slotted ALOHA Networks with Multi-Packet Reception","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aloha; Computer science; Transmission (telecommunications); Nash equilibrium; Network packet; Mathematical optimization; Wireless sensor network; Channel (broadcasting); Game theory; Interference (communication); Channel state information; Signal-to-noise ratio (imaging); Exploit; Computer network; Wireless; Throughput; Telecommunications; Mathematics; Mathematical economics","score_opus":0.012232979055460835,"score_gpt":0.24879384589652348,"score_spread":0.23656086684106264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126186701","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027539292,0.00013443464,0.99337703,0.00016458087,0.000029874378,0.000044819728,0.000019070741,0.000026312453,0.0034498817],"genre_scores_gemma":[0.53175485,0.0011381736,0.45730796,0.00036924562,0.00016819093,0.00068474124,0.000077600926,0.00009144443,0.008407836],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851936,0.0008216928,0.00004993536,0.00017266246,0.0003358417,0.00010053299],"domain_scores_gemma":[0.99760604,0.0018397553,0.00019286768,0.00010571341,0.00018583774,0.00006975159],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020787674,0.0011371939,0.0009973481,0.0006584602,0.00085987465,0.0017590609,0.0025059648,0.001516192,0.0033357402],"category_scores_gemma":[0.005805779,0.0005679503,0.0010078186,0.0009309935,0.002906138,0.002981791,0.0012485654,0.002243438,0.0006202532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002501386,0.000037454654,0.00009953011,0.00010441753,0.000024592448,0.000096070806,0.00017156046,0.4966514,0.0010229816,0.49356833,0.00058968825,0.007608888],"study_design_scores_gemma":[0.000013141752,0.000034333756,0.000025959076,0.000016879025,0.00000729192,0.000045489654,0.000038267022,0.8516332,0.000289935,0.14654939,0.0013352575,0.000010965485],"about_ca_topic_score_codex":0.0021704424,"about_ca_topic_score_gemma":0.0017137994,"teacher_disagreement_score":0.0033357402,"about_ca_system_score_codex":0.00214784,"about_ca_system_score_gemma":0.0017065168,"threshold_uncertainty_score":0.015583754},"labels":[],"label_agreement":null},{"id":"W2126302403","doi":"10.1109/icc.2006.254728","title":"Modeling and Analysis of Fair Rate Calculation in Resilient Packet Ring Conservative Mode","year":2006,"lang":"en","type":"article","venue":"2006 IEEE International Conference on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Computer network; Node (physics); Network packet; Upstream (networking); Bandwidth (computing); Engineering","score_opus":0.09284567089556628,"score_gpt":0.36389482125928097,"score_spread":0.2710491503637147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126302403","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046780564,0.0003077536,0.9474324,0.00022114,0.00004629868,0.000076722914,0.000043377062,0.00033992168,0.004751787],"genre_scores_gemma":[0.9316269,0.0003320517,0.06372442,0.00008405116,0.00003337762,0.00014257811,0.00004419206,0.00011638329,0.0038959936],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990294,0.0003046264,0.000029787736,0.00014593654,0.00034258724,0.00014763624],"domain_scores_gemma":[0.9975802,0.0013752898,0.0003435938,0.00018479236,0.00045357214,0.00006253946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021891638,0.00060385873,0.0007536346,0.00096540444,0.0007624592,0.0010998097,0.0023462311,0.0011815289,0.0014210592],"category_scores_gemma":[0.0069366214,0.00052910537,0.0007345585,0.00051018957,0.0010974136,0.0019342942,0.0006620564,0.0009983706,0.00028357687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003499568,0.000027656182,0.0005844605,0.000020556956,0.000011416208,0.00009085781,0.00010998651,0.9609311,0.0024254955,0.030988341,0.00024453615,0.0045305616],"study_design_scores_gemma":[0.0000014930691,0.000004086547,0.000026288144,0.0000013621673,0.0000013784187,0.000009229618,0.0000024178876,0.9984201,0.00025666095,0.0011759999,0.00009816331,0.0000027711621],"about_ca_topic_score_codex":0.0117963385,"about_ca_topic_score_gemma":0.0035286846,"teacher_disagreement_score":0.0117963385,"about_ca_system_score_codex":0.0026192626,"about_ca_system_score_gemma":0.001545977,"threshold_uncertainty_score":0.023455322},"labels":[],"label_agreement":null},{"id":"W2126941358","doi":"10.1109/tvt.2010.2046758","title":"Joint AMC and Packet Fragmentation for Error Control Over Fading Channels","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Fading; PHY; Computer network; Computer science; Physical layer; Link adaptation; Network packet; Link layer; Wireless; Bit error rate; Automatic repeat request; Channel (broadcasting); Hybrid automatic repeat request; Telecommunications link; Telecommunications","score_opus":0.014865824732721827,"score_gpt":0.26251091391339015,"score_spread":0.24764508918066833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126941358","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033339765,0.0012528796,0.96291065,0.00015888826,0.00006181875,0.000045924287,0.0000118405505,0.00022957195,0.001988701],"genre_scores_gemma":[0.9160398,0.0005440225,0.08187204,0.000112646536,0.00006766432,0.00007343036,0.00001940898,0.000035473568,0.0012354116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900657,0.0003185748,0.00004156923,0.00010468239,0.00040332013,0.00012532008],"domain_scores_gemma":[0.9975867,0.0011129079,0.00044011677,0.00039627266,0.00038401215,0.000079944875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021690396,0.0006971881,0.0004427774,0.00048377065,0.00045662004,0.0006542391,0.0009111519,0.0005458273,0.00090711005],"category_scores_gemma":[0.005286888,0.00018172245,0.000376326,0.0006354249,0.0008516057,0.0009085792,0.0010138705,0.0009628774,0.00019004112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028908317,0.00013957455,0.002199036,0.00018136545,0.00008082934,0.00020640592,0.00014716052,0.70380235,0.03735456,0.07373813,0.0014554978,0.18040605],"study_design_scores_gemma":[0.0000275891,0.0001833834,0.0007024627,0.000017102026,0.00003567354,0.00019006673,0.000014853963,0.9775983,0.007616901,0.011839446,0.0017521218,0.000022050597],"about_ca_topic_score_codex":0.0008783943,"about_ca_topic_score_gemma":0.0009773676,"teacher_disagreement_score":0.0021690396,"about_ca_system_score_codex":0.00065094524,"about_ca_system_score_gemma":0.0010138665,"threshold_uncertainty_score":0.011471152},"labels":[],"label_agreement":null},{"id":"W2126945814","doi":"10.1109/pimrc.1995.477317","title":"Medium access control protocol for multimedia wireless networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Protocol (science); Wireless Application Protocol; Multimedia; Access control; Wireless network; Wireless; Link Control Protocol; Internet Protocol Control Protocol; Telecommunications; World Wide Web; Internet Protocol; The Internet; User Datagram Protocol","score_opus":0.049158872321258464,"score_gpt":0.32256862648321555,"score_spread":0.27340975416195706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126945814","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009737753,0.016284278,0.9103572,0.0029864775,0.004305731,0.0012546385,0.0008441475,0.007023744,0.04720604],"genre_scores_gemma":[0.48153105,0.020324433,0.3968921,0.0038071985,0.00438991,0.0058436096,0.0043856543,0.000691003,0.08213507],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99823534,0.0004607581,0.00016556,0.00018102303,0.0007357247,0.00022152645],"domain_scores_gemma":[0.99684167,0.0010146067,0.00027799266,0.0005893327,0.0010925716,0.00018389426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00153949,0.0009491647,0.0013713242,0.0011133596,0.0017554516,0.002626199,0.0020199192,0.0020178775,0.006071393],"category_scores_gemma":[0.0057467227,0.00038074254,0.00037561185,0.0015166879,0.0012192276,0.002619558,0.0019095442,0.004240232,0.0032040332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010426614,0.00042144087,0.00065280165,0.0013731096,0.00017856642,0.0011537392,0.0005115577,0.020086003,0.05188667,0.24004707,0.1292301,0.5534163],"study_design_scores_gemma":[0.00049296307,0.00074519083,0.0015146857,0.0005625076,0.0004436473,0.001875375,0.0002119005,0.2904339,0.048106693,0.1692805,0.48601267,0.0003199468],"about_ca_topic_score_codex":0.0020855672,"about_ca_topic_score_gemma":0.0018483934,"teacher_disagreement_score":0.006071393,"about_ca_system_score_codex":0.00086508325,"about_ca_system_score_gemma":0.001294389,"threshold_uncertainty_score":0.02031082},"labels":[],"label_agreement":null},{"id":"W2127317062","doi":"10.1109/tvt.2007.901967","title":"Efficient Wireless Extension Point Placement Algorithm in Urban Rectilineal WLANs","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer network; Throughput; Computer science; Wireless network; Wi-Fi; Wireless; Channel (broadcasting); Telecommunications","score_opus":0.013223673806588138,"score_gpt":0.23727032785320396,"score_spread":0.2240466540466158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127317062","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.058497537,0.00014193456,0.9380231,0.00012882093,0.000017533126,0.00009311466,0.000052336905,0.00040552416,0.002640139],"genre_scores_gemma":[0.47189182,0.0002133708,0.5224389,0.00006193012,0.000019711095,0.00020855163,0.00020051778,0.00006557808,0.0048996443],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996749,0.000119169286,0.000015293446,0.000066990164,0.00005799484,0.00006568926],"domain_scores_gemma":[0.9994779,0.00024067333,0.00011637768,0.00004354942,0.00007791389,0.000043592718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067146146,0.00072240015,0.0008786112,0.00067600067,0.00047062495,0.00063388253,0.0010968148,0.0008040494,0.0016905522],"category_scores_gemma":[0.0014844658,0.0004368867,0.00031143898,0.00089615595,0.0005434627,0.00077181705,0.0010374864,0.00048318194,0.0005380248],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015691401,0.000044315042,0.00062696,0.00003266742,0.0000126408595,0.00008898669,0.00006907032,0.9472125,0.001673143,0.0037221028,0.0007600366,0.045600593],"study_design_scores_gemma":[0.000019677804,0.00003609247,0.00010861939,0.0000034756843,0.0000028872116,0.000028173874,0.00002402945,0.99765503,0.00046305306,0.0012557394,0.0003979541,0.0000051596076],"about_ca_topic_score_codex":0.003947386,"about_ca_topic_score_gemma":0.004474253,"teacher_disagreement_score":0.003947386,"about_ca_system_score_codex":0.00081647583,"about_ca_system_score_gemma":0.0008424918,"threshold_uncertainty_score":0.007848799},"labels":[],"label_agreement":null},{"id":"W2127436932","doi":"10.1109/glocom.2008.ecp.118","title":"Statistical Call Admission Control for IEEE 802.11 Multi-Hop Wireless Ad Hoc Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Wireless ad hoc network; Call Admission Control; Probabilistic logic; IEEE 802.11; Wireless network; Bandwidth (computing); Vehicular ad hoc network; Distributed computing; Wireless; Telecommunications","score_opus":0.032291724773689315,"score_gpt":0.28907486411414385,"score_spread":0.25678313934045455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127436932","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016078528,0.0009767701,0.979185,0.00032873958,0.00016433907,0.000067653666,0.00003788192,0.0011169388,0.002044028],"genre_scores_gemma":[0.9345265,0.00063034974,0.06259671,0.0002151333,0.00025702477,0.00021631792,0.00008728489,0.00007730888,0.0013934678],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963618,0.001056216,0.00015115166,0.0002820254,0.0019023439,0.0002464991],"domain_scores_gemma":[0.99469686,0.0030397293,0.0006564404,0.0006963719,0.0007582991,0.00015228127],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030008927,0.0007323219,0.0009112175,0.0008132721,0.0011233118,0.0016835316,0.0022667062,0.00088807405,0.0008240089],"category_scores_gemma":[0.011585508,0.00037057398,0.00044462446,0.0009685917,0.0015366721,0.0016814691,0.0013869089,0.0017050252,0.00020382051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021087802,0.00015858693,0.0013375421,0.00014161988,0.00010796151,0.00011107522,0.00019005132,0.71709,0.010248291,0.13212214,0.0029340475,0.13534775],"study_design_scores_gemma":[0.000010356363,0.000026499045,0.000110604386,0.0000048726492,0.000009670921,0.00002144518,0.000006484779,0.9814833,0.0008385756,0.016690956,0.00078593974,0.000011445513],"about_ca_topic_score_codex":0.0031861796,"about_ca_topic_score_gemma":0.0028700351,"teacher_disagreement_score":0.0031861796,"about_ca_system_score_codex":0.0018479141,"about_ca_system_score_gemma":0.0026972638,"threshold_uncertainty_score":0.015870452},"labels":[],"label_agreement":null},{"id":"W2127977730","doi":"10.1109/rose.2008.4669184","title":"An auto-load-balancing ALOHA system for wireless ad hoc and sensor networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Aloha; Computer network; Computer science; Node (physics); Wireless ad hoc network; Idle; Random access; Mobile radio; Wireless sensor network; Mobile ad hoc network; Wireless; Real-time computing; Throughput; Network packet; Telecommunications; Engineering","score_opus":0.016439133677630387,"score_gpt":0.24473200008897977,"score_spread":0.22829286641134938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127977730","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018441599,0.0010747038,0.9747253,0.0001512103,0.00023460282,0.000120947705,0.000035975343,0.0020634192,0.0031522433],"genre_scores_gemma":[0.71162236,0.0010004726,0.276852,0.00040638758,0.0006251222,0.00033223646,0.00014649019,0.00015205341,0.0088627925],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991585,0.00027195836,0.000060805443,0.00014179817,0.0003109703,0.00005591423],"domain_scores_gemma":[0.9984353,0.00065958523,0.00019241449,0.0002605857,0.00037028818,0.00008172158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011225017,0.00054475694,0.000740355,0.0008634597,0.0010341139,0.00096484215,0.0020568282,0.0008174941,0.0021450245],"category_scores_gemma":[0.001908375,0.0002582434,0.0003321258,0.0006438292,0.00079291343,0.0016959971,0.0011336375,0.0009523641,0.0010341327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015267543,0.0004079046,0.0018430854,0.0007584387,0.00023359607,0.0009396226,0.0007285839,0.13671938,0.11804758,0.08757328,0.0080023715,0.6432194],"study_design_scores_gemma":[0.00013375712,0.00078577595,0.0005776812,0.00004587455,0.00014327414,0.0014455953,0.00012291463,0.9117201,0.024641318,0.031940743,0.028301785,0.00014111948],"about_ca_topic_score_codex":0.00043767178,"about_ca_topic_score_gemma":0.0005843,"teacher_disagreement_score":0.0021450245,"about_ca_system_score_codex":0.00041340338,"about_ca_system_score_gemma":0.0004222673,"threshold_uncertainty_score":0.007175803},"labels":[],"label_agreement":null},{"id":"W2128557543","doi":"10.1109/wcnc.2008.278","title":"Analysis of Distributed Reservation Protocol for UWB-Based WPANs with ECMA-368 MAC","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; University of British Columbia","funders":"","keywords":"Superframe; Computer science; Computer network; Network packet; Queueing theory; Reservation; Protocol (science); Wireless; Markov process; Telecommunications; Mathematics","score_opus":0.05736715147760531,"score_gpt":0.31633743724564994,"score_spread":0.25897028576804465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128557543","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19886075,0.0034991677,0.7678696,0.0009994511,0.00015921841,0.00022308958,0.00021197673,0.00042301425,0.027753692],"genre_scores_gemma":[0.9741911,0.00083778007,0.020665545,0.00008948037,0.000082849234,0.00013062845,0.000097392156,0.00007194682,0.0038332874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849474,0.0003568089,0.000048704245,0.00013500356,0.000739737,0.00022495328],"domain_scores_gemma":[0.9963953,0.0021424573,0.00032624052,0.00017066229,0.000886074,0.00007926004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024237332,0.0006965569,0.0008025966,0.0010833339,0.000673143,0.0012794287,0.0012169395,0.0006081052,0.0022444073],"category_scores_gemma":[0.0068911845,0.00041881524,0.00062700966,0.0007668202,0.00071076927,0.001415214,0.0006464072,0.00073068927,0.00033013886],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012439622,0.00006000826,0.0015113241,0.00010227315,0.000064029904,0.0002653181,0.00016023795,0.8981827,0.004897041,0.079523884,0.0013125015,0.013796287],"study_design_scores_gemma":[0.0000025097681,0.000011477507,0.00015058431,0.000003759192,0.0000058153364,0.000021568489,0.000010326295,0.9973284,0.0001797279,0.0020599961,0.00022217278,0.0000035849976],"about_ca_topic_score_codex":0.009893882,"about_ca_topic_score_gemma":0.0035417394,"teacher_disagreement_score":0.009893882,"about_ca_system_score_codex":0.0026208402,"about_ca_system_score_gemma":0.0019756395,"threshold_uncertainty_score":0.019672632},"labels":[],"label_agreement":null},{"id":"W2128813776","doi":"10.1109/pacrim.2009.5291351","title":"A QoS model for random access systems with multiple request classes","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Random access; Quality of service; Computer network; Markov process; Throughput; Markov chain; Bandwidth (computing); Simple (philosophy); Distributed computing; Telecommunications link; Markov model; Wireless; Telecommunications; Machine learning","score_opus":0.04406224360011703,"score_gpt":0.3059481322186337,"score_spread":0.2618858886185167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128813776","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01897972,0.0004997175,0.9672235,0.0013899845,0.00024194135,0.00028081832,0.0005663221,0.0008903229,0.009927654],"genre_scores_gemma":[0.77862066,0.001680089,0.17850535,0.0010525024,0.0009349114,0.0017670296,0.001016138,0.00038858133,0.03603485],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9958354,0.0010460806,0.00025735018,0.0007328861,0.0014402751,0.0006879764],"domain_scores_gemma":[0.99356043,0.0035117804,0.00067652547,0.00069943606,0.001247447,0.00030431774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003923066,0.0015920283,0.0015077916,0.0011653024,0.0010604651,0.0031026984,0.0037158183,0.003067201,0.0059345867],"category_scores_gemma":[0.0089392215,0.00081919285,0.0013064961,0.0012342104,0.0014437112,0.0054643746,0.0014106266,0.0035290464,0.0023373065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001880897,0.00016562709,0.0008678753,0.0001433036,0.00005300373,0.0005693614,0.00045315246,0.4897652,0.00515166,0.48478314,0.00475485,0.0131047135],"study_design_scores_gemma":[0.0000320875,0.000037086837,0.00011141377,0.000010668648,0.000012645976,0.00013422684,0.000023507551,0.9636931,0.00032696838,0.03235744,0.0032337457,0.00002711158],"about_ca_topic_score_codex":0.00586307,"about_ca_topic_score_gemma":0.00260051,"teacher_disagreement_score":0.0059345867,"about_ca_system_score_codex":0.002613586,"about_ca_system_score_gemma":0.001744017,"threshold_uncertainty_score":0.020747423},"labels":[],"label_agreement":null},{"id":"W2129555828","doi":"10.1109/infcom.1988.12974","title":"The design and tuning of a transport protocol for local area networks","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer network; Overhead (engineering); Computer science; Internet protocol suite; Transmission Control Protocol; Protocol (science); Local area network; Unix; Transmission (telecommunications); Operating system; Telecommunications; The Internet; Network packet","score_opus":0.042191364882684546,"score_gpt":0.2830969058356696,"score_spread":0.24090554095298505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129555828","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0422075,0.001548261,0.94509697,0.0004408962,0.0002339409,0.00053425145,0.00003791495,0.0019349545,0.007965309],"genre_scores_gemma":[0.41416126,0.001668011,0.5778245,0.00028115988,0.00022118502,0.0006728944,0.00020078754,0.00055301556,0.0044172527],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976634,0.00066898897,0.0002370554,0.00026369485,0.0010478384,0.000119139615],"domain_scores_gemma":[0.9973694,0.00080657157,0.0002730701,0.0005840325,0.00087856886,0.00008834482],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003061447,0.00050203776,0.00037758588,0.00069751276,0.0007625718,0.0017615125,0.0014149069,0.0010056074,0.00069661596],"category_scores_gemma":[0.0082057575,0.00061779947,0.00032909997,0.00063399284,0.00083040976,0.0025506213,0.00061815407,0.0011525254,0.0005103416],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042559608,0.00029891668,0.0069301887,0.0007895405,0.00016073037,0.00047576625,0.00064991,0.116235666,0.26997712,0.052655447,0.006456077,0.54494494],"study_design_scores_gemma":[0.00012144224,0.0008163871,0.0029026335,0.00013786022,0.00022590256,0.0014351109,0.00022166794,0.65599716,0.21062578,0.020338263,0.10708855,0.000089341505],"about_ca_topic_score_codex":0.00080027914,"about_ca_topic_score_gemma":0.0006844818,"teacher_disagreement_score":0.003061447,"about_ca_system_score_codex":0.00086245406,"about_ca_system_score_gemma":0.0011304758,"threshold_uncertainty_score":0.016190648},"labels":[],"label_agreement":null},{"id":"W2129757928","doi":"10.1145/2254756.2254804","title":"Measuring and characterizing home networks","year":2012,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Agence Nationale de la Recherche","keywords":"Universal Plug and Play; Computer science; Set (abstract data type); Telecommunications; Data set; Computer network","score_opus":0.05412704960874627,"score_gpt":0.24807049982073118,"score_spread":0.1939434502119849,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129757928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.638665,0.00106619,0.33543208,0.00023107769,0.00009164887,0.00051497994,0.0032705849,0.0034933512,0.017235022],"genre_scores_gemma":[0.9033642,0.00068446423,0.092538,0.00006554737,0.000047771937,0.00018712104,0.0019201795,0.00012991035,0.0010627807],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99807465,0.000545195,0.00010647898,0.0003738805,0.0007460515,0.00015373137],"domain_scores_gemma":[0.9972102,0.0009968046,0.0003864944,0.00053575163,0.0007219468,0.0001487977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012029662,0.0007098791,0.00054526754,0.0017389099,0.00045472186,0.0014745895,0.0010249366,0.00062301353,0.0007776483],"category_scores_gemma":[0.0056398064,0.00025011855,0.00014329019,0.0013258272,0.00034008568,0.0017227042,0.0009843451,0.00046611213,0.00042221337],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033113058,0.0004757134,0.28708526,0.0008496253,0.00028933803,0.00052371365,0.0019300157,0.13697208,0.06838945,0.017553221,0.00896755,0.47663286],"study_design_scores_gemma":[0.00006118732,0.00058423256,0.2134405,0.00027269224,0.00023420404,0.0015931738,0.0022910133,0.61776304,0.109644815,0.013565791,0.040380947,0.00016844118],"about_ca_topic_score_codex":0.0030835294,"about_ca_topic_score_gemma":0.003605004,"teacher_disagreement_score":0.0030835294,"about_ca_system_score_codex":0.00066008535,"about_ca_system_score_gemma":0.000360616,"threshold_uncertainty_score":0.006362021},"labels":[],"label_agreement":null},{"id":"W2131497385","doi":"10.1109/aiccsa.2009.5069414","title":"Performance of resource allocation schemes in adaptively modulated TDMA network","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Computer network; Resource allocation; Overhead (engineering); Weighted round robin; Network packet; Time division multiple access; Telecommunications link; HiperLAN; Wireless network; Wireless; Quality of service; Wireless lan; Telecommunications; Dynamic priority scheduling","score_opus":0.014164037665298541,"score_gpt":0.2335441251426314,"score_spread":0.21938008747733287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131497385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9448105,0.00089005026,0.05229217,0.00008902994,0.000045650584,0.000053405307,0.000029920688,0.00031391156,0.0014752888],"genre_scores_gemma":[0.9932439,0.00007633278,0.006452189,0.000014689854,0.0000045941792,0.000018130659,0.000017199782,0.000008308138,0.00016472461],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979607,0.0008336559,0.000095693256,0.00021911385,0.00055232237,0.00033854906],"domain_scores_gemma":[0.9926295,0.00519785,0.0006629527,0.0005837396,0.00071713806,0.00020878168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029304244,0.0005241495,0.000605531,0.00077448937,0.0005260394,0.0007556781,0.0008086359,0.00070686586,0.0004747158],"category_scores_gemma":[0.011789459,0.00020406571,0.0002004432,0.00066925224,0.0006735887,0.00096374296,0.00051029125,0.00044738536,0.00010691723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0039346623,0.00060639286,0.017180115,0.00023742054,0.00024979463,0.00025420304,0.00038298094,0.7835186,0.07984248,0.007887425,0.00060172006,0.105304256],"study_design_scores_gemma":[0.00005992962,0.000745818,0.0021296027,0.0000103703305,0.000042712865,0.00010793732,0.000059558413,0.97460085,0.020840071,0.0011188615,0.00026112475,0.000023038345],"about_ca_topic_score_codex":0.001982001,"about_ca_topic_score_gemma":0.0010378689,"teacher_disagreement_score":0.0029304244,"about_ca_system_score_codex":0.0010091825,"about_ca_system_score_gemma":0.0006746263,"threshold_uncertainty_score":0.015497744},"labels":[],"label_agreement":null},{"id":"W2131694803","doi":"10.1109/icpads.2007.4447732","title":"Prohibition-based MAC protocols for QoS-enhanced mesh networks and high-throughput WLANs","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer network; Computer science; Throughput; Quality of service; Overhead (engineering); Exponential backoff; Network packet; Asynchronous communication; Hidden node problem; Collision; Channel (broadcasting); Wireless mesh network; Distributed computing; Wireless; Wireless network; Computer security; Wi-Fi array; Telecommunications","score_opus":0.018008788992560608,"score_gpt":0.2946109038046455,"score_spread":0.2766021148120849,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131694803","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024151238,0.002251852,0.96487504,0.00072096754,0.00030322486,0.00021182504,0.000040620478,0.00078740163,0.006657805],"genre_scores_gemma":[0.6198586,0.0020528266,0.3653442,0.0004880349,0.00032260967,0.0007954363,0.00016855415,0.00010322255,0.010866558],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896526,0.00028434728,0.00011559367,0.000087361586,0.0004437895,0.00010361908],"domain_scores_gemma":[0.9973967,0.0011435251,0.0004457684,0.00049616693,0.0004024406,0.000115355164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002753694,0.0004634634,0.0004796057,0.0007267735,0.0008555692,0.001784309,0.0020012464,0.00082443975,0.0016020646],"category_scores_gemma":[0.005565753,0.00036110348,0.0003729115,0.0007022199,0.0015262266,0.0025730089,0.001344868,0.0019708364,0.00032953953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043670504,0.00018819014,0.00082539715,0.00042455402,0.000061189516,0.00043565175,0.0004739925,0.07440207,0.0526269,0.74070066,0.0040442306,0.1253806],"study_design_scores_gemma":[0.00009414431,0.00028047766,0.0007428719,0.00010695146,0.00008661301,0.0005124684,0.00008588834,0.7989811,0.029895283,0.13258986,0.036522534,0.00010178145],"about_ca_topic_score_codex":0.0009783547,"about_ca_topic_score_gemma":0.0015551309,"teacher_disagreement_score":0.002753694,"about_ca_system_score_codex":0.0012832675,"about_ca_system_score_gemma":0.0010678963,"threshold_uncertainty_score":0.014563084},"labels":[],"label_agreement":null},{"id":"W2131962089","doi":"10.1109/wicom.2009.5301824","title":"An Improvement of MACA in Alleviating Hidden Terminal Problem in Adhoc Networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Hidden node problem; Computer network; Polling; Computer science; Node (physics); Channel (broadcasting); Exponential backoff; Carrier sense multiple access with collision avoidance; Payload (computing); Terminal (telecommunication); Wireless ad hoc network; Mechanism (biology); Multiple Access with Collision Avoidance for Wireless; Throughput; Wireless network; Wireless; Network packet; Routing protocol; Telecommunications; Engineering; Optimized Link State Routing Protocol","score_opus":0.009971587290081354,"score_gpt":0.268058361728139,"score_spread":0.25808677443805766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131962089","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021044925,0.009722935,0.954504,0.0015003548,0.0012572055,0.0002503419,0.00009072206,0.0017232555,0.0099063],"genre_scores_gemma":[0.41391736,0.00881168,0.5629197,0.00118319,0.0015513187,0.0003553221,0.00018462756,0.00020420745,0.010872602],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99754685,0.00080869434,0.00017417791,0.00032841635,0.00096458377,0.00017732843],"domain_scores_gemma":[0.99639016,0.0009397386,0.00021089954,0.00078509335,0.0015263766,0.00014764555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024732407,0.0010121636,0.0007163201,0.0010153014,0.0013201036,0.0010023759,0.0016474812,0.0010381433,0.0013913255],"category_scores_gemma":[0.006244016,0.00036300113,0.0007787258,0.001120832,0.0008328235,0.0028494343,0.00138606,0.0020524599,0.0008668425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004033383,0.0005104823,0.0026395563,0.0008669286,0.00015013448,0.00049861916,0.0005654157,0.031982,0.05326295,0.08372756,0.008720964,0.81667215],"study_design_scores_gemma":[0.00022967783,0.0025040677,0.0050253756,0.00025625125,0.00061870174,0.004346003,0.00037016932,0.7072684,0.07150494,0.059777465,0.14777905,0.00031987374],"about_ca_topic_score_codex":0.0016708178,"about_ca_topic_score_gemma":0.00088559807,"teacher_disagreement_score":0.0024732407,"about_ca_system_score_codex":0.00044864797,"about_ca_system_score_gemma":0.0012212575,"threshold_uncertainty_score":0.013079882},"labels":[],"label_agreement":null},{"id":"W2132081755","doi":"10.1109/tvt.2008.2009455","title":"Cross-Layer Design of MIMO-Enabled WLANs With Network Utility Maximization","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"PHY; Computer network; Computer science; Aloha; Network allocation vector; Physical layer; MIMO; Quality of service; Multiple Access with Collision Avoidance for Wireless; Transmission (telecommunications); Throughput; Wireless; Wireless network; Channel (broadcasting); IEEE 802.11; Wi-Fi array; Telecommunications","score_opus":0.02714852338291451,"score_gpt":0.24886637633328704,"score_spread":0.22171785295037252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132081755","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07441802,0.00093786273,0.9163291,0.00018527872,0.00009406211,0.00008980864,0.000033668573,0.00041532793,0.00749694],"genre_scores_gemma":[0.9276305,0.000419096,0.06976269,0.00015345348,0.00004825571,0.00008579595,0.000033056534,0.000039051174,0.0018281755],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991887,0.00031290628,0.000038058035,0.00011173371,0.00022553143,0.00012298214],"domain_scores_gemma":[0.9992836,0.00023590017,0.00011306121,0.00005850287,0.00024836167,0.00006052931],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015098765,0.0005593835,0.0004083447,0.0003118068,0.0002808668,0.0010339302,0.0008907464,0.0003665314,0.0013169841],"category_scores_gemma":[0.0014257474,0.0003951868,0.0003334326,0.00023547863,0.00034304007,0.00041672782,0.00077509624,0.00049974385,0.0003167753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045251427,0.0002444309,0.0031225677,0.00022707113,0.00023363454,0.0004908543,0.0002696932,0.72539145,0.120288335,0.049554057,0.0019443225,0.09778106],"study_design_scores_gemma":[0.00001926794,0.00020350543,0.00043435403,0.000009945468,0.000034301676,0.000073469615,0.00001966686,0.9881952,0.008000099,0.0016979558,0.0012978168,0.000014482487],"about_ca_topic_score_codex":0.0007292302,"about_ca_topic_score_gemma":0.0009663601,"teacher_disagreement_score":0.0015098765,"about_ca_system_score_codex":0.000644424,"about_ca_system_score_gemma":0.0005334195,"threshold_uncertainty_score":0.007985055},"labels":[],"label_agreement":null},{"id":"W2132152088","doi":"10.1109/wcnc.2010.5506219","title":"Multi-User Medium Access Control in Wireless Local Area Network","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer network; Computer science; Network packet; Telecommunications link; Byte; Physical layer; Wireless network; Transmission (telecommunications); Wireless; Local area network; Throughput; Telecommunications; Computer hardware","score_opus":0.01918918632137485,"score_gpt":0.2804781641209258,"score_spread":0.26128897779955096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132152088","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.068138115,0.009223351,0.9168081,0.00040283613,0.00027756504,0.0001342378,0.000036508955,0.00076192716,0.004217461],"genre_scores_gemma":[0.9164383,0.001627883,0.080040924,0.00014922801,0.00020115706,0.0001784779,0.000038859907,0.00002885648,0.0012962706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9974139,0.0011273086,0.00011596404,0.00021926963,0.00084837584,0.00027524616],"domain_scores_gemma":[0.9969024,0.0014330121,0.00038798945,0.000453973,0.00069669797,0.0001258946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029857843,0.000683705,0.00066813634,0.0006299597,0.0007297063,0.0014325946,0.0015286576,0.0008440518,0.00069302897],"category_scores_gemma":[0.004846389,0.00027086496,0.0003418563,0.00078281184,0.0012598976,0.0016611811,0.001122306,0.0010285088,0.0002418359],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00067058695,0.00037332808,0.005430978,0.0007539443,0.00024409548,0.0009886551,0.00045366326,0.5160994,0.07239435,0.12567946,0.003859793,0.27305183],"study_design_scores_gemma":[0.000051284576,0.00043026218,0.00065435306,0.000028465252,0.000075403725,0.0003008258,0.000033239223,0.9711828,0.011064874,0.011153635,0.0049790936,0.000045780667],"about_ca_topic_score_codex":0.0011222091,"about_ca_topic_score_gemma":0.0010775226,"teacher_disagreement_score":0.0029857843,"about_ca_system_score_codex":0.00072177185,"about_ca_system_score_gemma":0.0005689158,"threshold_uncertainty_score":0.015790582},"labels":[],"label_agreement":null},{"id":"W2132208471","doi":"10.1002/wcm.260","title":"Performance evaluation of an adaptive backoff scheme for WLAN","year":2004,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Window (computing); Salient; Network packet; Algorithm; Scheme (mathematics); Wireless lan; Simple (philosophy); Feature (linguistics); Wi-Fi; Computer network; Wireless; Adaptive algorithm; Real-time computing; Wireless network; Telecommunications; Artificial intelligence","score_opus":0.06325494691915497,"score_gpt":0.33545680571400815,"score_spread":0.2722018587948532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132208471","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6650497,0.0014801791,0.3286869,0.000210594,0.00023446845,0.0001709433,0.000027402648,0.0009276489,0.0032122792],"genre_scores_gemma":[0.9840587,0.00010012448,0.015377308,0.000027892505,0.000020271747,0.000015160843,0.000017466973,0.0000111608815,0.00037186075],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991391,0.00028520692,0.000045053963,0.00007895401,0.00033784253,0.00011397299],"domain_scores_gemma":[0.9982028,0.0007658381,0.0001622587,0.00020525647,0.0005355418,0.00012818874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015249527,0.00042868403,0.00048282277,0.0006055061,0.00045522628,0.00059529353,0.0008834844,0.00048934866,0.00077806],"category_scores_gemma":[0.0046648257,0.00015542888,0.00018472626,0.0004470277,0.00031514594,0.000701156,0.0005418765,0.0005555255,0.00013222847],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003817515,0.0010877412,0.011263271,0.00030378552,0.0002662747,0.00041856905,0.00029465408,0.32455704,0.1790745,0.012656959,0.002093643,0.46416602],"study_design_scores_gemma":[0.00006910754,0.00050225406,0.001477757,0.000007374107,0.00003487528,0.00013297991,0.000024485087,0.9848408,0.011724341,0.00053737947,0.0006274791,0.000021113143],"about_ca_topic_score_codex":0.0013200658,"about_ca_topic_score_gemma":0.0007686005,"teacher_disagreement_score":0.0015249527,"about_ca_system_score_codex":0.0005729863,"about_ca_system_score_gemma":0.0004728585,"threshold_uncertainty_score":0.008064806},"labels":[],"label_agreement":null},{"id":"W2133381163","doi":"10.1109/iscc.2009.5202316","title":"A Selectivity Function Scheduler for IEEE 802.11e","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; IEEE 802; Polling; Constant bitrate; Network packet; Scheduling (production processes); Queue; Computer network; Channel (broadcasting); Distributed coordination function; Throughput; Real-time computing; Variable bitrate; IEEE 802.11; Wireless; Bit rate; Quality of service; Mathematical optimization; Operating system","score_opus":0.019295909086858576,"score_gpt":0.27127846880368567,"score_spread":0.2519825597168271,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133381163","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03986657,0.0004808259,0.94483703,0.00029362433,0.00041253725,0.00038943943,0.00034324723,0.006740021,0.0066367835],"genre_scores_gemma":[0.6519114,0.00061289506,0.3353427,0.00038801992,0.0004232918,0.00044315023,0.0010380085,0.00029435943,0.009546082],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994955,0.0000658657,0.000047295012,0.00006024748,0.00024517722,0.00008584184],"domain_scores_gemma":[0.9992648,0.00014547176,0.000058787224,0.00013272096,0.00034453117,0.00005364381],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010361656,0.00032419036,0.0004330047,0.0005489468,0.0005428083,0.00061440404,0.0011221548,0.00033421995,0.0022551408],"category_scores_gemma":[0.0019839033,0.00017876613,0.00024262138,0.00046192808,0.00029703352,0.000676136,0.00043524476,0.0007611499,0.0007051078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014529136,0.00048796032,0.0070977197,0.0002803326,0.00009954622,0.00046210652,0.0003819756,0.113652386,0.098469794,0.11634007,0.04413276,0.6171425],"study_design_scores_gemma":[0.00026169568,0.00039410093,0.0019171288,0.0000134728725,0.000047633377,0.0004787934,0.000045265388,0.88117325,0.05122604,0.007648084,0.056721605,0.000072957824],"about_ca_topic_score_codex":0.0040315627,"about_ca_topic_score_gemma":0.0029824772,"teacher_disagreement_score":0.0040315627,"about_ca_system_score_codex":0.0008073854,"about_ca_system_score_gemma":0.0020052677,"threshold_uncertainty_score":0.008016229},"labels":[],"label_agreement":null},{"id":"W2133541616","doi":"10.1109/icc.2007.272","title":"VoIP Capacity Allocation Using an Adaptive Voice Packetization Server in IEEE 802.11 WLANs","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Voice over IP; Computer science; Computer network; Latency (audio); IEEE 802; Margin (machine learning); The Internet; Telecommunications; Quality of service; Operating system","score_opus":0.0743059115482863,"score_gpt":0.29753182569549647,"score_spread":0.22322591414721016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133541616","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51576746,0.00048352545,0.47971687,0.00014293857,0.00004318959,0.00008565308,0.000018396426,0.0012852002,0.0024568262],"genre_scores_gemma":[0.9753293,0.000054523436,0.02403285,0.000021268826,0.000014684066,0.000022417576,0.000015644066,0.00001669029,0.0004927448],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999292,0.00025885494,0.000048904327,0.00010255672,0.00017223127,0.00012527833],"domain_scores_gemma":[0.9985159,0.000737346,0.0001548255,0.00022047908,0.00027106356,0.00010041613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016841167,0.0004037478,0.0005063704,0.00052139745,0.0004069271,0.0007246583,0.0011378878,0.00062941655,0.0004739257],"category_scores_gemma":[0.002903866,0.00031804777,0.00019435116,0.00044366336,0.00081507006,0.0012409212,0.0006049307,0.00065214647,0.00021180438],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011035235,0.0004772446,0.0067698434,0.00011615484,0.000094725554,0.00026400274,0.00028225235,0.64414704,0.13119254,0.015819212,0.001037376,0.19869617],"study_design_scores_gemma":[0.000044387885,0.00018738807,0.0010356648,0.0000056243475,0.00002712544,0.00013752778,0.000029426843,0.9619732,0.034234732,0.001679852,0.0006202361,0.000024867713],"about_ca_topic_score_codex":0.0016961229,"about_ca_topic_score_gemma":0.0010669754,"teacher_disagreement_score":0.0016961229,"about_ca_system_score_codex":0.00067115086,"about_ca_system_score_gemma":0.00061400916,"threshold_uncertainty_score":0.008906543},"labels":[],"label_agreement":null},{"id":"W2133878021","doi":"10.1109/tvt.2006.874145","title":"Voice capacity analysis of WLAN with unbalanced traffic","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":195,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of Waterloo","funders":"","keywords":"Codec; Computer network; Computer science; Voice over IP; Wireless; Access control; Voice communication; Capacity planning; Telecommunications; The Internet","score_opus":0.008142555660088056,"score_gpt":0.21334983137383662,"score_spread":0.20520727571374855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133878021","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45837075,0.0012504547,0.51813066,0.0005265934,0.000046527155,0.00006804271,0.0003816098,0.00081616483,0.020409264],"genre_scores_gemma":[0.9960829,0.00023436213,0.0027198633,0.00003609961,0.000026043363,0.000030393758,0.000081810285,0.000031695752,0.0007567337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993069,0.00018577719,0.000019181618,0.000075879245,0.00021075176,0.00020150775],"domain_scores_gemma":[0.99792755,0.0012400122,0.00019398441,0.00010597463,0.00048116889,0.00005117302],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007603749,0.00063379493,0.0005719641,0.0011434752,0.00037158412,0.0007655461,0.00093923305,0.0007383293,0.0009664324],"category_scores_gemma":[0.004964124,0.0002545296,0.00035099412,0.00084956695,0.0006048036,0.0010245778,0.0006269828,0.0004790143,0.00028927476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006456235,0.00002422571,0.0012380756,0.00003658915,0.000014371778,0.00025082246,0.000065174674,0.97604877,0.005110531,0.010456809,0.00037934238,0.006310757],"study_design_scores_gemma":[9.806487e-7,0.000005483104,0.00016318471,0.0000021454211,0.000002748472,0.000021076352,0.000009699325,0.9983582,0.00037713605,0.0009585918,0.00009753891,0.0000031747575],"about_ca_topic_score_codex":0.0069852197,"about_ca_topic_score_gemma":0.0020567705,"teacher_disagreement_score":0.0069852197,"about_ca_system_score_codex":0.0016018508,"about_ca_system_score_gemma":0.00066620915,"threshold_uncertainty_score":0.013889134},"labels":[],"label_agreement":null},{"id":"W2133960122","doi":"10.1109/glocom.2009.5425980","title":"Three-Dimensional Markov Chain Model for Performance Analysis of the IEEE 802.11 Distributed Coordination Function","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Distributed coordination function; Computer science; Markov chain; Correctness; Network packet; Frame (networking); Generality; IEEE 802.11; Markov process; Markov model; Real-time computing; Algorithm; Wireless network; Computer network; Wireless; Statistics; Mathematics","score_opus":0.01819194339521043,"score_gpt":0.24160146645041605,"score_spread":0.22340952305520562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133960122","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0070101675,0.00034729153,0.9882152,0.00022154406,0.000063183004,0.000044427794,0.00019372959,0.00022643735,0.0036779463],"genre_scores_gemma":[0.86786807,0.0024775038,0.11681027,0.00027287888,0.00024412021,0.0006634654,0.0006531581,0.00015952838,0.010850998],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929,0.00020420982,0.00002863046,0.00011010338,0.00022771998,0.0001393617],"domain_scores_gemma":[0.9986665,0.0007838951,0.00015376473,0.00011515436,0.0002408748,0.000039733786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011050517,0.0010710632,0.0009613324,0.00083974475,0.00061815407,0.0010520427,0.0015877049,0.0011641702,0.0040767305],"category_scores_gemma":[0.0032318868,0.00043619442,0.0010767529,0.0010721281,0.0008558163,0.0014586174,0.0008178853,0.001965099,0.0010608985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002305393,0.00002080446,0.00039530738,0.000028183622,0.0000143779525,0.00008129918,0.000046653695,0.9335455,0.000796577,0.0606387,0.00070018164,0.003709412],"study_design_scores_gemma":[0.0000021521387,0.00000606192,0.000046007735,0.0000030299352,0.0000038865865,0.000010721287,0.0000029881196,0.9948549,0.000106297564,0.0046684234,0.00029138633,0.0000040610453],"about_ca_topic_score_codex":0.015827212,"about_ca_topic_score_gemma":0.006707103,"teacher_disagreement_score":0.015827212,"about_ca_system_score_codex":0.0020388647,"about_ca_system_score_gemma":0.0015533299,"threshold_uncertainty_score":0.03147018},"labels":[],"label_agreement":null},{"id":"W2134682645","doi":"10.1109/icc.2011.5962514","title":"Fast and Slow Hopping MAC Protocol for Single-Hop Ad Hoc Wireless Networks","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Rendezvous; Wireless ad hoc network; Throughput; Protocol (science); Hop (telecommunications); Wireless network; Multiple Access with Collision Avoidance for Wireless; Channel (broadcasting); Distributed coordination function; Transmission (telecommunications); Wireless; Distributed computing; Optimized Link State Routing Protocol; IEEE 802.11; Routing protocol; Network packet; Telecommunications; Engineering","score_opus":0.06418400954208668,"score_gpt":0.2786028721766685,"score_spread":0.21441886263458182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134682645","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0076923086,0.018490568,0.9567557,0.0008537022,0.002257593,0.00064540945,0.00017437851,0.0021969627,0.01093337],"genre_scores_gemma":[0.25116152,0.02434824,0.6938745,0.0015633822,0.002646762,0.0034875576,0.001190793,0.00033553172,0.021391768],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987282,0.0003607466,0.00013247598,0.00011302618,0.0005829328,0.000082533355],"domain_scores_gemma":[0.99866796,0.0003841548,0.00017165519,0.00021262042,0.00049278943,0.00007085803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001374347,0.0010043541,0.000793585,0.0010478502,0.0010833849,0.0011612617,0.0018325112,0.0011110996,0.0020205488],"category_scores_gemma":[0.0026988585,0.0003156126,0.000551448,0.0010060947,0.0007654903,0.001745031,0.00093500805,0.0016595443,0.00115413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038404518,0.00024471743,0.0013290935,0.00313023,0.00037342258,0.00093498966,0.0005610475,0.03630172,0.068366386,0.15673018,0.041154515,0.69048977],"study_design_scores_gemma":[0.00031431048,0.001375003,0.0019082947,0.0005888563,0.00049891626,0.0035612204,0.0002856158,0.32533646,0.039410286,0.07644782,0.54989433,0.00037886907],"about_ca_topic_score_codex":0.0009050019,"about_ca_topic_score_gemma":0.0010080376,"teacher_disagreement_score":0.0020205488,"about_ca_system_score_codex":0.00055345026,"about_ca_system_score_gemma":0.0013072236,"threshold_uncertainty_score":0.0072683096},"labels":[],"label_agreement":null},{"id":"W2134946179","doi":"10.1109/infcom.1990.91373","title":"On the behavior of Hubnet with applications to priority implementation","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Network packet; Computer science; Value (mathematics); Class (philosophy); Range (aeronautics); Transmission (telecommunications); Real-time computing; Computer network; Telecommunications; Artificial intelligence","score_opus":0.0371535049956801,"score_gpt":0.317470681853503,"score_spread":0.2803171768578229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134946179","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8052336,0.00070496864,0.17198561,0.0007034267,0.0001054178,0.00018934044,0.00035010316,0.0011180983,0.019609477],"genre_scores_gemma":[0.99028933,0.00025425712,0.0067429114,0.000046980425,0.000011441246,0.000040297506,0.00012261813,0.000056047087,0.0024361238],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993747,0.00024717778,0.000015642076,0.00006256378,0.0001413661,0.00015856049],"domain_scores_gemma":[0.9967153,0.0019986916,0.00026876145,0.00016517223,0.0006432445,0.00020883628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015087755,0.00061294244,0.00056765863,0.00081713626,0.0006686138,0.00091815856,0.0010552176,0.0008452672,0.0025675027],"category_scores_gemma":[0.006601613,0.00033241976,0.0003757381,0.0006429848,0.000753402,0.0012071196,0.0004743616,0.0007939443,0.00027429746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011012024,0.00004596562,0.0019772132,0.000025842228,0.000018542623,0.00009493167,0.00006461004,0.9841048,0.0020451632,0.0077572577,0.00051282876,0.003242617],"study_design_scores_gemma":[0.0000055763726,0.00002501138,0.00021639571,0.0000032636656,0.0000052315822,0.000009263147,0.000010984273,0.9985852,0.00033939249,0.0006246596,0.00017154263,0.0000035110756],"about_ca_topic_score_codex":0.02551311,"about_ca_topic_score_gemma":0.014660693,"teacher_disagreement_score":0.02551311,"about_ca_system_score_codex":0.0021290258,"about_ca_system_score_gemma":0.0013564503,"threshold_uncertainty_score":0.050729215},"labels":[],"label_agreement":null},{"id":"W2135301970","doi":"10.1109/glocom.2007.894","title":"A Collision Avoidance Mechanism for IEEE 802.11e EDCA Protocol to Improve Voice Transmissions in Wireless Local Area Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Computer network; Quality of service; Throughput; Channel (broadcasting); IEEE 802; IEEE 802.11e-2005; Collision avoidance; Network packet; Wireless Multimedia Extensions; Queue; Local area network; IEEE 802.11; Multiple Access with Collision Avoidance for Wireless; Protocol (science); Wi-Fi; Inter-Access Point Protocol; IEEE 802.1X; Service set; Distributed coordination function; Wireless; Wireless network; Collision; Wi-Fi array; Telecommunications; Routing protocol; Optimized Link State Routing Protocol","score_opus":0.017475130378180256,"score_gpt":0.29409126911108513,"score_spread":0.27661613873290486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135301970","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057145104,0.0063759275,0.92473215,0.0007519473,0.0015783288,0.0009210087,0.000096656324,0.0021992398,0.006199577],"genre_scores_gemma":[0.7376713,0.00217284,0.25003582,0.00084035745,0.00047156526,0.0006802284,0.00021925013,0.00008136724,0.007827206],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863535,0.00026419174,0.00013075571,0.00016928262,0.00062052364,0.0001799164],"domain_scores_gemma":[0.9977881,0.0004965304,0.00023746156,0.0003316217,0.0010480878,0.00009830027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021144745,0.0005984232,0.0006427076,0.0010693566,0.0012049938,0.0010925693,0.0024895626,0.0008524672,0.0016599172],"category_scores_gemma":[0.0040135705,0.00033436815,0.0005426787,0.00083422335,0.0006286099,0.0014831927,0.0011844396,0.0016004628,0.00036206385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009764211,0.001446478,0.0042740013,0.0010898822,0.00046770048,0.0012293321,0.0010241319,0.039466135,0.2850648,0.10362151,0.018485123,0.5428545],"study_design_scores_gemma":[0.00083644624,0.002636658,0.0048796204,0.0002519863,0.00085655565,0.0048892186,0.000280612,0.5801929,0.2345454,0.020179443,0.1500112,0.0004399644],"about_ca_topic_score_codex":0.0011995079,"about_ca_topic_score_gemma":0.0011521615,"teacher_disagreement_score":0.0024895626,"about_ca_system_score_codex":0.0006947993,"about_ca_system_score_gemma":0.0012403203,"threshold_uncertainty_score":0.011182547},"labels":[],"label_agreement":null},{"id":"W2135489613","doi":"10.1109/icost.2011.6085832","title":"Performance evaluation of backoff algorithms for medium access in wireless networks","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Computer network; Throughput; Node (physics); Algorithm; Exponential backoff; Network packet; IEEE 802.11; Wireless; Distributed coordination function; Wireless network; Real-time computing; Telecommunications; Engineering","score_opus":0.13145167956103687,"score_gpt":0.34247779486726004,"score_spread":0.21102611530622317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135489613","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67624027,0.007349592,0.305133,0.00045136127,0.00036394675,0.00044207808,0.00012750513,0.0010418339,0.008850493],"genre_scores_gemma":[0.96013385,0.000888122,0.038095083,0.00004418816,0.000055520548,0.0000696468,0.00009089461,0.000058080972,0.0005646397],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9940691,0.0025762604,0.00028210945,0.00032790494,0.0021874837,0.0005572043],"domain_scores_gemma":[0.9758858,0.019293226,0.000981782,0.0008593078,0.0024949375,0.00048500867],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0071171178,0.001401868,0.0012013036,0.0015639463,0.00097063935,0.0018510654,0.0014943421,0.0013817304,0.0006718142],"category_scores_gemma":[0.029369287,0.00029816732,0.00036051666,0.001198903,0.00087887445,0.0021675404,0.00091958215,0.0008319336,0.0001501774],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030637463,0.00074545975,0.006889273,0.00029140653,0.00019334031,0.000110045636,0.00018976357,0.8047014,0.0075577963,0.014323239,0.0011601635,0.1607744],"study_design_scores_gemma":[0.000045843564,0.0005175728,0.00060892897,0.000013290569,0.000020967207,0.000045461915,0.000034273082,0.9953329,0.0019186336,0.0012363759,0.00021314857,0.000012697367],"about_ca_topic_score_codex":0.0023216973,"about_ca_topic_score_gemma":0.0012645875,"teacher_disagreement_score":0.0071171178,"about_ca_system_score_codex":0.0020392179,"about_ca_system_score_gemma":0.0010438731,"threshold_uncertainty_score":0.03763938},"labels":[],"label_agreement":null},{"id":"W2135534468","doi":"10.1145/1132905.1132926","title":"Interaction of rate and medium access control in wireless networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Throughput; Computer science; Computer network; Fairness measure; IEEE 802.11; Access control; Wireless; Wireless network; Wireless lan; Flow control (data); Service set; Inter-Access Point Protocol; Wi-Fi; Telecommunications","score_opus":0.011692812432905268,"score_gpt":0.26910873172044486,"score_spread":0.2574159192875396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135534468","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03129794,0.0044466914,0.94545746,0.0021493966,0.0004362138,0.000060691655,0.000040406387,0.0002191376,0.015892006],"genre_scores_gemma":[0.9251841,0.0051138797,0.056647882,0.00050667214,0.0013989279,0.00019146339,0.000045345536,0.00010705742,0.010804758],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9939757,0.002609168,0.00017836991,0.00057729136,0.0020046148,0.00065486407],"domain_scores_gemma":[0.98639756,0.010448123,0.0013387799,0.0006671349,0.00088333915,0.00026508362],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004490207,0.0010790274,0.0010913844,0.00075939845,0.00072245765,0.0032406175,0.001886268,0.0027422872,0.0022294384],"category_scores_gemma":[0.016372755,0.0006637783,0.00078000285,0.0008862228,0.0025302493,0.0057880175,0.0018865939,0.0026947549,0.00046411325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012994726,0.00015934823,0.0014632331,0.0001253484,0.0000825658,0.00030499088,0.00027220053,0.25770187,0.0051823114,0.7052375,0.0011033525,0.028237356],"study_design_scores_gemma":[0.000024950601,0.0001256284,0.0003372034,0.00002554721,0.000031378808,0.00012761832,0.000032150518,0.8485735,0.0010517352,0.14649092,0.0031443108,0.000035112378],"about_ca_topic_score_codex":0.002527702,"about_ca_topic_score_gemma":0.0010342081,"teacher_disagreement_score":0.004490207,"about_ca_system_score_codex":0.0015556011,"about_ca_system_score_gemma":0.0012045446,"threshold_uncertainty_score":0.023746789},"labels":[],"label_agreement":null},{"id":"W2136065954","doi":"10.1109/pacrim.1989.48347","title":"Performance evaluation of prioritized collision-avoidance star local area networks","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Polling; Computer science; Node (physics); Collision; Collision avoidance; Star (game theory); Markov process; Protocol (science); Class (philosophy); Markov chain; Distributed computing; Computer network; Mathematical optimization; Simulation; Mathematics; Artificial intelligence; Engineering; Machine learning; Statistics","score_opus":0.029200149560983716,"score_gpt":0.2702380263465941,"score_spread":0.2410378767856104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136065954","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85991925,0.0029178893,0.12667888,0.00044420254,0.00010046351,0.00012952888,0.00015142566,0.0007067857,0.008951488],"genre_scores_gemma":[0.9951213,0.00023412562,0.0041858163,0.00001656913,0.000010507992,0.000017917006,0.000057565296,0.000009065759,0.0003470425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821943,0.0005951923,0.000057945315,0.00013004107,0.00077074894,0.00022667974],"domain_scores_gemma":[0.99518716,0.0026892787,0.0004612647,0.00033564714,0.0011312487,0.00019541982],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024587882,0.00084047683,0.00048348325,0.0009999613,0.0005293316,0.0009356345,0.0008841614,0.00045344737,0.0010484868],"category_scores_gemma":[0.0067392197,0.00017723758,0.00016283932,0.0009438607,0.0004954748,0.0011669486,0.00056078134,0.00031255741,0.000147874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001240982,0.00024508502,0.0067635304,0.00019601455,0.000098499535,0.00020938319,0.00012497214,0.9089725,0.015120462,0.0069408547,0.0012397565,0.058848068],"study_design_scores_gemma":[0.000019065337,0.00029808164,0.00069194444,0.000005211015,0.000017108974,0.0000660082,0.000030050103,0.9948567,0.0031819474,0.00057130045,0.00025594767,0.0000066360744],"about_ca_topic_score_codex":0.004085048,"about_ca_topic_score_gemma":0.0029858227,"teacher_disagreement_score":0.004085048,"about_ca_system_score_codex":0.0019528144,"about_ca_system_score_gemma":0.0009004557,"threshold_uncertainty_score":0.014168739},"labels":[],"label_agreement":null},{"id":"W2136133839","doi":"10.1109/jsac.2011.110304","title":"Optimal Distributed Vertical Handoff Strategies in Vehicular Heterogeneous Networks","year":2011,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":86,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Handover; Computer network; Transmission (telecommunications); Heterogeneous network; Vertical handover; Wireless network; Wireless ad hoc network; Cellular network; Vehicular ad hoc network; Wireless; Telecommunications","score_opus":0.0435194600275318,"score_gpt":0.28895316208354094,"score_spread":0.24543370205600915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136133839","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28864923,0.0010078644,0.7054086,0.00027841222,0.0000730121,0.000095831296,0.000073536205,0.00020218513,0.004211393],"genre_scores_gemma":[0.9905061,0.00010877759,0.008785436,0.000023643446,0.00001238277,0.000020819354,0.000017664337,0.0000078808525,0.0005172011],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921155,0.00023898322,0.00003779789,0.00011116974,0.00013259231,0.00026792102],"domain_scores_gemma":[0.9986759,0.00071665726,0.00022576313,0.00008235873,0.0001475612,0.00015188941],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014022953,0.00096439733,0.0009796824,0.00064457854,0.0005491959,0.0009534241,0.0011799077,0.00074448815,0.00079631887],"category_scores_gemma":[0.0023200326,0.0004785702,0.00031260512,0.000536168,0.00079434994,0.0009926553,0.0012017179,0.0004414597,0.0001258093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020138962,0.000057950663,0.0005775728,0.000033343138,0.00003983894,0.000116806405,0.00005299747,0.96961975,0.0028406444,0.005203939,0.00033382684,0.020922039],"study_design_scores_gemma":[0.00002331297,0.00006567388,0.00018916445,0.0000034559725,0.000011134704,0.000017242444,0.00005042926,0.9953934,0.00041417012,0.003693775,0.00013144028,0.000006719638],"about_ca_topic_score_codex":0.0041312147,"about_ca_topic_score_gemma":0.004124742,"teacher_disagreement_score":0.0041312147,"about_ca_system_score_codex":0.0010699864,"about_ca_system_score_gemma":0.0006749411,"threshold_uncertainty_score":0.0082143545},"labels":[],"label_agreement":null},{"id":"W2136429259","doi":"10.1109/pimrc.2003.1264377","title":"A power-controlled multiple access scheme for differentiated service and energy efficiency in mobile ad hoc networks and wireless LANs","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Computer network; Network packet; Quality of service; Throughput; Schedule; Wireless ad hoc network; Network allocation vector; IEEE 802.11s; Power control; IEEE 802.11e-2005; Access control; IEEE 802.11; Wireless network; Wireless; Power (physics); Wi-Fi array; Telecommunications","score_opus":0.011305249948226266,"score_gpt":0.2534357839385959,"score_spread":0.24213053399036963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136429259","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026480375,0.0032768724,0.96107584,0.00048117002,0.00037452602,0.00018744516,0.000039151124,0.00071882695,0.007365714],"genre_scores_gemma":[0.73842555,0.002389149,0.25014195,0.00054922525,0.0003266872,0.0002860765,0.00011701422,0.00004228342,0.0077221077],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993716,0.00019038073,0.000038720078,0.00006576302,0.000266484,0.00006711318],"domain_scores_gemma":[0.99924517,0.00025834463,0.00008560651,0.00015170897,0.00020181223,0.000057319787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009998769,0.00040684213,0.00039311344,0.0005460422,0.00052215887,0.0009908746,0.0012810377,0.00067284703,0.0012618761],"category_scores_gemma":[0.0020965652,0.0001601874,0.000263157,0.0005918615,0.00089417124,0.0012396276,0.001057964,0.0010610315,0.0003689106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005812678,0.00031982065,0.0011803572,0.00060075877,0.000107271364,0.0009995468,0.0005494457,0.055133905,0.13184854,0.3610041,0.0057329233,0.44194204],"study_design_scores_gemma":[0.00019781088,0.0012035581,0.0009816983,0.00008469788,0.0001741297,0.0018972332,0.00019719478,0.74487114,0.05727926,0.06801703,0.12495775,0.00013849401],"about_ca_topic_score_codex":0.00051152287,"about_ca_topic_score_gemma":0.0006775506,"teacher_disagreement_score":0.0012810377,"about_ca_system_score_codex":0.00053770543,"about_ca_system_score_gemma":0.00054474623,"threshold_uncertainty_score":0.0052879453},"labels":[],"label_agreement":null},{"id":"W2136525004","doi":"10.1109/icccn.1998.998799","title":"Hop reservation multiple access (HRMA) for multichannel packet radio networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Computer network; Aloha; Network packet; Computer science; Handshake; Reservation; Hop (telecommunications); Throughput; Spread spectrum; Channel (broadcasting); Asynchronous communication; Wireless; Telecommunications","score_opus":0.09441387659272234,"score_gpt":0.2995073914471325,"score_spread":0.20509351485441019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136525004","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007216324,0.008401786,0.97726816,0.00041563387,0.000503598,0.000112056085,0.00005437251,0.00064799824,0.0053801285],"genre_scores_gemma":[0.37204152,0.011966083,0.6038334,0.00038935244,0.0010020027,0.00090120145,0.00026026467,0.00021732142,0.009388836],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987293,0.0003984664,0.000053700827,0.00011494951,0.0006019642,0.00010167629],"domain_scores_gemma":[0.99885726,0.0005508088,0.00016989867,0.00016970823,0.00021539438,0.00003688715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013994264,0.0009014746,0.0005504403,0.00051669765,0.0005541603,0.0011916516,0.0011624963,0.00090361043,0.0019294306],"category_scores_gemma":[0.0023523923,0.00034779878,0.0004993213,0.0006152206,0.0011483561,0.0018848636,0.00064138527,0.0016032853,0.0006158456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020277571,0.00011882398,0.001451738,0.0011087486,0.0001596687,0.0007545097,0.00033562814,0.19848712,0.03921591,0.53289676,0.00941802,0.21585034],"study_design_scores_gemma":[0.00007693381,0.00046033107,0.00069475704,0.00012937128,0.000109590415,0.0013066828,0.00008983354,0.7875983,0.014016869,0.09619632,0.099221006,0.00009996934],"about_ca_topic_score_codex":0.00058415195,"about_ca_topic_score_gemma":0.000622031,"teacher_disagreement_score":0.0019294306,"about_ca_system_score_codex":0.00073854154,"about_ca_system_score_gemma":0.0008290672,"threshold_uncertainty_score":0.0074009895},"labels":[],"label_agreement":null},{"id":"W2136548423","doi":"10.1109/mcom.2010.5594687","title":"Shortest path bridging: Efficient control of larger ethernet networks","year":2010,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer network; Computer science; Forwarding plane; Bridging (networking); Backhaul (telecommunications); Shortest path problem; Ethernet; Metro Ethernet; Distributed computing; Scalability; Ethernet flow control; Network packet; Base station","score_opus":0.018889417018586305,"score_gpt":0.27260257141768135,"score_spread":0.25371315439909503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136548423","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021333633,0.0008495476,0.9713652,0.00018385972,0.00011528339,0.00007784019,0.000045847817,0.0014589865,0.004569835],"genre_scores_gemma":[0.77717316,0.0012747934,0.21542788,0.00013066786,0.00025774667,0.0001815059,0.00022824791,0.00025657975,0.0050694314],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995346,0.00008497788,0.00003062464,0.000088425644,0.00020754273,0.000053816446],"domain_scores_gemma":[0.9995047,0.00020833648,0.000074566866,0.00008741293,0.00008801194,0.00003687907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012196765,0.0005929795,0.00046966746,0.00073344045,0.00038067176,0.0012172741,0.0012848508,0.00032287053,0.0030607907],"category_scores_gemma":[0.0013980409,0.00019315681,0.00016861512,0.00057116296,0.00055107835,0.0018365111,0.0012074951,0.00063546584,0.00027524473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003581622,0.00014244995,0.0007928478,0.00033897438,0.00005742444,0.00019918574,0.00055312726,0.18687367,0.09346947,0.18008652,0.008997471,0.52813065],"study_design_scores_gemma":[0.00006612482,0.00021878797,0.00034050073,0.000034747936,0.000024334155,0.00011451842,0.00008219452,0.90068984,0.018724492,0.045681063,0.03399547,0.00002793689],"about_ca_topic_score_codex":0.0006557913,"about_ca_topic_score_gemma":0.0007355462,"teacher_disagreement_score":0.0030607907,"about_ca_system_score_codex":0.00047646114,"about_ca_system_score_gemma":0.000345348,"threshold_uncertainty_score":0.010239363},"labels":[],"label_agreement":null},{"id":"W2136768212","doi":"10.1109/wcnc.2008.312","title":"Adaptive Tuning of MIMO-Enabled 802.11e WLANs with Network Utility Maximization","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Physical layer; MIMO; Spatial multiplexing; Quality of service; Wireless network; Throughput; Wireless; Wi-Fi; Multi-user MIMO; Cross-layer optimization; Channel (broadcasting); Telecommunications","score_opus":0.030147074337260184,"score_gpt":0.22279677323265576,"score_spread":0.19264969889539557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136768212","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13125303,0.00047922166,0.8601984,0.00020953982,0.00004865968,0.00005842938,0.000017369015,0.0004138152,0.00732159],"genre_scores_gemma":[0.9877438,0.00007419492,0.011636212,0.00003349877,0.000012576304,0.000020994885,0.0000061047226,0.000010846373,0.0004617371],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896157,0.000407702,0.000031702013,0.00012150607,0.0002876623,0.0001898786],"domain_scores_gemma":[0.99887115,0.0006895871,0.00012462844,0.000075582895,0.0001758463,0.000063115505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017953072,0.00052390597,0.0006523476,0.00031047547,0.00032319326,0.0007123211,0.0009511418,0.000495361,0.00060365815],"category_scores_gemma":[0.003527841,0.00032404854,0.00026031397,0.00033130578,0.0006500711,0.00057395076,0.0008368822,0.00062830746,0.0001560987],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016995656,0.00013063959,0.0015968356,0.00004623722,0.000046823803,0.00014453866,0.00009596851,0.933926,0.020963622,0.007039343,0.00037185245,0.035468202],"study_design_scores_gemma":[0.000014196877,0.000039894046,0.0003534275,0.0000024070707,0.0000073253564,0.000033480228,0.000011689554,0.9955605,0.0027620166,0.0010015222,0.00020612385,0.0000074755085],"about_ca_topic_score_codex":0.0013283949,"about_ca_topic_score_gemma":0.0013859702,"teacher_disagreement_score":0.0017953072,"about_ca_system_score_codex":0.00075667695,"about_ca_system_score_gemma":0.0003662261,"threshold_uncertainty_score":0.009494603},"labels":[],"label_agreement":null},{"id":"W2136798698","doi":"10.1109/wcnc.2007.794","title":"Performance of Key Distribution in 802.15.4 Beacon Enabled Cluster","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Key (lock); Network packet; Computer science; Computer network; Reliability (semiconductor); Cluster (spacecraft); Node (physics); Sleep mode; Key exchange; Wireless sensor network; Energy consumption; Key management; Power management; Distributed computing; Power consumption; Power (physics); Public-key cryptography; Computer security; Engineering; Electrical engineering","score_opus":0.009666660891782343,"score_gpt":0.24115901339526197,"score_spread":0.23149235250347963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136798698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98067963,0.00054861425,0.016577825,0.00013434142,0.000037564452,0.000029610974,0.00006576465,0.00043972424,0.0014868715],"genre_scores_gemma":[0.99882704,0.00005507945,0.00088176096,0.0000093203635,0.0000029313674,0.000007871177,0.000043687563,0.000012600641,0.00015967585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980551,0.00041534772,0.00008329015,0.00030376768,0.0006091914,0.00053336937],"domain_scores_gemma":[0.99315083,0.0037940962,0.0007200461,0.000557272,0.0014775557,0.00030010866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002209054,0.00048683397,0.00056147366,0.00072838424,0.000621164,0.0008124068,0.0008008521,0.0005530471,0.0005589824],"category_scores_gemma":[0.010853045,0.00018300659,0.00016959096,0.0006680007,0.0007963109,0.0012017929,0.0007398094,0.00045444586,0.0001156044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004864306,0.000358543,0.02215694,0.00025556752,0.00019424556,0.00037652574,0.0006017533,0.86580294,0.05854602,0.006011877,0.0015699036,0.03926136],"study_design_scores_gemma":[0.00009409031,0.0012486624,0.008105389,0.000020399653,0.0000720492,0.00023014049,0.0002108511,0.95707846,0.030945776,0.0014068454,0.00054076314,0.00004652494],"about_ca_topic_score_codex":0.0024348996,"about_ca_topic_score_gemma":0.00097487995,"teacher_disagreement_score":0.0024348996,"about_ca_system_score_codex":0.0015268611,"about_ca_system_score_gemma":0.00088364386,"threshold_uncertainty_score":0.011682749},"labels":[],"label_agreement":null},{"id":"W2136823104","doi":"10.1109/glocom.2010.5683763","title":"Video Streaming with PCA and Hard vs Soft DRP","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Wireless; Quality of service; Reservation; Protocol (science); Real-time computing; Telecommunications","score_opus":0.00914059214034597,"score_gpt":0.2258027735732554,"score_spread":0.21666218143290944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136823104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87767226,0.0017060229,0.112303525,0.0004116574,0.00007060321,0.00013829886,0.000039071012,0.0006013034,0.0070572793],"genre_scores_gemma":[0.98737353,0.0001973889,0.011881464,0.000049303428,0.000030456733,0.000023331842,0.000010318144,0.000014811243,0.0004194054],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990797,0.0002954864,0.000048024576,0.00011858209,0.0003145499,0.00014364178],"domain_scores_gemma":[0.9962599,0.0023577062,0.00040751087,0.0003432551,0.00034230153,0.00028937415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013508036,0.0006363228,0.00048335397,0.00056007435,0.00038345277,0.001218159,0.00079745305,0.00046999953,0.00063857157],"category_scores_gemma":[0.0053603845,0.000268501,0.00019342294,0.00044131267,0.0008827729,0.0015959517,0.0008785433,0.0008765198,0.00010677947],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0054507325,0.0011937561,0.018956296,0.000996083,0.00024149251,0.0013508749,0.00063570525,0.21852787,0.41498008,0.038867295,0.0013543266,0.2974455],"study_design_scores_gemma":[0.00019673955,0.0019704497,0.004665738,0.000033348213,0.00008774344,0.00048755028,0.00018847949,0.92164713,0.06278181,0.006848318,0.0010382663,0.000054426928],"about_ca_topic_score_codex":0.0010588322,"about_ca_topic_score_gemma":0.001531679,"teacher_disagreement_score":0.0013508036,"about_ca_system_score_codex":0.00047455088,"about_ca_system_score_gemma":0.0005708889,"threshold_uncertainty_score":0.007143855},"labels":[],"label_agreement":null},{"id":"W2136936980","doi":"10.1109/icc.2013.6655393","title":"About the practicality of using partially overlapping channels in IEEE 802.11 b/g networks","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Computer network; Throughput; Channel (broadcasting); IEEE 802.11; Wireless; Interference (communication); IEEE 802; ISM band; Wireless lan; Wireless network; IEEE 802.15; Telecommunications; Wireless sensor network; Quality of service","score_opus":0.050463199203481364,"score_gpt":0.3028423933713118,"score_spread":0.25237919416783045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136936980","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23109832,0.04543979,0.55432045,0.09688252,0.0035929948,0.00035556286,0.00047562824,0.0015620956,0.06627254],"genre_scores_gemma":[0.92347664,0.01216748,0.05569336,0.0037435999,0.00201189,0.0001998445,0.00013140013,0.0001655027,0.0024102482],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.98344684,0.009338021,0.0005310245,0.001628152,0.00423774,0.00081817305],"domain_scores_gemma":[0.8716588,0.10277606,0.004481481,0.014450505,0.0058849533,0.0007481497],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017558359,0.0014596831,0.00085765787,0.0010212503,0.0015052095,0.0036404426,0.0032979774,0.005964961,0.0052210423],"category_scores_gemma":[0.08830511,0.0011078755,0.0006633252,0.0012988243,0.007105287,0.014390097,0.0022787806,0.005496305,0.0011597516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024888776,0.00057351886,0.01938116,0.0025599122,0.00028613757,0.0015990604,0.0019173807,0.22697884,0.030256368,0.31578812,0.025874965,0.37229568],"study_design_scores_gemma":[0.00047933744,0.002465818,0.009257936,0.0021712664,0.0003447629,0.004420625,0.0032037224,0.29938772,0.031737134,0.5823676,0.06370594,0.0004581558],"about_ca_topic_score_codex":0.0024298078,"about_ca_topic_score_gemma":0.0012767524,"teacher_disagreement_score":0.017558359,"about_ca_system_score_codex":0.0016839604,"about_ca_system_score_gemma":0.0012130921,"threshold_uncertainty_score":0.09285855},"labels":[],"label_agreement":null},{"id":"W2136951362","doi":"10.1109/lcn.1990.128645","title":"Transient performance of a CSMA system under temporary overload conditions","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Network packet; Computer science; Markov process; Markov chain; Trajectory; Transient (computer programming); Relaxation (psychology); Carrier sense multiple access with collision avoidance; Computer network; Real-time computing; Mathematics; Throughput; Wireless; Physics; Telecommunications","score_opus":0.02604243073129475,"score_gpt":0.23077609198090884,"score_spread":0.2047336612496141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136951362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94757193,0.00027504878,0.04819761,0.00020141469,0.00003685355,0.00001777425,0.00006256345,0.00038524435,0.0032514993],"genre_scores_gemma":[0.9994104,0.000031019452,0.00035875294,0.000008369994,0.0000026231648,0.000003431869,0.000011878112,0.0000052021246,0.0001683772],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996486,0.000083245424,0.000017498749,0.000042816064,0.00009670756,0.00011113005],"domain_scores_gemma":[0.9971443,0.0019606706,0.00028961775,0.00018354862,0.00030244852,0.00011951586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067659945,0.00034344225,0.00042273893,0.0003445699,0.0004354151,0.00052123197,0.00033428974,0.0006848508,0.0010855513],"category_scores_gemma":[0.0038031247,0.0001354806,0.00025747513,0.00026904172,0.0006795187,0.00051672006,0.0004516291,0.0005792058,0.00016131706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010727508,0.00012568111,0.006613913,0.00011726974,0.00008880073,0.0004822653,0.0005158741,0.91146016,0.058249254,0.0058111446,0.0005631232,0.014899808],"study_design_scores_gemma":[0.00001654559,0.000255871,0.0026183932,0.000008009735,0.000023065537,0.0000732347,0.000081929225,0.98885965,0.0070973183,0.0007990128,0.00015126454,0.0000156727],"about_ca_topic_score_codex":0.003625311,"about_ca_topic_score_gemma":0.0011660302,"teacher_disagreement_score":0.003625311,"about_ca_system_score_codex":0.00071401714,"about_ca_system_score_gemma":0.00034598698,"threshold_uncertainty_score":0.007208407},"labels":[],"label_agreement":null},{"id":"W2136974086","doi":"10.22230/cjc.2008v33n3a2110","title":"Building Wi-Fi Networks for Communities: Three Canadian Cases","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"Infrastructure Canada; University of Toronto; York University; Government of Canada","keywords":"Landline; Telecommunications; Community radio; Position (finance); Order (exchange); Geography; Business; Political science; Public relations; Computer science; Finance","score_opus":0.06260108275015507,"score_gpt":0.2757778075303878,"score_spread":0.2131767247802327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136974086","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8099829,0.0007700991,0.005375815,0.007005913,0.000052017516,0.0006958729,0.0002507211,0.0000679416,0.17579874],"genre_scores_gemma":[0.9809981,0.00087527325,0.004179867,0.00036994906,0.000007963991,0.00020948001,0.000093724135,0.000018044579,0.013247571],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9942367,0.001641322,0.00008958098,0.00022060225,0.0013558811,0.0024558874],"domain_scores_gemma":[0.9951917,0.0010589197,0.000267349,0.00021550673,0.0011851877,0.0020812983],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030292156,0.0007342275,0.0002837451,0.0017310064,0.033430208,0.004713584,0.0023306967,0.003366566,0.0029569312],"category_scores_gemma":[0.0070830756,0.00041968972,0.00048684652,0.003553831,0.0073713115,0.0019123026,0.005500805,0.001904711,0.00025836632],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032184416,0.0008188122,0.051794093,0.0006463922,0.000058266276,0.0459209,0.3592297,0.015012055,0.0034739636,0.39615083,0.024127588,0.10244551],"study_design_scores_gemma":[0.00016302653,0.00031022177,0.025851002,0.0005130141,0.000088441106,0.0040002745,0.61042565,0.011369069,0.0021053797,0.016490746,0.32854185,0.00014135221],"about_ca_topic_score_codex":0.9621712,"about_ca_topic_score_gemma":0.9857611,"teacher_disagreement_score":0.055987887,"about_ca_system_score_codex":0.055987887,"about_ca_system_score_gemma":0.063824825,"threshold_uncertainty_score":0.40622246},"labels":[],"label_agreement":null},{"id":"W2137051542","doi":"10.1109/twc.2007.060889","title":"A token-based scheduling scheme for WLANs supporting voice/data traffic and its performance analysis","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Polling; Computer science; Computer network; Scheduling (production processes); Token bucket; Access control; Scheme (mathematics); Quality of service","score_opus":0.0836622193415896,"score_gpt":0.32174532416911106,"score_spread":0.23808310482752146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137051542","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19895446,0.0019315629,0.79430455,0.0001878089,0.0002182895,0.00025520922,0.00015861678,0.00092751946,0.0030620857],"genre_scores_gemma":[0.95629346,0.00038507945,0.04220346,0.000027805578,0.000046960078,0.00007289479,0.00006385821,0.00002181482,0.0008846486],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994862,0.00013195355,0.00004297416,0.0000704253,0.00018293975,0.00008553902],"domain_scores_gemma":[0.99901795,0.00034440515,0.00017617314,0.00011677896,0.0002767124,0.00006793453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011965288,0.00047490522,0.0006399802,0.0006444916,0.0006801407,0.0008005598,0.00088767556,0.0003232047,0.0008324169],"category_scores_gemma":[0.0024981117,0.00022026693,0.000298528,0.00077844714,0.0005721107,0.0010156565,0.00045925728,0.000399145,0.000180532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026284985,0.000391993,0.0033784756,0.0005991842,0.00016033433,0.00058486045,0.0003508967,0.4705723,0.151739,0.104833595,0.0037304468,0.2610304],"study_design_scores_gemma":[0.000049266528,0.00039957283,0.0004429309,0.000009663675,0.000038786042,0.00020788799,0.000019254818,0.98571473,0.008437409,0.002991358,0.0016532181,0.000035805915],"about_ca_topic_score_codex":0.0023102127,"about_ca_topic_score_gemma":0.0013863358,"teacher_disagreement_score":0.0023102127,"about_ca_system_score_codex":0.0015261401,"about_ca_system_score_gemma":0.0014957265,"threshold_uncertainty_score":0.011073053},"labels":[],"label_agreement":null},{"id":"W2137155234","doi":"10.1109/icc.2008.495","title":"Utility-Optimal Cross-Layer Design for WLAN with MIMO Channels","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; MIMO; Physical layer; Spatial multiplexing; Aloha; Computer network; Transmission (telecommunications); Wi-Fi; Throughput; Wireless; Cross-layer optimization; Reliability (semiconductor); Wireless network; Channel (broadcasting); Telecommunications","score_opus":0.08743352574437781,"score_gpt":0.30531917069299147,"score_spread":0.21788564494861368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137155234","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013858141,0.00033436218,0.9833251,0.0001205735,0.000023743736,0.000041427385,0.000019662371,0.000114049304,0.002162882],"genre_scores_gemma":[0.8220397,0.00054198503,0.17387143,0.0001618952,0.000051336156,0.0002540158,0.00007575822,0.00009078649,0.0029131123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987735,0.0006739859,0.000036870828,0.00012356586,0.00022342069,0.00016859196],"domain_scores_gemma":[0.9984919,0.0009109969,0.00013151801,0.000069203874,0.0003142851,0.00008215938],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003182883,0.0010981048,0.0010915436,0.0005909737,0.00044950223,0.0017569988,0.0010711994,0.0007845074,0.002620911],"category_scores_gemma":[0.0037169734,0.0008590049,0.0005840242,0.00050765375,0.0010240605,0.000916766,0.0015311087,0.0010192809,0.0004155039],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006640864,0.00003576019,0.0002530507,0.000037521633,0.000028388473,0.000034845165,0.00003809456,0.97721046,0.0011864842,0.00911571,0.00040942625,0.011583773],"study_design_scores_gemma":[0.000006929737,0.000014299332,0.000017499686,0.0000018831616,0.0000037574098,0.0000034544144,0.000004429566,0.99881494,0.00011983353,0.0009246495,0.000086311295,0.0000020089633],"about_ca_topic_score_codex":0.0031493336,"about_ca_topic_score_gemma":0.0027728663,"teacher_disagreement_score":0.003182883,"about_ca_system_score_codex":0.0015871223,"about_ca_system_score_gemma":0.0019189497,"threshold_uncertainty_score":0.016832948},"labels":[],"label_agreement":null},{"id":"W2137239365","doi":"10.1109/icbn.2005.1589657","title":"Efficiency and throughput analysis of delayed-acknowledgement in WPANs","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Goodput; Acknowledgement; Throughput; Computer science; Retransmission; Channel (broadcasting); Uncorrelated; Markov chain; Fading; Algorithm; Markov process; Electronic engineering; Statistical physics; Transmission (telecommunications); Mathematics; Statistics; Computer network; Wireless; Telecommunications; Physics; Engineering; Machine learning","score_opus":0.011908381357850375,"score_gpt":0.27445029173786906,"score_spread":0.2625419103800187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137239365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.619548,0.0015674428,0.37206218,0.00025791168,0.000033848366,0.000041045874,0.00012079377,0.00036701903,0.006001795],"genre_scores_gemma":[0.99507374,0.0003118834,0.0040045804,0.000010686383,0.000008828689,0.000013866541,0.000022243783,0.000014577149,0.0005396664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992417,0.00025116088,0.0000260536,0.00008509033,0.00027068306,0.00012532173],"domain_scores_gemma":[0.99743205,0.0017312316,0.00026043833,0.00021733806,0.00031920464,0.00003972189],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014308445,0.00054990884,0.0007002218,0.0006682268,0.00037851304,0.0007926014,0.00078739546,0.00046825036,0.0005604174],"category_scores_gemma":[0.004814114,0.00030775656,0.00035293924,0.0007049059,0.0010004954,0.0011702892,0.0006030354,0.00053213193,0.0001346734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012762664,0.000037355214,0.0014317518,0.000062098254,0.000029676869,0.00017327783,0.00014423853,0.9508345,0.012860949,0.0239848,0.00021199933,0.010101738],"study_design_scores_gemma":[0.0000016581116,0.00001748147,0.0002812171,0.000003379362,0.0000056816193,0.000022836823,0.000011400236,0.99592614,0.0017461609,0.0018948903,0.000084251194,0.0000049063237],"about_ca_topic_score_codex":0.0035263044,"about_ca_topic_score_gemma":0.0012356573,"teacher_disagreement_score":0.0035263044,"about_ca_system_score_codex":0.0021218269,"about_ca_system_score_gemma":0.00061275053,"threshold_uncertainty_score":0.015394986},"labels":[],"label_agreement":null},{"id":"W2137320174","doi":"10.1145/1413862.1413869","title":"End-to-end delay control of multimedia applications over multihop wireless links","year":2008,"lang":"en","type":"article","venue":"ACM Transactions on Multimedia Computing Communications and Applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Computer network; Testbed; Quality of service; Application layer; Network layer; Middleware (distributed applications); Wireless network; Service layer; Mobile QoS; Adaptation (eye); Distributed computing; Service (business); Wireless; Layer (electronics); Telecommunications; Service provider; Operating system; Software","score_opus":0.024436174584772624,"score_gpt":0.2881848364975298,"score_spread":0.26374866191275714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137320174","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4252473,0.0014230793,0.5669463,0.00024107534,0.00014800379,0.000116987765,0.00006357779,0.0014177049,0.0043957946],"genre_scores_gemma":[0.96955085,0.00028081486,0.02903892,0.000039138064,0.00003188688,0.000030380399,0.000035978697,0.000029295363,0.00096261216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99962306,0.00006161506,0.000022177677,0.00007557669,0.00016903768,0.000048507434],"domain_scores_gemma":[0.99904317,0.000413955,0.00013914882,0.00009542321,0.0002492438,0.000059110782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008067349,0.0005041987,0.00030318,0.0004297718,0.00039820644,0.0006000363,0.0006533007,0.00027015753,0.0003958498],"category_scores_gemma":[0.0023559763,0.00010923055,0.00009599232,0.00026228884,0.0002700599,0.0005712857,0.00041109635,0.00044109626,0.00010248536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007384975,0.00040088684,0.004977581,0.00021510078,0.000053196494,0.00025148588,0.00026091092,0.3662298,0.3336441,0.006487103,0.0013164954,0.28542483],"study_design_scores_gemma":[0.000027921848,0.0002052438,0.0018229112,0.0000077526265,0.00002382029,0.0001225644,0.000041251176,0.9209007,0.07259656,0.0018096368,0.0024190932,0.000022581287],"about_ca_topic_score_codex":0.0011978528,"about_ca_topic_score_gemma":0.0015720468,"teacher_disagreement_score":0.0011978528,"about_ca_system_score_codex":0.00057252636,"about_ca_system_score_gemma":0.00040042857,"threshold_uncertainty_score":0.004266441},"labels":[],"label_agreement":null},{"id":"W2137367422","doi":"10.1109/glocom.2009.5425521","title":"One-Hop Call Admission Control in Heterogeneous Wireless Networks: A Queueing Analysis","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Call Admission Control; Computer network; Computer science; Queueing theory; Quality of service; Wireless network; Call blocking; Wireless; Telecommunications","score_opus":0.01237509377456982,"score_gpt":0.2563444270919981,"score_spread":0.2439693333174283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137367422","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13772102,0.0026870202,0.8515461,0.00088038144,0.00015074555,0.00011593124,0.000054968037,0.00029147722,0.0065524336],"genre_scores_gemma":[0.9785169,0.0010667802,0.018500684,0.00013609478,0.00017076817,0.000051176496,0.000026488333,0.00004361839,0.0014874785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987338,0.00036471867,0.000041556017,0.0001412594,0.00044397791,0.0002746823],"domain_scores_gemma":[0.9966274,0.002366228,0.0002912306,0.00014726217,0.00043785988,0.00013005202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027172654,0.0009825386,0.0008454303,0.0008442807,0.00089520524,0.0015366575,0.0013725875,0.0012064661,0.0010850411],"category_scores_gemma":[0.007299139,0.0003429943,0.0006211302,0.0007393414,0.001960064,0.0019693372,0.0008290408,0.001230234,0.00018785743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000094987954,0.00019661135,0.0013718697,0.00008021023,0.00005300764,0.00021016094,0.00022428767,0.8771665,0.010350297,0.094798505,0.0009398692,0.014513731],"study_design_scores_gemma":[0.000003723835,0.000012546054,0.00011884705,0.0000022114837,0.000008184554,0.000013396572,0.0000095093,0.99586475,0.00033662043,0.0035377834,0.0000861632,0.0000062176273],"about_ca_topic_score_codex":0.0110706985,"about_ca_topic_score_gemma":0.003468236,"teacher_disagreement_score":0.0110706985,"about_ca_system_score_codex":0.0026882233,"about_ca_system_score_gemma":0.0017407236,"threshold_uncertainty_score":0.022012532},"labels":[],"label_agreement":null},{"id":"W2137381410","doi":"10.1109/icccn.2001.956323","title":"Fair scheduling with bottleneck consideration in wireless ad-hoc networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Wireless ad hoc network; Bottleneck; Computer science; Scheduling (production processes); Wireless network; Computer network; Distributed computing; Wireless; Stochastic geometry models of wireless networks; Network topology; Vehicular ad hoc network; Mathematical optimization; Mathematics","score_opus":0.019904873992052607,"score_gpt":0.2234774076361287,"score_spread":0.2035725336440761,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137381410","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013063402,0.0011578909,0.98319095,0.00028988783,0.00009612939,0.000035587556,0.000019488436,0.00025061728,0.001896136],"genre_scores_gemma":[0.85895944,0.0017540181,0.13720939,0.00012577535,0.00039226853,0.00013622793,0.000037459537,0.00007569178,0.0013097872],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982206,0.0008134835,0.00007258967,0.00020925884,0.0005165493,0.00016752476],"domain_scores_gemma":[0.99440837,0.004076919,0.00026726295,0.00058067957,0.0005163359,0.0001503585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0049474365,0.00081552914,0.00090562506,0.000923896,0.0012671871,0.0017383612,0.0019982716,0.00084567367,0.00076587265],"category_scores_gemma":[0.01421645,0.0006016842,0.00032469205,0.0010164208,0.002006651,0.0046440144,0.0011620396,0.0010233169,0.00019250922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012677065,0.000056524743,0.00075424137,0.00018226304,0.0000442827,0.00014913677,0.00023882792,0.5808597,0.002705128,0.36218658,0.001631831,0.051064707],"study_design_scores_gemma":[0.000016765933,0.000027431159,0.00006912034,0.000014710353,0.00001523022,0.000026460184,0.000024001049,0.81950897,0.0008811705,0.17801204,0.0013930718,0.000011000947],"about_ca_topic_score_codex":0.0021279843,"about_ca_topic_score_gemma":0.0014632326,"teacher_disagreement_score":0.0049474365,"about_ca_system_score_codex":0.0017300912,"about_ca_system_score_gemma":0.0022685218,"threshold_uncertainty_score":0.02616489},"labels":[],"label_agreement":null},{"id":"W2137608460","doi":"10.1109/glocom.2010.5683941","title":"Formulation of a New Constraint for Admitting Flows in Multi-Rate Wireless Ad Hoc Networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Wireless ad hoc network; Computer network; Quality of service; Constraint (computer-aided design); Node (physics); Bandwidth (computing); Channel (broadcasting); Wireless; Key (lock); Communication source; Distributed computing; Telecommunications; Mathematics; Engineering","score_opus":0.0351901948329902,"score_gpt":0.2969138846936923,"score_spread":0.2617236898607021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137608460","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005365037,0.00037165394,0.98975116,0.0005498714,0.00019982253,0.0001114757,0.00009545667,0.00008056447,0.0034750008],"genre_scores_gemma":[0.2735042,0.0012833037,0.71655935,0.0006628167,0.0006722331,0.00071390206,0.00033645204,0.00026588593,0.0060018315],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99678254,0.0011197762,0.00024183391,0.0004272137,0.001197461,0.0002312936],"domain_scores_gemma":[0.99359363,0.004300787,0.0004961561,0.00032666844,0.0010587773,0.0002239768],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00437766,0.0011556471,0.0011317132,0.00082248007,0.00064560404,0.0021908164,0.0027278895,0.0019198613,0.0024359457],"category_scores_gemma":[0.012500196,0.00061877765,0.00065587665,0.00090332155,0.0010792135,0.0039979704,0.0017208674,0.0027788987,0.0005815011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008791404,0.00011449664,0.0005528459,0.0003166365,0.00003343884,0.00036831148,0.00019428559,0.7677593,0.007080795,0.17787272,0.0033012254,0.04231798],"study_design_scores_gemma":[0.000025665959,0.000062463376,0.0001231636,0.00004413757,0.000009326301,0.00009674849,0.000023489332,0.9800132,0.0018891956,0.011582829,0.006101764,0.00002800697],"about_ca_topic_score_codex":0.0029611418,"about_ca_topic_score_gemma":0.002465322,"teacher_disagreement_score":0.00437766,"about_ca_system_score_codex":0.0013388864,"about_ca_system_score_gemma":0.0016982203,"threshold_uncertainty_score":0.023151577},"labels":[],"label_agreement":null},{"id":"W2137899840","doi":"10.1109/mwscas.2005.1594229","title":"IEEE 802.15.4 Wireless Conference Manager system","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Modular design; Computer science; Interface (matter); Wireless; Embedded system; Software; Computer network; Wireless network; Operating system","score_opus":0.01953817785912735,"score_gpt":0.24158591341242378,"score_spread":0.22204773555329643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137899840","genre_codex":"methods","genre_gemma":"software","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"software","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11637145,0.0038103226,0.6852054,0.0014212055,0.0014297304,0.0013531097,0.0014188356,0.06118005,0.12780996],"genre_scores_gemma":[0.8015894,0.0020545418,0.09322506,0.0014027356,0.00078241585,0.0011138978,0.0031930069,0.0008702144,0.095768675],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99929035,0.00015762505,0.00006835512,0.00014379215,0.00024362022,0.000096204225],"domain_scores_gemma":[0.9993647,0.00009701537,0.000073711715,0.00012619352,0.00024613537,0.00009220099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009919377,0.0006228719,0.00042707782,0.00089438,0.0005241358,0.0014464572,0.0013180376,0.0005883749,0.009326542],"category_scores_gemma":[0.0013159034,0.00021103815,0.00014387096,0.0005479136,0.00018809868,0.0012245639,0.0006758271,0.0007563492,0.003871553],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016270827,0.00064360077,0.012194077,0.0009021428,0.00028303167,0.0011872904,0.00081578083,0.019389048,0.13819192,0.03354527,0.1937074,0.5975133],"study_design_scores_gemma":[0.00038676552,0.0015736113,0.010406611,0.00009830073,0.00042331003,0.0030473818,0.00045047968,0.1812749,0.1846538,0.006194879,0.6112218,0.00026805873],"about_ca_topic_score_codex":0.00088729244,"about_ca_topic_score_gemma":0.0006221715,"teacher_disagreement_score":0.009326542,"about_ca_system_score_codex":0.00050787395,"about_ca_system_score_gemma":0.0006964795,"threshold_uncertainty_score":0.031200409},"labels":[],"label_agreement":null},{"id":"W2137981710","doi":"10.1109/wimob.2006.1696348","title":"On Channel Selection Strategies for Multi-Channel MAC Protocols in Wireless Ad Hoc Networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer network; Computer science; Channel (broadcasting); Control channel; Wireless ad hoc network; Throughput; Frame (networking); Reservation; Channel allocation schemes; Multiple Access with Collision Avoidance for Wireless; Wireless; Vehicular ad hoc network; Telecommunications; Telecommunications link","score_opus":0.03802613097738393,"score_gpt":0.3044546176900641,"score_spread":0.26642848671268016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137981710","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025409559,0.010106255,0.95660305,0.0005833957,0.00028642322,0.0002398095,0.000023819086,0.00025342268,0.006494151],"genre_scores_gemma":[0.6601325,0.008535858,0.3259559,0.0004885595,0.0004893478,0.000458165,0.00006488563,0.00013315609,0.0037416422],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99712026,0.0017158634,0.00011650468,0.00012079349,0.0007640524,0.00016254587],"domain_scores_gemma":[0.99218583,0.0061008795,0.00028431325,0.0004425084,0.000890644,0.000095755844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037024003,0.0009839358,0.0005629151,0.00076330686,0.0007767103,0.0012743147,0.0009036741,0.0006834063,0.0011404885],"category_scores_gemma":[0.0083201835,0.00036417687,0.00027974678,0.000782432,0.00123419,0.0020044928,0.0006569815,0.0009071749,0.0003394346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037116936,0.00019238034,0.0011356336,0.00041232505,0.000096106676,0.00025290207,0.00039840015,0.5728464,0.010659045,0.09373174,0.004196008,0.31570783],"study_design_scores_gemma":[0.000056771605,0.00025282975,0.0003329707,0.000090768444,0.000056879777,0.00015597839,0.00011010177,0.95760137,0.005126149,0.029721966,0.0064599845,0.000034283843],"about_ca_topic_score_codex":0.0018099291,"about_ca_topic_score_gemma":0.002270809,"teacher_disagreement_score":0.0037024003,"about_ca_system_score_codex":0.000739807,"about_ca_system_score_gemma":0.0008743148,"threshold_uncertainty_score":0.019580424},"labels":[],"label_agreement":null},{"id":"W2137996775","doi":"10.1109/tce.2008.4711219","title":"Three-dimensional absorbing Markov chain model for video streaming over IEEE 802.11 wireless networks","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Consumer Electronics","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Network packet; Computer network; Forward error correction; Automatic repeat request; Markov chain; Transmission (telecommunications); Overhead (engineering); Video quality; Real-time computing; Wireless network; Markov model; Channel (broadcasting); Error detection and correction; Markov process; Hybrid automatic repeat request; Wireless; Algorithm; Decoding methods; Telecommunications; Telecommunications link; Engineering","score_opus":0.022132321555858765,"score_gpt":0.2497141744298329,"score_spread":0.22758185287397414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137996775","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029331032,0.0004823947,0.96267396,0.0006641429,0.00009948087,0.00008293022,0.00032016894,0.00036321714,0.005982707],"genre_scores_gemma":[0.92045933,0.0020037193,0.05902591,0.00032214346,0.00016072961,0.00076527195,0.0007140756,0.00008668397,0.016462134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992194,0.00022059002,0.00003719664,0.00014085365,0.00022154974,0.00016043737],"domain_scores_gemma":[0.99747616,0.0016450594,0.00032781513,0.00010057826,0.00036246437,0.00008788384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012581006,0.0010349926,0.0014316434,0.00078929,0.00095302035,0.0015403867,0.0024251796,0.0021854858,0.005316571],"category_scores_gemma":[0.0037482504,0.0005337733,0.0010206681,0.0011812088,0.0015268764,0.0017095797,0.001089389,0.0023295681,0.0010137863],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004441955,0.000032307194,0.00054210005,0.000041713745,0.000020003099,0.00014555169,0.000081014645,0.9405218,0.0007859975,0.05425267,0.0005818718,0.0029506518],"study_design_scores_gemma":[0.000006005136,0.000009629018,0.000055171462,0.00000355448,0.000005273057,0.000011447518,0.0000056824915,0.9942398,0.000081285034,0.0054291096,0.00014767874,0.0000054811826],"about_ca_topic_score_codex":0.019223297,"about_ca_topic_score_gemma":0.0092673255,"teacher_disagreement_score":0.019223297,"about_ca_system_score_codex":0.0020411285,"about_ca_system_score_gemma":0.0014351822,"threshold_uncertainty_score":0.03822285},"labels":[],"label_agreement":null},{"id":"W2138393236","doi":"10.1109/wcnc.2007.682","title":"Experiences using Gateway-Enforced Rate-Limiting Techniques in Wireless Mesh Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Active queue management; Wireless mesh network; Network congestion; Shared mesh; Gateway address; Network performance; Network traffic control; Bottleneck; Router; Quality of service; Packet loss; Order One Network Protocol; Wireless network; Network packet; Routing protocol; Wireless; Telecommunications","score_opus":0.026422704079702375,"score_gpt":0.29474621843124904,"score_spread":0.26832351435154667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138393236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92583996,0.00061495474,0.06399093,0.00062095997,0.000057952937,0.000109922286,0.00003758338,0.0002605293,0.008467164],"genre_scores_gemma":[0.9842026,0.00022725156,0.01498808,0.00007457117,0.000018299565,0.000021924321,0.00002555471,0.000018409806,0.00042334196],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9975604,0.0016084589,0.00007139106,0.00009607744,0.00049273175,0.00017103464],"domain_scores_gemma":[0.99491787,0.0036602286,0.0002796904,0.00058029516,0.0004336853,0.00012827957],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004238535,0.00040369102,0.00036486736,0.00026782043,0.000556547,0.00073917344,0.0010954097,0.0010774349,0.0005162536],"category_scores_gemma":[0.009854941,0.00020097254,0.00025465194,0.00048279314,0.0010005716,0.0013684279,0.0008982127,0.00082097546,0.00008577648],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024687808,0.0025675446,0.054766823,0.00083774835,0.00037094558,0.0035670581,0.007698176,0.53855556,0.10113771,0.030605055,0.0047091884,0.25271547],"study_design_scores_gemma":[0.00049572,0.006968547,0.014772602,0.00014643942,0.00024851147,0.0017028557,0.0030291504,0.8147241,0.115089245,0.013240245,0.029355071,0.00022750563],"about_ca_topic_score_codex":0.0018344903,"about_ca_topic_score_gemma":0.0018987671,"teacher_disagreement_score":0.004238535,"about_ca_system_score_codex":0.00068708754,"about_ca_system_score_gemma":0.00022913807,"threshold_uncertainty_score":0.022415757},"labels":[],"label_agreement":null},{"id":"W2138503681","doi":"10.1007/978-3-642-11723-7_27","title":"Performance Evaluation of Quality of Service in IEEE 802.11e Wireless LANs","year":2010,"lang":"en","type":"book-chapter","venue":"Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; IEEE 802; Throughput; Distributed coordination function; Quality of service; Computer network; IEEE 802.11e-2005; Channel (broadcasting); IEEE 802.11; Transmission (telecommunications); Wireless lan; Protocol (science); IEEE 802.11b-1999; Service set; Service (business); Wireless; Wireless network; Wi-Fi; Telecommunications; Wi-Fi array","score_opus":0.0577254958191098,"score_gpt":0.29853684549142645,"score_spread":0.24081134967231665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138503681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81032014,0.00787583,0.15687919,0.00077089155,0.00032333037,0.0002009465,0.000630411,0.001708335,0.021290952],"genre_scores_gemma":[0.9869925,0.0009278741,0.0097520705,0.000038783804,0.00008614827,0.000035981873,0.00036473488,0.00007658181,0.0017255034],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9948304,0.0018021893,0.0002801621,0.00036265008,0.0023075314,0.00041706447],"domain_scores_gemma":[0.9924487,0.004229771,0.0005225778,0.0005465879,0.0020514717,0.00020085539],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004615503,0.00091909384,0.00071117847,0.0014692757,0.0004454553,0.0014425835,0.0010862196,0.00090522226,0.0020705725],"category_scores_gemma":[0.01178496,0.00022712434,0.00027666308,0.0016230288,0.0006864272,0.0018965283,0.00073071226,0.0006411875,0.00038250134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0040657804,0.0009430149,0.01992363,0.00081203785,0.0003302285,0.0003241781,0.00044711411,0.46822256,0.05771359,0.015574518,0.006253078,0.4253902],"study_design_scores_gemma":[0.00008244107,0.002567439,0.013019216,0.00007562304,0.00011684944,0.00044207956,0.00021201906,0.94325477,0.03343907,0.0033902838,0.0033188632,0.00008131331],"about_ca_topic_score_codex":0.0019049302,"about_ca_topic_score_gemma":0.0009865754,"teacher_disagreement_score":0.004615503,"about_ca_system_score_codex":0.0013728681,"about_ca_system_score_gemma":0.0003649286,"threshold_uncertainty_score":0.024409413},"labels":[],"label_agreement":null},{"id":"W2138683882","doi":"10.1109/glocom.1998.776644","title":"A dynamic reservation protocol for integrating CBR/VBR/ABR traffic over IEEE 802.14 HFC networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Variable bitrate; Computer science; Constant bitrate; Computer network; Reservation; Bandwidth (computing); Channel (broadcasting); Dynamic bandwidth allocation; Real-time computing; Channel allocation schemes; Quality of service; Telecommunications; Wireless","score_opus":0.04336000776271098,"score_gpt":0.3164836121957762,"score_spread":0.2731236044330652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138683882","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08169652,0.0015705362,0.91011864,0.00029517268,0.00015002825,0.00023683727,0.000054034233,0.0006385563,0.005239663],"genre_scores_gemma":[0.8358249,0.000859856,0.16019478,0.00007999613,0.00011961976,0.00024358393,0.00010125679,0.000062357394,0.0025135519],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993742,0.00012599258,0.000034787812,0.00005237511,0.00031728644,0.000095435724],"domain_scores_gemma":[0.99955446,0.00012579725,0.00005969345,0.00005795147,0.00017910931,0.000023017192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013344333,0.0005037073,0.00043801346,0.00065451226,0.0003986626,0.00097339303,0.0011267177,0.0005326317,0.0007751808],"category_scores_gemma":[0.0013478204,0.00029079893,0.00035167002,0.0003719419,0.00066627737,0.0011414248,0.00029343073,0.0006269391,0.00021438082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045081304,0.0003408087,0.002324485,0.00033004006,0.00014446364,0.00096659525,0.00033026707,0.4982015,0.13846171,0.2017324,0.004216308,0.15250058],"study_design_scores_gemma":[0.000039169237,0.00018784602,0.00031983134,0.0000125231445,0.000055137265,0.00031647048,0.000033887936,0.9800846,0.008793542,0.0062872586,0.0038339503,0.000035725745],"about_ca_topic_score_codex":0.0022462725,"about_ca_topic_score_gemma":0.0014479844,"teacher_disagreement_score":0.0022462725,"about_ca_system_score_codex":0.0008340716,"about_ca_system_score_gemma":0.0007444676,"threshold_uncertainty_score":0.00705719},"labels":[],"label_agreement":null},{"id":"W2138718901","doi":"10.1109/vetecf.2002.1040658","title":"An improved data flushing MAC protocol for IEEE 802.11 wireless ad hoc network","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Computer network; Computer science; Network allocation vector; Handshaking; Protocol data unit; Network packet; Inter-Access Point Protocol; Data transmission; Throughput; IEEE 802.11; Multiple Access with Collision Avoidance for Wireless; Distributed coordination function; Wireless ad hoc network; Overhead (engineering); IEEE 802.1X; Wireless network; Wireless; Wi-Fi; Optimized Link State Routing Protocol; Routing protocol; Telecommunications","score_opus":0.07035303689222229,"score_gpt":0.352823746677375,"score_spread":0.2824707097851527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138718901","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012540149,0.005004067,0.97113335,0.0005176863,0.0011160212,0.00039391537,0.00015779231,0.0033319667,0.0058050295],"genre_scores_gemma":[0.25875902,0.0048124855,0.7150998,0.0010037913,0.0009791537,0.0012967795,0.0013056073,0.00026853025,0.016474761],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999012,0.00019852948,0.00011777378,0.000108079206,0.00045180423,0.00011171555],"domain_scores_gemma":[0.99885726,0.00018107278,0.00008901362,0.00019596213,0.00061082066,0.0000658023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012414361,0.0009355008,0.00076538825,0.0010876149,0.00064875704,0.0008107376,0.0019044174,0.000807883,0.0021094058],"category_scores_gemma":[0.0022772062,0.00035622614,0.00056936196,0.00081710477,0.00041997785,0.0019050492,0.0009830568,0.0016775787,0.0011137585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007250882,0.0003988945,0.0020875726,0.0012446526,0.00023669108,0.00093589345,0.00048005403,0.04050665,0.16242576,0.040774863,0.030058317,0.7201255],"study_design_scores_gemma":[0.0005004228,0.0020693203,0.0033006037,0.00021021208,0.00064274337,0.00413454,0.00015915038,0.46519285,0.080484875,0.016516166,0.4263478,0.0004412915],"about_ca_topic_score_codex":0.001807289,"about_ca_topic_score_gemma":0.0018085582,"teacher_disagreement_score":0.0021094058,"about_ca_system_score_codex":0.00049666566,"about_ca_system_score_gemma":0.0008089596,"threshold_uncertainty_score":0.0070566535},"labels":[],"label_agreement":null},{"id":"W2138727598","doi":"10.1109/infcom.2009.5062104","title":"Soft-TDMAC: A Software TDMA-Based MAC over Commodity 802.11 Hardware","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":79,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Time division multiple access; Computer science; Testbed; Synchronization (alternating current); Computer network; Schedule; Wireless; Embedded system; Channel (broadcasting); Real-time computing; Operating system","score_opus":0.019484601961940653,"score_gpt":0.26603519378915114,"score_spread":0.24655059182721048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138727598","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08027852,0.0010947138,0.87401026,0.00035573993,0.00060489285,0.0007697383,0.00036985776,0.021943703,0.02057257],"genre_scores_gemma":[0.63463765,0.000532554,0.34757128,0.00037139386,0.0001764209,0.00044573724,0.00087564153,0.000702261,0.014686987],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988927,0.00011485851,0.00010180471,0.00014687012,0.0005741595,0.000169612],"domain_scores_gemma":[0.9983127,0.00027569447,0.0002731186,0.00043545946,0.00055693643,0.00014603505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009832685,0.0007013598,0.0005181531,0.0011806947,0.0005005305,0.0017476885,0.0026382077,0.00048125043,0.005490805],"category_scores_gemma":[0.002498877,0.00051454717,0.00035822263,0.00065071357,0.0006278358,0.0014560901,0.0012117397,0.0011479597,0.0015093065],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017715942,0.00082987663,0.008252821,0.0015420483,0.00032099057,0.0007547205,0.00069063256,0.048302118,0.2609131,0.06989299,0.038757786,0.5679714],"study_design_scores_gemma":[0.00039809506,0.0016449878,0.0034606184,0.000100586825,0.0002752663,0.0010779692,0.00012269319,0.6197656,0.2217147,0.007256117,0.14397822,0.00020520572],"about_ca_topic_score_codex":0.0017130384,"about_ca_topic_score_gemma":0.0014331309,"teacher_disagreement_score":0.005490805,"about_ca_system_score_codex":0.000728963,"about_ca_system_score_gemma":0.0012737687,"threshold_uncertainty_score":0.018368602},"labels":[],"label_agreement":null},{"id":"W2139137085","doi":"10.1109/cnsr.2009.16","title":"Video Streaming over 802.11b in the Presence of Fading Due to Human Traffic and Bluetooth Interference","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"Royal University of Bhutan","keywords":"Bluetooth; Computer science; Video quality; Fading; Real-time computing; Computer network; Laptop; Wireless; Telecommunications; Engineering; Channel (broadcasting)","score_opus":0.02191093246232706,"score_gpt":0.28609552303979197,"score_spread":0.2641845905774649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139137085","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99521387,0.00015118743,0.0036680696,0.000042973184,0.000018470133,0.00002786001,0.0000623421,0.00009872184,0.0007164213],"genre_scores_gemma":[0.9979824,0.000121448335,0.0014614643,0.000019639687,0.000015212513,0.000013843716,0.00007781935,0.0000086203045,0.00029945592],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99879885,0.0002874811,0.00008727061,0.00014669255,0.0004484898,0.00023112644],"domain_scores_gemma":[0.9954276,0.002242117,0.0005641094,0.00028680792,0.0012493501,0.00022997582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015119546,0.0005071928,0.00060496276,0.00080287806,0.00048105302,0.0006634915,0.00041408138,0.00057226536,0.0007373211],"category_scores_gemma":[0.005614007,0.00017699237,0.00012767198,0.00072654465,0.0005470028,0.000725875,0.00036035464,0.0003710756,0.00015720076],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008385765,0.0014021572,0.047266275,0.0006235032,0.00026071616,0.002321978,0.0010812741,0.06906494,0.75968176,0.0011296732,0.0012436104,0.10753831],"study_design_scores_gemma":[0.00048710196,0.018330982,0.12617339,0.00011599626,0.00039935083,0.0035022814,0.00111276,0.33050328,0.51577115,0.0011607079,0.0022790213,0.00016397],"about_ca_topic_score_codex":0.0026262978,"about_ca_topic_score_gemma":0.0013977668,"teacher_disagreement_score":0.0026262978,"about_ca_system_score_codex":0.0004941351,"about_ca_system_score_gemma":0.00025988126,"threshold_uncertainty_score":0.007996082},"labels":[],"label_agreement":null},{"id":"W2139557939","doi":"10.1109/vetec.1988.195392","title":"A slotted ALOHA packet radio system with multiple antennas and receivers","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Aloha; Base station; Packet radio; Computer science; Computer network; Network packet; Transmission (telecommunications); Throughput; Channel (broadcasting); Mobile radio; Base (topology); Mobile telephony; Real-time computing; Telecommunications; Wireless; Mathematics","score_opus":0.010266652774681358,"score_gpt":0.20093276369339086,"score_spread":0.1906661109187095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139557939","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01593793,0.0004461217,0.9791877,0.0002090414,0.00015374988,0.00006438827,0.000053084088,0.00036971705,0.003578167],"genre_scores_gemma":[0.59683347,0.0009890278,0.3871262,0.00021358303,0.00023401223,0.0002552072,0.00012259709,0.000039101997,0.014186868],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993229,0.00031627598,0.000026175065,0.000103328006,0.00015423926,0.00007706277],"domain_scores_gemma":[0.99951816,0.00019436475,0.00006897545,0.00008755545,0.00009787489,0.00003316948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075885333,0.00053944875,0.0005959379,0.00033615998,0.0006338744,0.0014310871,0.0012600207,0.0009500799,0.0021490555],"category_scores_gemma":[0.0009771228,0.0003419865,0.0003518699,0.0006981842,0.00075986574,0.0013465066,0.0008122942,0.00088400394,0.0009762378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000843121,0.00017889333,0.0012840228,0.0006660031,0.00018385306,0.0011875604,0.00048233214,0.48704445,0.052066557,0.18397185,0.0068804403,0.2652109],"study_design_scores_gemma":[0.0001010934,0.00045597384,0.00018179466,0.000029485693,0.000080974125,0.00060383446,0.000089901645,0.9530763,0.008861194,0.018859776,0.017613545,0.000046216268],"about_ca_topic_score_codex":0.0006375602,"about_ca_topic_score_gemma":0.0006371023,"teacher_disagreement_score":0.0021490555,"about_ca_system_score_codex":0.00049026165,"about_ca_system_score_gemma":0.00048080456,"threshold_uncertainty_score":0.007189274},"labels":[],"label_agreement":null},{"id":"W2140282835","doi":"","title":"Dynamic 802.15.3 WPAN Scheduling using Maximal Matching","year":2006,"lang":"en","type":"article","venue":"Global Communications Conference","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Scheduling (production processes); Computer network; Reuse; Asynchronous communication; Dynamic priority scheduling; Round-robin scheduling; Distributed computing; Mathematical optimization; Engineering; Quality of service; Mathematics","score_opus":0.04433594228318476,"score_gpt":0.3182662595750605,"score_spread":0.2739303172918757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140282835","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042214576,0.00038540259,0.9518947,0.00010220297,0.00010359041,0.000086709675,0.00004920997,0.0010357772,0.0041278475],"genre_scores_gemma":[0.7539343,0.00028414401,0.2431558,0.000095075804,0.000091310816,0.00014876266,0.00013434333,0.00009627005,0.0020599624],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945337,0.000101001424,0.00004237528,0.00009343385,0.00019525876,0.000114457245],"domain_scores_gemma":[0.99945647,0.000111578665,0.00009717393,0.00016102823,0.00011451033,0.000059159942],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010185922,0.00039163293,0.00049347867,0.00064025685,0.0007866687,0.0006956417,0.0013547067,0.00030665737,0.0012100097],"category_scores_gemma":[0.0011298874,0.0002508895,0.0003679684,0.0008697929,0.00053581985,0.0008534266,0.0009788208,0.00057792454,0.0003620616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00075493514,0.00038228784,0.0022593983,0.0001986126,0.00015923413,0.00027625152,0.0003370832,0.25467417,0.120479584,0.1380524,0.0076009873,0.4748251],"study_design_scores_gemma":[0.00006853367,0.0002162242,0.0008027676,0.00001666466,0.000048085327,0.00021712908,0.00003245763,0.91135657,0.03973185,0.03269916,0.014771206,0.00003944117],"about_ca_topic_score_codex":0.0019187735,"about_ca_topic_score_gemma":0.0019137001,"teacher_disagreement_score":0.0019187735,"about_ca_system_score_codex":0.0009887335,"about_ca_system_score_gemma":0.0011781007,"threshold_uncertainty_score":0.007173836},"labels":[],"label_agreement":null},{"id":"W2140583119","doi":"10.1109/infcom.1990.91257","title":"A modified CSMA-CD protocol for high speed channels","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Network packet; Retransmission; Computer science; Computer network; Aloha; Throughput; Protocol (science); Channel (broadcasting); Real-time computing; Channel access method; Carrier sense multiple access with collision avoidance; Reverse Address Resolution Protocol; Wireless; Internet protocol suite; The Internet","score_opus":0.07748460605367491,"score_gpt":0.3036998307123996,"score_spread":0.22621522465872468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140583119","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013016404,0.0009175501,0.97702116,0.00021289667,0.00045200434,0.000392714,0.000106116946,0.0009388543,0.006942204],"genre_scores_gemma":[0.35309362,0.0014354159,0.6119248,0.00048057895,0.000437292,0.0011846134,0.00031558814,0.00014165344,0.030986352],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894816,0.00020096166,0.000039877992,0.00013029856,0.0005964863,0.00008421232],"domain_scores_gemma":[0.99923766,0.00016821023,0.00007243476,0.00015285423,0.00033186574,0.000037054066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049390335,0.00067768584,0.00044447655,0.00053862005,0.0005046259,0.0009575269,0.0013901906,0.00087805075,0.004474765],"category_scores_gemma":[0.0014280152,0.00019592467,0.0004932501,0.0006904214,0.0005246246,0.0010687618,0.00055105577,0.0011780288,0.0014882308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068293436,0.00029692572,0.0008400292,0.00065936946,0.00015367224,0.0010201047,0.0002038218,0.14331609,0.19686319,0.2419049,0.018034017,0.39602488],"study_design_scores_gemma":[0.00014826846,0.0008625418,0.0008944223,0.000053228767,0.00015766712,0.0019525865,0.000043329732,0.79907465,0.050075293,0.035862364,0.110726975,0.00014866136],"about_ca_topic_score_codex":0.0013634462,"about_ca_topic_score_gemma":0.0012047786,"teacher_disagreement_score":0.004474765,"about_ca_system_score_codex":0.0007053585,"about_ca_system_score_gemma":0.0010389423,"threshold_uncertainty_score":0.014969587},"labels":[],"label_agreement":null},{"id":"W2140861183","doi":"10.1007/s11235-008-9082-4","title":"Resource planning and incentive engineering for a congested wireless access point: an integrated multiple time scale control mechanism","year":2008,"lang":"en","type":"article","venue":"Telecommunication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Resource allocation; Incentive; Wireless network; Computer network; Resource management (computing); Wireless; Resource (disambiguation); Distributed computing; Telecommunications","score_opus":0.03034391270146051,"score_gpt":0.26884124174864144,"score_spread":0.23849732904718093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140861183","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038206052,0.00013691476,0.9561129,0.00056892005,0.00008695474,0.000143386,0.000037501235,0.0002465082,0.004460812],"genre_scores_gemma":[0.9092986,0.00013191346,0.08495862,0.00013088215,0.00011017453,0.00016108564,0.000022641309,0.000040526735,0.0051456415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99799985,0.0007049338,0.00008533633,0.0003390522,0.0005188946,0.00035190448],"domain_scores_gemma":[0.99572855,0.0023372544,0.0005050099,0.00040863772,0.000601346,0.00041912094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038904464,0.0008139585,0.0012763798,0.0007284536,0.0008576894,0.0020856804,0.0034427748,0.00158292,0.0046032686],"category_scores_gemma":[0.007658108,0.000720181,0.00060595095,0.0010546669,0.0016263694,0.0028534485,0.0022536167,0.0021656982,0.00027586136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004820647,0.0003574137,0.00067052315,0.00014350191,0.00009006468,0.00030163184,0.00021302831,0.7194498,0.010791381,0.22836688,0.002120206,0.037013426],"study_design_scores_gemma":[0.000049310915,0.000063883024,0.00009699192,0.0000043991013,0.00001905736,0.000029858933,0.000009112021,0.9778398,0.00056863547,0.020908276,0.0003956917,0.000015026894],"about_ca_topic_score_codex":0.0019971537,"about_ca_topic_score_gemma":0.0017392401,"teacher_disagreement_score":0.0046032686,"about_ca_system_score_codex":0.0015355262,"about_ca_system_score_gemma":0.0017705923,"threshold_uncertainty_score":0.020574868},"labels":[],"label_agreement":null},{"id":"W2141083740","doi":"10.1109/iwcmc.2011.5982675","title":"Comparison of ns2.34's ZigBee/802.15.4 implementation to Memsic's IRIS Motes","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Throughput; Computer science; Wireless sensor network; Wireless; NeuRFon; Channel (broadcasting); IRIS (biosensor); Computer network; Divergence (linguistics); Set (abstract data type); Wireless network; Service set; Wireless lan; Wi-Fi; Key distribution in wireless sensor networks; Telecommunications; Artificial intelligence","score_opus":0.09288813700532975,"score_gpt":0.38297986035435666,"score_spread":0.2900917233490269,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141083740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7949158,0.0005759605,0.16045962,0.0013793627,0.00048236168,0.00029433542,0.0017967107,0.014886839,0.025209062],"genre_scores_gemma":[0.9475694,0.0003382431,0.046879344,0.00016465003,0.000012387063,0.00013615176,0.0016483355,0.00034759447,0.002903963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993303,0.00017673026,0.000055158675,0.00005454851,0.00030120971,0.00008215625],"domain_scores_gemma":[0.9982597,0.0007124791,0.00009439711,0.00026805536,0.0005998892,0.000065530236],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013201691,0.00046306837,0.0003028238,0.00040867942,0.00042787875,0.00058307673,0.00100172,0.00025131233,0.0021705518],"category_scores_gemma":[0.0043286034,0.00020723003,0.00017939486,0.0004863822,0.0003022798,0.0010391957,0.0002538585,0.00047369086,0.0004058209],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024936646,0.00076120865,0.017608356,0.00085551693,0.0003623409,0.00031183817,0.000642151,0.67052144,0.08933878,0.0177814,0.022567268,0.176756],"study_design_scores_gemma":[0.00008667504,0.0004662127,0.0045687607,0.000036179736,0.0000464301,0.00011206062,0.00035542576,0.9220917,0.0585051,0.0012482777,0.012428878,0.0000541538],"about_ca_topic_score_codex":0.009888395,"about_ca_topic_score_gemma":0.012922352,"teacher_disagreement_score":0.009888395,"about_ca_system_score_codex":0.00087318633,"about_ca_system_score_gemma":0.00090828625,"threshold_uncertainty_score":0.019661665},"labels":[],"label_agreement":null},{"id":"W2141202063","doi":"10.1109/jsac.2004.826929","title":"Saturation Throughput Analysis of IEEE 802.11e Enhanced Distributed Coordination Function","year":2004,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":358,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Distributed coordination function; Throughput; Quality of service; Computer network; Access control; IEEE 802; Bandwidth (computing); Wireless Multimedia Extensions; IEEE 802.11e-2005; Distributed computing; Wireless; IEEE 802.11; Wireless network; Telecommunications","score_opus":0.027806743339414765,"score_gpt":0.30501922292485434,"score_spread":0.2772124795854396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141202063","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50949943,0.0016440465,0.462509,0.00090621895,0.000081509745,0.000091222355,0.00030682702,0.00088207086,0.024079708],"genre_scores_gemma":[0.99572396,0.00017547373,0.0031229695,0.00002864754,0.000010965665,0.000019838442,0.000039908853,0.000020827501,0.0008574643],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999138,0.00023978404,0.000022623744,0.00009329985,0.00031308498,0.00019315537],"domain_scores_gemma":[0.9963337,0.0023635223,0.00025163995,0.00021750949,0.0007663274,0.00006721692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015454664,0.00055088906,0.00056362164,0.00083374814,0.00042681693,0.0005519423,0.00086687144,0.0006181364,0.0010246016],"category_scores_gemma":[0.00816033,0.00023550467,0.00036291443,0.0007195995,0.0009612317,0.001246844,0.0005023075,0.00070006936,0.00023455343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010134615,0.000032249704,0.0012737697,0.000035408364,0.000012082895,0.00010649932,0.0001125401,0.97117203,0.003404936,0.018203123,0.00043627174,0.0051097423],"study_design_scores_gemma":[0.0000019764284,0.000012018731,0.00020716569,0.0000028749243,0.0000020747984,0.000012649716,0.000008200785,0.99807656,0.0005677241,0.001009035,0.00009681421,0.0000029898474],"about_ca_topic_score_codex":0.010902261,"about_ca_topic_score_gemma":0.003142736,"teacher_disagreement_score":0.010902261,"about_ca_system_score_codex":0.0031701112,"about_ca_system_score_gemma":0.001127131,"threshold_uncertainty_score":0.023000896},"labels":[],"label_agreement":null},{"id":"W2141337564","doi":"10.1109/titb.2010.2047507","title":"An EMI-Aware Prioritized Wireless Access Scheme for e-Health Applications in Hospital Environments","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Information Technology in Biomedicine","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Handshaking; Computer science; Computer network; Wireless; EMI; Quality of service; Wireless distribution system; Fixed wireless; Radio resource management; Access control; Wireless network; Wi-Fi array; Electromagnetic interference; Telecommunications","score_opus":0.00761529037329856,"score_gpt":0.29992759063561364,"score_spread":0.2923123002623151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141337564","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07897491,0.00062413444,0.9164534,0.00041741054,0.0001483275,0.0002270867,0.00004701077,0.00084043515,0.002267263],"genre_scores_gemma":[0.90081036,0.00034363254,0.09540559,0.00023620513,0.00012537035,0.00016040218,0.00007411672,0.000021518199,0.0028228539],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99931586,0.00020073752,0.00005594021,0.000092409166,0.00022560424,0.00010940108],"domain_scores_gemma":[0.9985393,0.000499266,0.00016834986,0.00019406113,0.0004567329,0.0001423157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012160196,0.0005526788,0.0004770715,0.0005683811,0.0007499065,0.00091330695,0.001512545,0.0006751917,0.0014896464],"category_scores_gemma":[0.002862734,0.00023555408,0.00030409533,0.0005039112,0.0003428336,0.0013776093,0.0009435531,0.0008131488,0.0003524084],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002011898,0.0010350001,0.004367483,0.0005552467,0.00020106502,0.0011143318,0.00082381244,0.12924008,0.3122506,0.068646245,0.0065451544,0.4732091],"study_design_scores_gemma":[0.00019401735,0.0008028114,0.0015884036,0.00002681578,0.00011065967,0.0007587804,0.00010078272,0.95141685,0.02957561,0.00902413,0.0063313167,0.000069798974],"about_ca_topic_score_codex":0.0012669789,"about_ca_topic_score_gemma":0.0021868735,"teacher_disagreement_score":0.001512545,"about_ca_system_score_codex":0.00070305157,"about_ca_system_score_gemma":0.0010173876,"threshold_uncertainty_score":0.006431043},"labels":[],"label_agreement":null},{"id":"W2141975720","doi":"10.1109/glocom.2006.932","title":"WSN02-2: Adaptive Network Resource Management in IEEE 802.11 Wireless Random Access MAC","year":2006,"lang":"en","type":"article","venue":"Globecom","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Computer network; Quality of service; Wireless network; Resource management (computing); Random access; Distributed computing; Wireless; Telecommunications","score_opus":0.01692017319709029,"score_gpt":0.25860530064437004,"score_spread":0.24168512744727974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141975720","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020735677,0.00068022177,0.97353643,0.00012944159,0.00009616657,0.00009426914,0.00001732763,0.0010508208,0.0036597427],"genre_scores_gemma":[0.74681205,0.00079635775,0.24668203,0.0001867214,0.00016001589,0.00028384587,0.00009718958,0.00008897184,0.004892843],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993886,0.0002569148,0.000037940823,0.00008175227,0.00018243285,0.000052472158],"domain_scores_gemma":[0.9996227,0.00014350127,0.00005164504,0.000065689645,0.00010430913,0.0000121861085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010813628,0.00043866943,0.00029677083,0.00032946162,0.00023765703,0.00047799395,0.0008496908,0.00040625848,0.00074289076],"category_scores_gemma":[0.001567329,0.00016329427,0.00022129947,0.00025382804,0.00040825692,0.0005943737,0.00038272984,0.0006139872,0.00023197044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043383223,0.00018745386,0.0023883872,0.0002921482,0.0001335417,0.0004400197,0.00031825242,0.4334787,0.074523576,0.08449315,0.006368027,0.39694282],"study_design_scores_gemma":[0.000028941668,0.00017576835,0.00033773744,0.000011890602,0.000023850305,0.0001356574,0.000010832507,0.98230714,0.007822557,0.0031097531,0.0060203876,0.000015460719],"about_ca_topic_score_codex":0.0009742555,"about_ca_topic_score_gemma":0.001222603,"teacher_disagreement_score":0.0010813628,"about_ca_system_score_codex":0.0003160992,"about_ca_system_score_gemma":0.00034576558,"threshold_uncertainty_score":0.005718887},"labels":[],"label_agreement":null},{"id":"W2142186130","doi":"10.1109/icc.2005.1494986","title":"A DAG-based approach to wireless scheduling","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Distributed computing; Scheduling (production processes); Directed acyclic graph; Correctness; Computer network; Directed graph; Greedy algorithm; Theoretical computer science; Mathematical optimization; Algorithm; Mathematics","score_opus":0.023724685457993614,"score_gpt":0.26326781919216125,"score_spread":0.23954313373416763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142186130","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021050842,0.00044854294,0.9928464,0.0006576751,0.00020344739,0.000062666535,0.000092014445,0.00021599335,0.0033682166],"genre_scores_gemma":[0.14500599,0.002760241,0.842114,0.00043177474,0.0004204438,0.00032033297,0.0003609566,0.00016436308,0.008421886],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827194,0.0007191512,0.00011822728,0.00027525288,0.00040659067,0.00020884631],"domain_scores_gemma":[0.9981084,0.00086140126,0.00015518306,0.00042626436,0.00025511952,0.00019368106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023588738,0.0010702203,0.0010285152,0.0015339004,0.001813671,0.0026365346,0.0026214034,0.0012478271,0.0039885845],"category_scores_gemma":[0.005885927,0.00060698733,0.0014565506,0.0032283913,0.0020158754,0.00354784,0.002481605,0.0028009228,0.0010332789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061520695,0.00006796543,0.00034697476,0.00015463498,0.000048059308,0.00019125362,0.00019950086,0.24053112,0.0013777209,0.7013253,0.003994981,0.051700924],"study_design_scores_gemma":[0.00003239848,0.000048446636,0.00007156065,0.000029487479,0.00003343116,0.00010330089,0.00006520967,0.4334704,0.0006880073,0.5342397,0.0311933,0.000024791809],"about_ca_topic_score_codex":0.0047963574,"about_ca_topic_score_gemma":0.0061146794,"teacher_disagreement_score":0.0047963574,"about_ca_system_score_codex":0.0023475003,"about_ca_system_score_gemma":0.0028213528,"threshold_uncertainty_score":0.017032385},"labels":[],"label_agreement":null},{"id":"W2142759482","doi":"10.1109/glocom.2003.1258398","title":"Performance Analysis of Differentiated QoS Supported by IEEE 802.11e Enhanced Distributed Coordination Function (EDCF) in WLAN","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Distributed coordination function; Computer science; Throughput; Quality of service; Markov chain; Computer network; Interference (communication); Frame (networking); IEEE 802.11; Distributed computing; Channel (broadcasting); Wireless; Telecommunications","score_opus":0.009225300224535727,"score_gpt":0.2327513273274253,"score_spread":0.22352602710288957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142759482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65204716,0.0013795426,0.3409087,0.00047498566,0.000041604802,0.00004884669,0.0001295287,0.00036371106,0.0046060053],"genre_scores_gemma":[0.9961809,0.00016884676,0.0033817405,0.00001628084,0.0000059058993,0.000010220374,0.000018006524,0.000007689285,0.00021043881],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986279,0.00050764286,0.00004251273,0.0001184566,0.0004225382,0.0002809755],"domain_scores_gemma":[0.9968009,0.0020701638,0.00035006867,0.00020755842,0.00047411243,0.000097137345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022852796,0.00066494045,0.00069815887,0.0008030656,0.00040211703,0.0008572159,0.00082069036,0.00081649335,0.0005754352],"category_scores_gemma":[0.006072504,0.0003978928,0.00040268613,0.0005812459,0.00076576613,0.0011823806,0.0007316135,0.0006407733,0.00009317738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017168537,0.00005290145,0.0020648872,0.000029134046,0.00003290316,0.00010803933,0.0000666988,0.97777873,0.004191048,0.010452236,0.00015362912,0.0048980913],"study_design_scores_gemma":[0.0000033650692,0.000027580083,0.00022884512,0.0000022175752,0.000005087867,0.000014961677,0.000006803503,0.99858606,0.0005170972,0.0005733371,0.00003039758,0.0000042393963],"about_ca_topic_score_codex":0.008325985,"about_ca_topic_score_gemma":0.0033783794,"teacher_disagreement_score":0.008325985,"about_ca_system_score_codex":0.0026514477,"about_ca_system_score_gemma":0.0011142206,"threshold_uncertainty_score":0.019237757},"labels":[],"label_agreement":null},{"id":"W2142765715","doi":"10.1109/wcnc.2007.711","title":"Slave-Slave Bridging in 802.15.4 Beacon Enabled Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer network; Bridging (networking); Telecommunications link; Computer science; Bridge (graph theory); Interconnection; Cluster (spacecraft); Transmission (telecommunications); Telecommunications","score_opus":0.011092313271284637,"score_gpt":0.2520826683916274,"score_spread":0.24099035512034278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142765715","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14297037,0.00032725578,0.8526092,0.00016149569,0.00007625302,0.00006588138,0.000015553796,0.00032212285,0.003451873],"genre_scores_gemma":[0.91308624,0.00016470115,0.08372144,0.000051941694,0.000031920157,0.00009806742,0.00003135559,0.000024703064,0.0027896687],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936026,0.00027694082,0.000028528735,0.00008680753,0.00014420666,0.000103357204],"domain_scores_gemma":[0.99946266,0.00026736342,0.00006974246,0.000084181316,0.000084135805,0.000032042222],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001537164,0.00027868064,0.0003098291,0.00022746502,0.00046280576,0.0005907276,0.0009354134,0.0006112782,0.0010202554],"category_scores_gemma":[0.0017771798,0.0002659446,0.00022025852,0.0002727947,0.0006030153,0.001262841,0.0006054112,0.0005020485,0.00012046846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00065940834,0.00028215122,0.00642903,0.0002628695,0.000066640445,0.00065646437,0.00080505514,0.6196534,0.057767253,0.18478084,0.0023388704,0.12629808],"study_design_scores_gemma":[0.000060133887,0.00062003266,0.0010244774,0.00002344238,0.000037977978,0.00023018131,0.00013512613,0.9494918,0.019181732,0.022577336,0.00659768,0.000020062043],"about_ca_topic_score_codex":0.0007903132,"about_ca_topic_score_gemma":0.00096688606,"teacher_disagreement_score":0.001537164,"about_ca_system_score_codex":0.00044510912,"about_ca_system_score_gemma":0.00038753686,"threshold_uncertainty_score":0.008129358},"labels":[],"label_agreement":null},{"id":"W2142937347","doi":"10.1109/ccece.2011.6030725","title":"An integrated wireless communications platform for smart electronic healthcare applications","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Computer network; Wireless sensor network; Server; Wireless; Backhaul (telecommunications); Routing protocol; Wireless network; Key distribution in wireless sensor networks; Embedded system; Routing (electronic design automation); Telecommunications; Base station","score_opus":0.06590666567452937,"score_gpt":0.3204946524365438,"score_spread":0.25458798676201444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142937347","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08073353,0.00097241177,0.8756905,0.00077624235,0.00082257803,0.0012594227,0.0006909977,0.017437803,0.021616558],"genre_scores_gemma":[0.4141595,0.0009360839,0.5448548,0.0009732237,0.00027548755,0.0020935226,0.0023401014,0.0006556399,0.033711676],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951744,0.000068495174,0.000029580295,0.00007811198,0.00026123112,0.000045196797],"domain_scores_gemma":[0.99965477,0.00004835867,0.00003129628,0.00007593564,0.000121982834,0.00006755363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050365925,0.00047758108,0.00037285002,0.0003869346,0.00023444477,0.0006154929,0.00114713,0.00058040116,0.009680899],"category_scores_gemma":[0.0006484483,0.00022398541,0.00022154921,0.00026691268,0.00017172916,0.00090249773,0.00102424,0.00071157067,0.0027917605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012620599,0.0011629469,0.0020792934,0.00071627606,0.000118577926,0.0006814532,0.00020983441,0.006944455,0.5288387,0.030317372,0.025360323,0.4023088],"study_design_scores_gemma":[0.0007593455,0.005844961,0.009488952,0.0001678445,0.00032945152,0.0024691222,0.00009990899,0.18754016,0.4427651,0.008545869,0.3418193,0.00016994013],"about_ca_topic_score_codex":0.00024511578,"about_ca_topic_score_gemma":0.0002684803,"teacher_disagreement_score":0.009680899,"about_ca_system_score_codex":0.00024900213,"about_ca_system_score_gemma":0.000721569,"threshold_uncertainty_score":0.032385826},"labels":[],"label_agreement":null},{"id":"W2143225590","doi":"10.1109/icc.2006.255477","title":"Enhanced QoS Provisioning in Distributed Wireless Access","year":2006,"lang":"en","type":"article","venue":"2006 IEEE International Conference on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Computer network; Quality of service; Provisioning; Throughput; Channel (broadcasting); Wireless Multimedia Extensions; Wireless; Scheme (mathematics); Term (time); Real-time computing; Distributed computing; Wireless network; Telecommunications; Wi-Fi array","score_opus":0.08532469804669834,"score_gpt":0.37162878787795567,"score_spread":0.2863040898312573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143225590","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1320869,0.0026044946,0.85417086,0.0006846558,0.00040423404,0.00008821073,0.000059317466,0.0008742708,0.009027065],"genre_scores_gemma":[0.94941676,0.00044139996,0.047674015,0.00009209313,0.00015306528,0.000038808666,0.000038933074,0.000023528097,0.0021214704],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989858,0.00033037105,0.000059278773,0.0001319758,0.00037618933,0.00011628955],"domain_scores_gemma":[0.99806565,0.00083311327,0.00013897699,0.00039547504,0.00043341916,0.00013331896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016688037,0.0003547161,0.0004391979,0.0003217545,0.00048339498,0.0011601814,0.0009231182,0.0005936561,0.0007908854],"category_scores_gemma":[0.0046524284,0.00024780515,0.00015292311,0.00041467787,0.00046830974,0.0014921436,0.0011652219,0.0009093219,0.00019162543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00086814637,0.00036702465,0.0042567505,0.0004120372,0.00007609741,0.0011386333,0.000616551,0.28681132,0.08851194,0.1920013,0.0056742844,0.41926593],"study_design_scores_gemma":[0.000044746805,0.000086087864,0.00062379625,0.000018908704,0.000020641784,0.00033934173,0.000058429556,0.95449036,0.0067490158,0.028678542,0.008866567,0.000023700255],"about_ca_topic_score_codex":0.00056311925,"about_ca_topic_score_gemma":0.00063081674,"teacher_disagreement_score":0.0016688037,"about_ca_system_score_codex":0.0006020192,"about_ca_system_score_gemma":0.00050995307,"threshold_uncertainty_score":0.0088256},"labels":[],"label_agreement":null},{"id":"W2143651684","doi":"10.1109/vetecs.2011.5956632","title":"Throughput Enhancement of IEEE 802.11e WLAN by Transmission Power Randomization","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Throughput; Computer science; Computer network; Saturation (graph theory); IEEE 802.11; Wireless lan; Wireless; Telecommunications; Mathematics","score_opus":0.019406989131387945,"score_gpt":0.23757141047912048,"score_spread":0.21816442134773253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143651684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8651527,0.0008577697,0.12753707,0.00029918854,0.000048575017,0.000045749133,0.000048633607,0.00063333136,0.005376957],"genre_scores_gemma":[0.99679106,0.000107832246,0.002903571,0.000019760575,0.000009759495,0.000006847293,0.0000075949706,0.000012917325,0.00014065023],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998602,0.00065190677,0.000043683303,0.00010190824,0.0002805128,0.0003200915],"domain_scores_gemma":[0.9955439,0.0033864856,0.00046873765,0.00024721216,0.00027345607,0.00008024488],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021328744,0.00071046216,0.0006400464,0.00045336565,0.00036529303,0.0005904425,0.0004547986,0.00047757837,0.0006382691],"category_scores_gemma":[0.0072424603,0.00021763923,0.0002987908,0.00051646004,0.0010063906,0.0010067871,0.0007721544,0.00046323612,0.00009202592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012351129,0.00023879175,0.003691632,0.00009972737,0.00007705937,0.0003459859,0.000109660985,0.8926028,0.07163157,0.0055854586,0.0003309289,0.024051297],"study_design_scores_gemma":[0.000052281786,0.00048105593,0.0023625884,0.000011993156,0.00006491271,0.0001412784,0.000054064014,0.95131046,0.04308924,0.0020994104,0.00030427007,0.000028528015],"about_ca_topic_score_codex":0.00064951467,"about_ca_topic_score_gemma":0.00042205685,"teacher_disagreement_score":0.0021328744,"about_ca_system_score_codex":0.0007145958,"about_ca_system_score_gemma":0.0003854458,"threshold_uncertainty_score":0.011279881},"labels":[],"label_agreement":null},{"id":"W2144027420","doi":"10.1109/iscc.2009.5202311","title":"Enhancements to IEEE 802.11 DCF collision avoidance based on MIMO Adaptive Spatial Channels Sharing","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Distributed coordination function; MIMO; Collision avoidance; Computer network; Channel (broadcasting); Collision; Transmission (telecommunications); Wi-Fi; Wireless; IEEE 802.11; Wireless network; Telecommunications; Computer security","score_opus":0.027137713855359374,"score_gpt":0.2780831783936987,"score_spread":0.2509454645383393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144027420","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09119908,0.0017583516,0.8880074,0.00073198444,0.0007688064,0.00020583972,0.000059520615,0.0012761313,0.015992852],"genre_scores_gemma":[0.85790616,0.00079585274,0.13401479,0.00040457322,0.00038701817,0.00008608498,0.000085429645,0.000039052426,0.006281155],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989637,0.00017665465,0.000052530493,0.00009638883,0.00053050934,0.00018015948],"domain_scores_gemma":[0.9978885,0.00047568715,0.00016594074,0.00043655524,0.00093399815,0.00009925183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001077731,0.00051099405,0.00040020017,0.00072599127,0.00052593235,0.00074407115,0.0011531723,0.0004451868,0.001270763],"category_scores_gemma":[0.0027799003,0.00021669525,0.00032426545,0.0006225986,0.00048227707,0.0008690668,0.0007842806,0.0009872223,0.0003633588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008007209,0.0005307772,0.006416182,0.0003033541,0.00016379842,0.0006821879,0.0005698929,0.12472971,0.16897295,0.09511557,0.007422954,0.5942919],"study_design_scores_gemma":[0.00016707763,0.0011496232,0.004262188,0.000054253444,0.00019294793,0.002959459,0.00021137316,0.7969457,0.09563099,0.017764082,0.080467604,0.00019471436],"about_ca_topic_score_codex":0.0020221216,"about_ca_topic_score_gemma":0.0022557557,"teacher_disagreement_score":0.0020221216,"about_ca_system_score_codex":0.0005884284,"about_ca_system_score_gemma":0.0007326018,"threshold_uncertainty_score":0.0056996346},"labels":[],"label_agreement":null},{"id":"W2144374702","doi":"10.1145/1162654.1162665","title":"MV-MAX","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Throughput; Computer science; Computer network; Wireless; Transmission (telecommunications); Point (geometry); Protocol (science); Real-time computing; Telecommunications; Mathematics","score_opus":0.005221193146609446,"score_gpt":0.20529568855938812,"score_spread":0.20007449541277866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144374702","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09432005,0.0016126619,0.689761,0.0010330608,0.0010794739,0.0007019672,0.011502282,0.05469107,0.14529851],"genre_scores_gemma":[0.6818661,0.000675625,0.24429838,0.00076039176,0.00027628164,0.0007118106,0.012592291,0.0031258736,0.0556933],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905246,0.0001405127,0.000068202775,0.0002446732,0.00030456227,0.00018962224],"domain_scores_gemma":[0.9980313,0.00052206765,0.00011856729,0.0007781141,0.00039134762,0.00015860096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011333169,0.0007924345,0.000700011,0.00077099557,0.0007507267,0.0013349716,0.0025191035,0.00070604956,0.02082987],"category_scores_gemma":[0.0045447224,0.00038927642,0.0005943018,0.0007406746,0.0004047482,0.0024084842,0.002227565,0.0008183826,0.006960248],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004223858,0.00088007445,0.0076016644,0.0010610067,0.00024375404,0.00032665182,0.00046506926,0.118920974,0.03585095,0.089435644,0.1432879,0.5977024],"study_design_scores_gemma":[0.00040123146,0.0008095005,0.0029720564,0.00010639404,0.00014718267,0.0011215139,0.00025656732,0.5810249,0.07098283,0.08900439,0.25300613,0.00016738324],"about_ca_topic_score_codex":0.0012119539,"about_ca_topic_score_gemma":0.0017368583,"teacher_disagreement_score":0.02082987,"about_ca_system_score_codex":0.00060694135,"about_ca_system_score_gemma":0.0012029043,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W2144683195","doi":"10.1109/icc.2006.255665","title":"Performance Enhancement for WLAN Supporting Integrated Voice/Data Traffic","year":2006,"lang":"en","type":"article","venue":"2006 IEEE International Conference on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer network; Computer science; Voice over IP; Quality of service; Polling; Overhead (engineering); Exploit; Wireless; Wireless Multimedia Extensions; The Internet; Wireless network; Telecommunications; Wi-Fi array; Computer security","score_opus":0.14637469008109044,"score_gpt":0.3790275465780355,"score_spread":0.23265285649694506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144683195","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7958243,0.002936287,0.1782857,0.00059426675,0.00020276471,0.00005755985,0.000096961994,0.0029228975,0.019079298],"genre_scores_gemma":[0.9945911,0.00019431331,0.0043963897,0.000038406524,0.00004564395,0.00000888703,0.00003328299,0.000020008521,0.00067185453],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994112,0.00013571912,0.00002080056,0.00005757587,0.00018990754,0.00018471181],"domain_scores_gemma":[0.9987998,0.00052887516,0.00009051361,0.00008214993,0.00040301328,0.000095599426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006353995,0.00043310088,0.00041800496,0.00046906882,0.0003222266,0.00085445715,0.0004058724,0.00053990196,0.0021564388],"category_scores_gemma":[0.0018592876,0.00012825413,0.00019351221,0.00046223815,0.00023157775,0.00045757322,0.000572817,0.0004940743,0.00061561354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0040765316,0.00064126024,0.01124564,0.00034689726,0.000119399,0.0011150468,0.00026185307,0.17113285,0.5375355,0.0092485435,0.0040107975,0.26026574],"study_design_scores_gemma":[0.00010108165,0.0015053389,0.0039449753,0.000031587802,0.00011747547,0.0007004129,0.00010935528,0.88374275,0.10495562,0.0015095044,0.0032283925,0.000053427462],"about_ca_topic_score_codex":0.0005737019,"about_ca_topic_score_gemma":0.0004929519,"teacher_disagreement_score":0.0021564388,"about_ca_system_score_codex":0.0005349699,"about_ca_system_score_gemma":0.0002732195,"threshold_uncertainty_score":0.0072140098},"labels":[],"label_agreement":null},{"id":"W2145133983","doi":"10.1109/ccnc.2009.4784696","title":"Autonomic Management for Capacity Improvement in Wireless Networks","year":2009,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Blocking (statistics); Radio resource management; Wireless network; Call blocking; Load balancing (electrical power); Resource management (computing); Wireless; Local area network; Voice over IP; Distributed computing; Telecommunications; Quality of service; Geography; The Internet","score_opus":0.023230943476092007,"score_gpt":0.25973603881322194,"score_spread":0.23650509533712993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145133983","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.064690545,0.0053658304,0.9056174,0.0012576771,0.0005076089,0.0000734322,0.00003666566,0.0015858406,0.020864964],"genre_scores_gemma":[0.9335768,0.0012364892,0.06198461,0.00019131156,0.00036504428,0.000067884765,0.000044523815,0.00010303836,0.0024302853],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996612,0.00008292627,0.000016400489,0.000051178587,0.00013739914,0.000050893275],"domain_scores_gemma":[0.99949217,0.00023939711,0.000059565027,0.00008449492,0.00008190614,0.000042468564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007174826,0.00039990465,0.00041844172,0.0004187761,0.000626573,0.0009488496,0.00067172904,0.00042632793,0.0014332653],"category_scores_gemma":[0.0018352276,0.00015362493,0.00021439351,0.0005097868,0.00055976375,0.001221093,0.0008142301,0.0007861089,0.00022624942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001648868,0.0001624756,0.0016337337,0.00017719269,0.00009377092,0.0002510656,0.00017978992,0.39903426,0.026188703,0.12183159,0.0077546197,0.44252792],"study_design_scores_gemma":[0.000033548105,0.000111128546,0.00066088175,0.000026017686,0.000032438038,0.00020295713,0.000041736363,0.9045594,0.0063957563,0.0748621,0.013046881,0.000027100024],"about_ca_topic_score_codex":0.00040103693,"about_ca_topic_score_gemma":0.0004248856,"teacher_disagreement_score":0.0014332653,"about_ca_system_score_codex":0.0004154973,"about_ca_system_score_gemma":0.00033124295,"threshold_uncertainty_score":0.004794717},"labels":[],"label_agreement":null},{"id":"W2145179417","doi":"10.1109/hicss.1989.48102","title":"Network performance in a workstation environment","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Paging; Workstation; Ethernet; Network packet; Computer science; Local area network; Process (computing); Computer network; Ip address; Operating system","score_opus":0.013590740333076896,"score_gpt":0.20938364469186646,"score_spread":0.19579290435878957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145179417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9715919,0.00034743437,0.009744224,0.00015423233,0.00006135628,0.000031458185,0.000624955,0.0021368254,0.015307632],"genre_scores_gemma":[0.9949831,0.00018778077,0.00216943,0.00003341094,0.000023458955,0.000011604633,0.0006329266,0.00009323104,0.0018649999],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992169,0.00013249772,0.00005107151,0.00016258207,0.00029690837,0.00013993429],"domain_scores_gemma":[0.99843293,0.00074246625,0.00012237651,0.00018446872,0.00033942517,0.00017832153],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045456825,0.0003869887,0.00030685656,0.0008011716,0.000561589,0.0008573405,0.00048626025,0.00068754214,0.003740003],"category_scores_gemma":[0.0017622798,0.00022465101,0.00025750705,0.0014086082,0.00027371594,0.0009867713,0.00035236403,0.00066611485,0.0016818038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007832848,0.0044433377,0.16238731,0.0010165189,0.0006087611,0.0057667326,0.006119869,0.1406935,0.31395477,0.009294299,0.032357648,0.31552446],"study_design_scores_gemma":[0.00025517665,0.010358435,0.20829168,0.00010000088,0.00033963463,0.0038478787,0.0013621075,0.40574998,0.32983086,0.0029602775,0.036643572,0.00026031304],"about_ca_topic_score_codex":0.0055435942,"about_ca_topic_score_gemma":0.003999693,"teacher_disagreement_score":0.0055435942,"about_ca_system_score_codex":0.0005528137,"about_ca_system_score_gemma":0.00023677765,"threshold_uncertainty_score":0.012511611},"labels":[],"label_agreement":null},{"id":"W2145214975","doi":"10.1109/ccece.2005.1557295","title":"Scalability and performance analysis of IEEE 802.11a","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"IEEE 802.11a-1999; Orthogonal frequency-division multiplexing; Computer science; Computer network; IEEE 802; Wireless; Scalability; IEEE 802.11g-2003; Electronic engineering; IEEE 802.11; Wireless lan; Telecommunications; Engineering; Channel (broadcasting)","score_opus":0.008351333928611421,"score_gpt":0.22552939509044173,"score_spread":0.2171780611618303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145214975","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75722605,0.021738855,0.12867731,0.0023434577,0.0005672445,0.0005141751,0.0016565137,0.005130243,0.0821461],"genre_scores_gemma":[0.98710036,0.0018267494,0.0077296235,0.00009910996,0.00020652627,0.00013382596,0.00047506343,0.00013955303,0.0022891276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99426985,0.0010057648,0.00023766709,0.00062003033,0.0030566836,0.00081008073],"domain_scores_gemma":[0.9907085,0.0048287734,0.00068897184,0.0009841133,0.0025285634,0.00026104375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027150463,0.001178759,0.00093346275,0.0028547961,0.0009190671,0.0015079783,0.0008593934,0.0008029018,0.0021538322],"category_scores_gemma":[0.014035765,0.0002955477,0.00039172595,0.0026400238,0.0007978148,0.0028440184,0.00083800656,0.0010335161,0.00062401127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018247573,0.0009242959,0.02401511,0.000764016,0.00032982693,0.0010056832,0.00076820503,0.4968505,0.08887647,0.039676577,0.016526047,0.32843843],"study_design_scores_gemma":[0.0000503602,0.00076555525,0.015029682,0.00010124762,0.0001334795,0.00091567717,0.0003055851,0.93659127,0.031657293,0.008846805,0.005485309,0.000117750315],"about_ca_topic_score_codex":0.0035194964,"about_ca_topic_score_gemma":0.001467465,"teacher_disagreement_score":0.0035194964,"about_ca_system_score_codex":0.0017585679,"about_ca_system_score_gemma":0.0010848582,"threshold_uncertainty_score":0.014358759},"labels":[],"label_agreement":null},{"id":"W2145252974","doi":"10.1109/tvt.2007.909291","title":"Enhancing IEEE 802.11 Random Backoff in Selfish Environments","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; VoiceAge (Canada)","funders":"","keywords":"Exponential backoff; Computer network; Computer science; Network packet; Throughput; Markov chain; Distributed coordination function; IEEE 802.11; Bandwidth (computing); Node (physics); Wireless; Channel (broadcasting); Wireless ad hoc network; Wireless network; Markov process; Engineering; Telecommunications","score_opus":0.011087051930274112,"score_gpt":0.22016010012958281,"score_spread":0.2090730481993087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145252974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5181328,0.0005321167,0.4770214,0.00017058631,0.000052291107,0.00006917907,0.000018774364,0.0016483734,0.0023545097],"genre_scores_gemma":[0.97740924,0.00009961042,0.022107722,0.0000464751,0.000008709292,0.00001643985,0.000012873341,0.00004798899,0.0002508951],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987803,0.00040040305,0.00005070722,0.00010262471,0.00047840987,0.0001875036],"domain_scores_gemma":[0.996723,0.0015325292,0.0006116659,0.00047846526,0.00048415284,0.00017019174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021112564,0.00060842437,0.00047415184,0.0005574801,0.000382003,0.00065493217,0.0008393436,0.0004955485,0.0002725701],"category_scores_gemma":[0.007442615,0.00039119823,0.00024101921,0.0003448999,0.0005981979,0.0013226621,0.0011337369,0.00063591055,0.00019031984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013654124,0.0010558366,0.016897533,0.00023972245,0.00010577762,0.0008042991,0.00074429205,0.6462987,0.17700486,0.015841847,0.0011087577,0.13853297],"study_design_scores_gemma":[0.000060205602,0.00041672017,0.002204699,0.000011797588,0.000029246215,0.0002711306,0.00004148124,0.97191274,0.02127048,0.0028544746,0.0008901186,0.000036893052],"about_ca_topic_score_codex":0.0015283296,"about_ca_topic_score_gemma":0.0012571872,"teacher_disagreement_score":0.0021112564,"about_ca_system_score_codex":0.0002963179,"about_ca_system_score_gemma":0.00064391264,"threshold_uncertainty_score":0.0111655},"labels":[],"label_agreement":null},{"id":"W2145651918","doi":"10.1109/icc.2006.255080","title":"Interconnecting 802.15.4 clusters in slotted CSMA-CA mode","year":2006,"lang":"en","type":"article","venue":"2006 IEEE International Conference on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer network; Computer science; Cluster (spacecraft); Carrier sense multiple access with collision avoidance; Collision; Distributed computing; Topology (electrical circuits); Throughput; Wireless; Engineering; Computer security; Telecommunications","score_opus":0.0836790709060221,"score_gpt":0.3549817972117935,"score_spread":0.2713027263057714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145651918","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89749295,0.00012008315,0.0989197,0.00016332879,0.000039281913,0.000105888044,0.000059693608,0.00048824766,0.0026108867],"genre_scores_gemma":[0.9854374,0.00006805722,0.01320806,0.000033958633,0.0000067032474,0.000056317233,0.000042775955,0.0000114067625,0.0011352864],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939775,0.00016085026,0.00003146874,0.00012284983,0.00016015366,0.00012691424],"domain_scores_gemma":[0.9980248,0.0008977691,0.00032443804,0.0003782522,0.00025165992,0.00012313479],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010768566,0.00040241715,0.000629575,0.0003292236,0.00084289454,0.0011890109,0.0012051333,0.00081842317,0.0012153294],"category_scores_gemma":[0.0035534105,0.00038936493,0.000281357,0.0005222619,0.0014210687,0.0017024179,0.00081875944,0.0008148824,0.00014541193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003500442,0.0001440184,0.0034099948,0.000056054487,0.000060455797,0.0001669652,0.00035308744,0.9707987,0.01009643,0.008355178,0.00035633153,0.005852814],"study_design_scores_gemma":[0.000072531155,0.00020280523,0.00070448907,0.000004640416,0.000023242188,0.000045985926,0.00007297494,0.99026674,0.004637673,0.0033812285,0.00057092734,0.000016736714],"about_ca_topic_score_codex":0.0055367635,"about_ca_topic_score_gemma":0.0031548848,"teacher_disagreement_score":0.0055367635,"about_ca_system_score_codex":0.00092112157,"about_ca_system_score_gemma":0.0011488523,"threshold_uncertainty_score":0.011009097},"labels":[],"label_agreement":null},{"id":"W2145765371","doi":"10.1109/infocom.2006.69","title":"Resilient Packet Ring Performance Enhancements","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Network packet; Computer network; Ring (chemistry)","score_opus":0.010028842666497902,"score_gpt":0.23167628804040938,"score_spread":0.22164744537391148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145765371","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3983718,0.0029551205,0.53194815,0.0023143392,0.0014229539,0.00026195616,0.0004984657,0.018577643,0.04364963],"genre_scores_gemma":[0.94447446,0.00039972816,0.046057153,0.00028083706,0.00036528078,0.00004719636,0.00020367131,0.0002657862,0.007906014],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986021,0.000291594,0.00007443504,0.00021325846,0.00048470998,0.00033396142],"domain_scores_gemma":[0.995165,0.0013308042,0.00032249614,0.0021653648,0.00080662756,0.00020983502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020999338,0.0009096568,0.00076999044,0.00089904113,0.001002639,0.0010574965,0.0018983632,0.0007781909,0.0087830685],"category_scores_gemma":[0.0062704403,0.00036919295,0.00035647055,0.0007246317,0.0005088957,0.003136128,0.00203978,0.0013507657,0.0016901296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0040044035,0.0011071843,0.0046750526,0.00039154332,0.00019136572,0.000694913,0.00036315594,0.24413316,0.19679116,0.08084773,0.027071264,0.43972918],"study_design_scores_gemma":[0.0001227242,0.0014652585,0.002167588,0.000042138356,0.00019733649,0.0010862257,0.00012539764,0.77299845,0.18322006,0.019738102,0.018757043,0.000079660014],"about_ca_topic_score_codex":0.0003167671,"about_ca_topic_score_gemma":0.0005314185,"teacher_disagreement_score":0.0087830685,"about_ca_system_score_codex":0.0007874243,"about_ca_system_score_gemma":0.000579155,"threshold_uncertainty_score":0.029382288},"labels":[],"label_agreement":null},{"id":"W2145828092","doi":"10.1109/lcn.2003.1243199","title":"Simulation evaluation of wireless web performance in an IEEE 802.11b classroom area network","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Wi-Fi; Wireless network; Network simulation; Wireless lan; Wireless; IEEE 802.11; Inter-Access Point Protocol; IEEE 802.11u; Wireless WAN; Protocol (science); IEEE 802.1X; Wi-Fi array; Operating system","score_opus":0.05641969954082533,"score_gpt":0.31402871839559465,"score_spread":0.25760901885476933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145828092","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9747181,0.00018691955,0.020526612,0.00013867837,0.00003275881,0.00008811025,0.00014068032,0.00026185246,0.0039062146],"genre_scores_gemma":[0.99482286,0.00013922661,0.0043285307,0.000023187555,0.0000046981404,0.00005150962,0.00013589485,0.000012629092,0.0004815284],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911255,0.00039193116,0.000058383343,0.00007379917,0.00019893555,0.0001644028],"domain_scores_gemma":[0.99479055,0.0034839397,0.00031078944,0.00026684854,0.0009053377,0.0002425727],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015437397,0.00062047434,0.0006890955,0.00078421674,0.00050528627,0.0006725506,0.00081943255,0.0008297137,0.0008722117],"category_scores_gemma":[0.0047377427,0.00023927039,0.0003319973,0.0009120578,0.0004926778,0.0009853011,0.00054476754,0.0007280261,0.00016619402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041361767,0.0004983271,0.0089849895,0.00007707417,0.00005450485,0.0001622451,0.00015165222,0.975567,0.0046176948,0.0015536372,0.0003854085,0.0075338418],"study_design_scores_gemma":[0.000032319324,0.0002805825,0.0012109287,0.0000065894997,0.000014777193,0.000030574498,0.00005717039,0.9953565,0.00258311,0.00023010878,0.00018815926,0.000009123573],"about_ca_topic_score_codex":0.0070423526,"about_ca_topic_score_gemma":0.0042142128,"teacher_disagreement_score":0.0070423526,"about_ca_system_score_codex":0.00095466484,"about_ca_system_score_gemma":0.00061076344,"threshold_uncertainty_score":0.01400274},"labels":[],"label_agreement":null},{"id":"W2146037556","doi":"10.1109/inm.2015.7140414","title":"Autoconfiguration for faster WiFi community networks","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Telus (Canada); Algonquin College","funders":"","keywords":"Computer network; Computer science; The Internet; Internet access; IPv4; Internet backbone; Wireless network; Access network; IPv6; Wireless; World Wide Web; Telecommunications","score_opus":0.09162210984431661,"score_gpt":0.30706082877820695,"score_spread":0.21543871893389033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146037556","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43862095,0.00032390826,0.52398086,0.0006320267,0.0002558411,0.00052165677,0.00020469903,0.01153321,0.023926921],"genre_scores_gemma":[0.93361884,0.00008609252,0.060747005,0.00014453068,0.000059841346,0.00018744712,0.00019930041,0.0002737377,0.004683205],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990004,0.00020373266,0.00005375732,0.00019460137,0.00032221252,0.00022531072],"domain_scores_gemma":[0.99667776,0.0005603294,0.0003647844,0.0015301552,0.0005186185,0.00034845038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015442829,0.00038940724,0.00037760622,0.0011380396,0.0010602009,0.0012023883,0.0019376831,0.0010111656,0.0044370373],"category_scores_gemma":[0.004444483,0.00038869886,0.00045254227,0.0005258547,0.000682644,0.002871164,0.0019312229,0.0011224027,0.0008184049],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009222701,0.0008546736,0.022472873,0.0002874795,0.00017803763,0.0023862373,0.0022344356,0.17565642,0.08728533,0.1288439,0.021982888,0.55689543],"study_design_scores_gemma":[0.00023171332,0.0007019734,0.005725443,0.00010242315,0.00006952977,0.0027252529,0.00062883634,0.8408084,0.032169275,0.047706716,0.068982705,0.00014780516],"about_ca_topic_score_codex":0.0020924262,"about_ca_topic_score_gemma":0.002882669,"teacher_disagreement_score":0.0044370373,"about_ca_system_score_codex":0.0007917296,"about_ca_system_score_gemma":0.00054402085,"threshold_uncertainty_score":0.014843345},"labels":[],"label_agreement":null},{"id":"W2146339217","doi":"10.1109/icc.2007.612","title":"A Token-Based Scheduling Scheme for WLANs and Its Performance Analysis","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Polling; Computer science; Computer network; Scheme (mathematics); Scheduling (production processes); Overhead (engineering); Distributed computing; Security token; Token passing; Engineering","score_opus":0.023161332462590004,"score_gpt":0.28424020028117036,"score_spread":0.26107886781858036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146339217","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07300723,0.0023902347,0.9186782,0.00022456294,0.00020313264,0.00021289011,0.00010687079,0.00085143617,0.004325371],"genre_scores_gemma":[0.9162629,0.000985095,0.07999027,0.000050001017,0.0001024429,0.00015641993,0.00008698993,0.00004976468,0.0023160875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928564,0.0001972895,0.00004145173,0.00008388458,0.00029481482,0.00009692411],"domain_scores_gemma":[0.9988752,0.0004755512,0.00019974043,0.00015498124,0.00023022058,0.000064334585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001953627,0.0005844574,0.00073891494,0.00090118486,0.000854616,0.00093043223,0.0010477793,0.0005267421,0.0014354453],"category_scores_gemma":[0.0041461983,0.00024225918,0.00038146952,0.0012238963,0.0008439196,0.0013669371,0.0005505725,0.00070352043,0.00039872798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001261483,0.00030134252,0.0021934742,0.00044853365,0.00012552,0.00037672903,0.0003063352,0.4838333,0.063867114,0.19294903,0.00446932,0.24986784],"study_design_scores_gemma":[0.000047026144,0.0003212694,0.00036393903,0.000013576103,0.00003663084,0.00025815415,0.000022642089,0.9808095,0.0062188217,0.00882875,0.0030412916,0.000038279813],"about_ca_topic_score_codex":0.0017320656,"about_ca_topic_score_gemma":0.0010306921,"teacher_disagreement_score":0.001953627,"about_ca_system_score_codex":0.0018522816,"about_ca_system_score_gemma":0.0015015977,"threshold_uncertainty_score":0.013439357},"labels":[],"label_agreement":null},{"id":"W2146708502","doi":"10.1109/icc.2012.6364359","title":"A MAC protocol for multihop RP-CDMA ad hoc wireless networks","year":2012,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer network; Computer science; Acknowledgement; Network packet; Wireless ad hoc network; Throughput; Reliability (semiconductor); Multiple Access with Collision Avoidance for Wireless; Wireless network; Ad hoc wireless distribution service; Code division multiple access; Wireless; Optimized Link State Routing Protocol; Routing protocol; Telecommunications","score_opus":0.04105661906676199,"score_gpt":0.331447852451765,"score_spread":0.290391233385003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146708502","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015690784,0.004100496,0.9744768,0.00054249115,0.0018724499,0.0015877461,0.0004445762,0.0056364504,0.009769947],"genre_scores_gemma":[0.045645595,0.004309422,0.91705006,0.0019251729,0.0013717843,0.007492509,0.0018153997,0.00084051565,0.019549528],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99606365,0.001053161,0.00044842076,0.0002877289,0.0019254212,0.00022177784],"domain_scores_gemma":[0.9968766,0.00093591446,0.0004070944,0.0007308695,0.0008449692,0.00020448685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022838449,0.0019144772,0.0015435346,0.0016414439,0.0020958618,0.0018634453,0.003949387,0.002205176,0.009612211],"category_scores_gemma":[0.004891669,0.00085321034,0.0009475613,0.0017611402,0.001226542,0.0025771717,0.0024246178,0.004574674,0.0068826005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068953214,0.0005962639,0.0006788698,0.0032174173,0.00045841566,0.0019473025,0.00060648716,0.024473412,0.08204999,0.20205447,0.13143735,0.5517905],"study_design_scores_gemma":[0.00041597168,0.000809204,0.0008375019,0.0005668307,0.00031594303,0.0033687924,0.00009569839,0.123448156,0.03613697,0.070475765,0.76322395,0.00030512796],"about_ca_topic_score_codex":0.00069186155,"about_ca_topic_score_gemma":0.00088720076,"teacher_disagreement_score":0.009612211,"about_ca_system_score_codex":0.00075051346,"about_ca_system_score_gemma":0.001142684,"threshold_uncertainty_score":0.03215605},"labels":[],"label_agreement":null},{"id":"W2146816449","doi":"10.1109/ccece.2003.1226261","title":"A channel condition dependent QoS enabling scheme for IEEE802.11 Wireless LAN and its Linux based implementation","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer network; Computer science; Dynamic bandwidth allocation; Telecommunications link; Quality of service; Service set; Wireless; Channel allocation schemes; Bandwidth allocation; Bandwidth (computing); Scheduling (production processes); Channel (broadcasting); Wireless network; Wi-Fi array; Telecommunications; Engineering","score_opus":0.03078334859523006,"score_gpt":0.31556233923532334,"score_spread":0.28477899064009327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146816449","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.118514754,0.00068946753,0.83669883,0.00038289052,0.0005190473,0.0006416277,0.00019327155,0.024919054,0.01744095],"genre_scores_gemma":[0.864561,0.00031065874,0.123569876,0.00017268122,0.00016684215,0.0003766954,0.00024923738,0.00037744356,0.0102156],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994497,0.00008817377,0.00006172839,0.00008054833,0.00018374328,0.00013612372],"domain_scores_gemma":[0.9991731,0.00012355353,0.00010073726,0.00025201048,0.00025743942,0.000093107046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000856699,0.0004644545,0.00032462057,0.00083638716,0.00085133436,0.0010200313,0.00096946,0.00038049725,0.0032285661],"category_scores_gemma":[0.0018940385,0.00020278868,0.00022856377,0.00035596557,0.0005120685,0.0013125951,0.00086147717,0.0010809314,0.0009781058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017234223,0.0011399152,0.008440657,0.00059640623,0.0000998253,0.00093611394,0.0010617024,0.028111484,0.22460102,0.109957695,0.015116263,0.6082155],"study_design_scores_gemma":[0.00036350623,0.0020560934,0.008620578,0.00014391827,0.0002681907,0.0022043572,0.00028291484,0.48417887,0.33402526,0.018106544,0.14935553,0.00039425088],"about_ca_topic_score_codex":0.001154571,"about_ca_topic_score_gemma":0.001064805,"teacher_disagreement_score":0.0032285661,"about_ca_system_score_codex":0.00078374497,"about_ca_system_score_gemma":0.00072190294,"threshold_uncertainty_score":0.01080066},"labels":[],"label_agreement":null},{"id":"W2146989178","doi":"10.1109/glocom.2006.925","title":"WSN01-1: Frame Aggregation and Optimal Frame Size Adaptation for IEEE 802.11n WLANs","year":2006,"lang":"en","type":"article","venue":"Globecom","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":221,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Frame (networking); Computer network; Protocol data unit; Throughput; Network packet; Channel (broadcasting); Network allocation vector; Local area network; Physical layer; Protocol (science); IEEE 802.11; Multiple Access with Collision Avoidance for Wireless; Wireless; Telecommunications","score_opus":0.012616918525001648,"score_gpt":0.24113368319086875,"score_spread":0.2285167646658671,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146989178","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042457514,0.0010913025,0.95241266,0.0001503296,0.000113241,0.00012206892,0.000056212542,0.0009579089,0.002638816],"genre_scores_gemma":[0.61062235,0.0014111466,0.38392875,0.00007416443,0.00014031131,0.00019184868,0.00029437183,0.00012918837,0.003207835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995735,0.00012906975,0.000029879664,0.00008292082,0.00013669455,0.000047924666],"domain_scores_gemma":[0.999629,0.00013752385,0.000060085218,0.000046001893,0.00010716641,0.000020271307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015461375,0.0007178536,0.00062952243,0.00054722547,0.00030738564,0.00045672385,0.0009181796,0.00047314772,0.0006993845],"category_scores_gemma":[0.0022011644,0.00028160686,0.00037334548,0.0007174908,0.00029901738,0.00077892246,0.00045031792,0.00045783457,0.00025982352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039332273,0.00027944832,0.0027121599,0.00020249569,0.00008553879,0.00018324082,0.00018576892,0.51260304,0.034075215,0.016451512,0.005861291,0.426967],"study_design_scores_gemma":[0.00001625141,0.00013243634,0.0005285307,0.000009194341,0.000013037818,0.00007676546,0.000012740802,0.9924333,0.003791554,0.0008785375,0.0020962388,0.000011427918],"about_ca_topic_score_codex":0.0036739453,"about_ca_topic_score_gemma":0.0044532837,"teacher_disagreement_score":0.0036739453,"about_ca_system_score_codex":0.0007272252,"about_ca_system_score_gemma":0.00069378095,"threshold_uncertainty_score":0.008176863},"labels":[],"label_agreement":null},{"id":"W2147018820","doi":"10.1109/tsp.2006.889403","title":"Game Theoretic Cross-Layer Transmission Policies in Multipacket Reception Wireless Networks","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Signal Processing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Node (physics); Computer science; Transmission (telecommunications); Aloha; Nash equilibrium; Computer network; Wireless network; Channel (broadcasting); Channel state information; Mathematical optimization; Wireless; Throughput; Mathematics; Telecommunications; Engineering","score_opus":0.024452299823127778,"score_gpt":0.30961698727308906,"score_spread":0.28516468744996126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147018820","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1547085,0.0003880212,0.83971125,0.00039600415,0.000026907357,0.00011616327,0.000051527375,0.00018850162,0.004413093],"genre_scores_gemma":[0.95136386,0.0002685527,0.04564663,0.00008963234,0.000018196582,0.00013186564,0.000042610234,0.000055986482,0.0023827115],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981394,0.0010560825,0.000054099637,0.00018432393,0.00025169938,0.00031436596],"domain_scores_gemma":[0.9912247,0.0065176617,0.0010873278,0.00026366036,0.0005334972,0.00037314658],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003766528,0.00092682044,0.0012602684,0.0007955711,0.00067411084,0.0016378063,0.0014670674,0.0013831365,0.0018093074],"category_scores_gemma":[0.012514477,0.00078703044,0.0005400862,0.00084003125,0.002460261,0.0028435816,0.0013070331,0.0013452094,0.00030312536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000992691,0.000069255344,0.0004155634,0.000035290595,0.00002689164,0.00012481272,0.00013838097,0.93886673,0.0010216158,0.05452407,0.0003813706,0.0042966967],"study_design_scores_gemma":[0.000014836134,0.00003786412,0.00007684413,0.0000031341208,0.0000038696057,0.000019186446,0.000022245014,0.9842455,0.0002342377,0.015223122,0.000113894515,0.000005344279],"about_ca_topic_score_codex":0.003293114,"about_ca_topic_score_gemma":0.0015786994,"teacher_disagreement_score":0.003766528,"about_ca_system_score_codex":0.002120872,"about_ca_system_score_gemma":0.0014338393,"threshold_uncertainty_score":0.019919515},"labels":[],"label_agreement":null},{"id":"W2147242840","doi":"10.1109/icupc.1996.562721","title":"Improving the reliability of connections in cellular wireless environments via mobility tracking","year":2002,"lang":"en","type":"article","venue":"Proceedings of ICUPC - 5th International Conference on Universal Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Reliability (semiconductor); Computer network; Wireless; Track (disk drive); Tracking (education); Mobility model; Path (computing); Cellular radio; Mobile telephony; Mobile radio; Telecommunications; Base station","score_opus":0.059905761993736074,"score_gpt":0.2773139204472593,"score_spread":0.2174081584535232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147242840","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09506681,0.005649559,0.8935178,0.0005084955,0.00023598978,0.00010164867,0.00012741359,0.0016904689,0.003101742],"genre_scores_gemma":[0.92714065,0.0023321083,0.06842473,0.00010776434,0.00024665764,0.0000834465,0.00017870555,0.00011111741,0.0013747595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99764997,0.00059737574,0.00015005204,0.00036020268,0.0008960201,0.00034630543],"domain_scores_gemma":[0.9803122,0.0109112,0.0017201838,0.003725173,0.0030663367,0.00026488828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036938093,0.0016372325,0.0017940797,0.0016647744,0.0014244899,0.001554404,0.0021378451,0.0016319792,0.0012336146],"category_scores_gemma":[0.0274195,0.0006934819,0.00049201184,0.0015808714,0.0010065334,0.0035572015,0.0030849706,0.0018960113,0.00077715196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00089852785,0.000197326,0.0072105858,0.00036019762,0.00018899798,0.00042678078,0.000532265,0.5150968,0.072124325,0.017913181,0.003367289,0.3816837],"study_design_scores_gemma":[0.000051318864,0.00057859346,0.0026789608,0.00006030727,0.00018957396,0.0005906222,0.00012019937,0.94982225,0.0296018,0.012286442,0.0039369427,0.000083075814],"about_ca_topic_score_codex":0.0015627949,"about_ca_topic_score_gemma":0.0013175205,"teacher_disagreement_score":0.0036938093,"about_ca_system_score_codex":0.0008964489,"about_ca_system_score_gemma":0.000825713,"threshold_uncertainty_score":0.019534945},"labels":[],"label_agreement":null},{"id":"W2147250914","doi":"10.1109/glocom.2009.5425617","title":"Effect of Jamming Signals on Wireless Ad Hoc and Sensor Networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Retransmission; Jamming; Aloha; Computer science; Computer network; Throughput; Node (physics); Wireless ad hoc network; Network packet; Transmission (telecommunications); Base station; Wireless; Telecommunications; Engineering","score_opus":0.008207358451170493,"score_gpt":0.25772777136229835,"score_spread":0.24952041291112786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147250914","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47389358,0.014693672,0.49025762,0.00048696052,0.00039717733,0.00008505813,0.00015876757,0.0008413097,0.019185876],"genre_scores_gemma":[0.97509754,0.0064162775,0.016093971,0.00014613228,0.00018290452,0.000034133558,0.000056026645,0.000053937725,0.0019191743],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989899,0.00037460326,0.000041187188,0.00007344539,0.00044678285,0.00007404028],"domain_scores_gemma":[0.9939804,0.0046037203,0.0005147224,0.00026413274,0.0005662661,0.000070760965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074214215,0.00056857074,0.00037955222,0.000575789,0.00028985005,0.00056473823,0.0003219257,0.0005174776,0.0012236165],"category_scores_gemma":[0.004853137,0.0002727968,0.0002926189,0.0006187382,0.00062190206,0.0009677445,0.00053427333,0.00038408954,0.00030711966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00096861646,0.00014888853,0.0071361484,0.0016331129,0.0003224295,0.0016277602,0.00060078467,0.59497327,0.13455856,0.029906547,0.0019686501,0.22615519],"study_design_scores_gemma":[0.000047689442,0.002337885,0.01379463,0.00020377953,0.0005092281,0.0026473538,0.000356021,0.8729299,0.07120403,0.021653498,0.0142106665,0.00010532062],"about_ca_topic_score_codex":0.00041405536,"about_ca_topic_score_gemma":0.0003835813,"teacher_disagreement_score":0.0012236165,"about_ca_system_score_codex":0.00022803656,"about_ca_system_score_gemma":0.0002035892,"threshold_uncertainty_score":0.0040934086},"labels":[],"label_agreement":null},{"id":"W2147321081","doi":"10.1109/wowmom.2006.16","title":"A Station-Based Adaptation Algorithm to Improve Robustness of IEEE 802.11","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Robustness (evolution); Computer science; Adaptation (eye); IEEE 802.11; Algorithm; Real-time computing; Telecommunications; Wireless lan; Wireless; Psychology","score_opus":0.013346963040367924,"score_gpt":0.2432416711823668,"score_spread":0.2298947081419989,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147321081","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027184185,0.00027928833,0.9688986,0.00011676039,0.0001330968,0.00006318219,0.000013137472,0.0019045601,0.0014072184],"genre_scores_gemma":[0.6761123,0.0002630359,0.31994575,0.00022459037,0.00022621374,0.000121783894,0.00007569729,0.0001585058,0.0028720028],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995896,0.0000866306,0.00003529445,0.00009803257,0.00013862806,0.000051884927],"domain_scores_gemma":[0.9986677,0.0005429376,0.00013879428,0.0002449036,0.0003459127,0.00005971801],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010452888,0.00063035573,0.00056515075,0.0007074198,0.00049364683,0.00051158183,0.001213999,0.000594767,0.0012218882],"category_scores_gemma":[0.0035327224,0.00027593473,0.00034745343,0.00046278923,0.00037970967,0.000990725,0.00059835135,0.0013280944,0.0005426068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032988164,0.0003367226,0.0037055737,0.00010266437,0.00015429778,0.00018095548,0.0003161197,0.20930913,0.10054305,0.009924185,0.0035245526,0.67157286],"study_design_scores_gemma":[0.000033405642,0.00016915785,0.0009064109,0.0000067122683,0.00004580127,0.00018265868,0.000018717577,0.9710151,0.021908496,0.0015241742,0.004161618,0.000027771795],"about_ca_topic_score_codex":0.0009928921,"about_ca_topic_score_gemma":0.00094062736,"teacher_disagreement_score":0.0012218882,"about_ca_system_score_codex":0.00030640428,"about_ca_system_score_gemma":0.00044345006,"threshold_uncertainty_score":0.0055280924},"labels":[],"label_agreement":null},{"id":"W2147411015","doi":"10.1109/tmc.2013.23","title":"On Quality of Monitoring for Multichannel Wireless Infrastructure Networks","year":2013,"lang":"en","type":"article","venue":"IEEE Transactions on Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"National Science Foundation","keywords":"Computer science; Wireless; Metric (unit); Wireless network; Frame (networking); Channel (broadcasting); Inference; Computer network; Data mining; Distributed computing; Artificial intelligence; Telecommunications","score_opus":0.022924980232338892,"score_gpt":0.29790909630370077,"score_spread":0.27498411607136186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147411015","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020666094,0.002197529,0.9746108,0.0008159996,0.00007547658,0.0000692307,0.000088596564,0.0002449951,0.0012311892],"genre_scores_gemma":[0.8674295,0.0034118206,0.12676407,0.00021616697,0.00029756912,0.00014049669,0.00020950561,0.00011141911,0.0014194162],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959764,0.0017482752,0.00019687614,0.0007314794,0.0010074864,0.00033947566],"domain_scores_gemma":[0.9853764,0.011410975,0.001320684,0.0008057242,0.0008462846,0.00023983551],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0051964796,0.0015648453,0.0014731509,0.0014865403,0.0007576853,0.002064193,0.002029904,0.0013124633,0.0012374481],"category_scores_gemma":[0.019463312,0.0005746988,0.00068543194,0.0026370576,0.0019877695,0.0035864592,0.001656895,0.0017504976,0.00015206392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014932815,0.0000664158,0.0020869544,0.00012829505,0.00005160288,0.000057273937,0.00007723701,0.8951368,0.0013708612,0.022943268,0.0013545419,0.07657734],"study_design_scores_gemma":[0.0000068461272,0.000031226136,0.00036961315,0.000008743045,0.000007485644,0.000030315325,0.0000112246225,0.9902547,0.00044126526,0.008490416,0.00034074267,0.0000073789574],"about_ca_topic_score_codex":0.0048560738,"about_ca_topic_score_gemma":0.003688405,"teacher_disagreement_score":0.0051964796,"about_ca_system_score_codex":0.0035428773,"about_ca_system_score_gemma":0.0014322577,"threshold_uncertainty_score":0.027481973},"labels":[],"label_agreement":null},{"id":"W2147842707","doi":"10.1109/tvt.2009.2026177","title":"MIMO-Based Collision Avoidance in IEEE 802.11e Networks","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Distributed coordination function; Network allocation vector; Computer science; Computer network; MIMO; Service set; IEEE 802.11e-2005; IEEE 802; Channel (broadcasting); Wireless Multimedia Extensions; Wi-Fi; Quality of service; IEEE 802.11; Wireless network; Wireless; Telecommunications; Wi-Fi array","score_opus":0.009390164194784754,"score_gpt":0.24147331989338575,"score_spread":0.232083155698601,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147842707","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045980137,0.002238656,0.94728816,0.000252022,0.00020406581,0.000048451213,0.000024576766,0.00032484042,0.0036389772],"genre_scores_gemma":[0.939461,0.0008920516,0.05783351,0.00020665763,0.00007847154,0.000050710856,0.00002839623,0.000010406586,0.0014387438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985266,0.00040618118,0.000066606335,0.00017695093,0.0005957091,0.00022787655],"domain_scores_gemma":[0.99799025,0.0011094422,0.00024497262,0.0001645139,0.0004322245,0.00005860657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016627588,0.00047128194,0.00057927566,0.00046979843,0.00086583255,0.00072185067,0.00090930465,0.0006358151,0.00063988235],"category_scores_gemma":[0.003307843,0.0003699954,0.0003434735,0.0005719477,0.0008539309,0.000995285,0.0009582525,0.00078834663,0.00015242335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046365714,0.00013300784,0.0030045712,0.00021529553,0.00011682632,0.0005938228,0.0004672034,0.7677391,0.035316568,0.04841185,0.0025074321,0.1410306],"study_design_scores_gemma":[0.000037092897,0.00018571371,0.00071405835,0.00002261481,0.000032358435,0.00035418943,0.000058070527,0.98014086,0.008326981,0.0078046406,0.002279342,0.000044087912],"about_ca_topic_score_codex":0.0027649703,"about_ca_topic_score_gemma":0.0021763586,"teacher_disagreement_score":0.0027649703,"about_ca_system_score_codex":0.00079078967,"about_ca_system_score_gemma":0.0007863767,"threshold_uncertainty_score":0.008793652},"labels":[],"label_agreement":null},{"id":"W2148226319","doi":"10.1109/ccece.2011.6030460","title":"Analyzing sliding frame reservation-Aloha MAC protocol against mobile hidden station problem in MANET","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Aloha; Reservation; Computer science; Frame (networking); Computer network; Multiple Access with Collision Avoidance for Wireless; Protocol (science); Channel (broadcasting); Wireless; Throughput; Telecommunications; Network packet; Optimized Link State Routing Protocol; Routing protocol","score_opus":0.043158831972975126,"score_gpt":0.2939655242558878,"score_spread":0.25080669228291264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148226319","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1363466,0.0018437472,0.8547631,0.00048271567,0.0001231939,0.00012674717,0.00006391294,0.00030183067,0.005948216],"genre_scores_gemma":[0.96962947,0.0011670407,0.02690628,0.000092687646,0.000088235334,0.00010034682,0.00005617818,0.000049159138,0.0019105192],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983765,0.00052381464,0.00006924274,0.00017520679,0.0006373605,0.00021787295],"domain_scores_gemma":[0.99461246,0.0033418771,0.00073652714,0.0003119473,0.00089198357,0.00010527865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023486284,0.0007091776,0.00085286127,0.0012329979,0.0008351038,0.0011286373,0.0012452293,0.0008141587,0.0012929474],"category_scores_gemma":[0.007500603,0.0003559968,0.00063867867,0.0011636968,0.001009684,0.0023572159,0.0007403345,0.0007739286,0.00022662205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002604441,0.0001002278,0.0034861763,0.00028120333,0.00013575779,0.0007839376,0.00033653897,0.86154115,0.00900613,0.091687545,0.0018552775,0.030525735],"study_design_scores_gemma":[0.000007980118,0.000079564066,0.00039282168,0.000012043038,0.000029810386,0.00018614354,0.00007081928,0.98521847,0.0010627375,0.0123795755,0.00054679386,0.000013176091],"about_ca_topic_score_codex":0.0022169265,"about_ca_topic_score_gemma":0.0012331301,"teacher_disagreement_score":0.0023486284,"about_ca_system_score_codex":0.0010541264,"about_ca_system_score_gemma":0.001392522,"threshold_uncertainty_score":0.012420893},"labels":[],"label_agreement":null},{"id":"W2148310768","doi":"10.1109/wimob.2005.1512893","title":"Implementation of an IEEE 802.11 link available bandwidth algorithm to allow crosslayering","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Government of Canada","funders":"","keywords":"Computer science; Emulation; Computer network; Protocol stack; IEEE 802; IEEE 802.11s; Link layer; IEEE 802.11; Inter-Access Point Protocol; Bandwidth (computing); Quality of service; Wireless ad hoc network; Wireless; Wireless network; Distributed computing; Wireless sensor network; Wi-Fi; Network packet; Wireless mesh network; Telecommunications","score_opus":0.015168900812547712,"score_gpt":0.29065139944173485,"score_spread":0.2754824986291871,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148310768","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019750936,0.00013181809,0.9639577,0.00019117675,0.00029659408,0.00032171624,0.00008756784,0.010711988,0.0045504225],"genre_scores_gemma":[0.25015843,0.0001650598,0.7398975,0.0002825606,0.00006979334,0.0004103913,0.0005684818,0.0006097317,0.007838049],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904007,0.00016102764,0.00013763878,0.00016323294,0.00034713047,0.00015079974],"domain_scores_gemma":[0.99823844,0.00030720938,0.00014185715,0.00034397875,0.0008951103,0.000073375726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018171179,0.0007582595,0.0004813041,0.00095816306,0.000533919,0.0014107581,0.0017584205,0.00081518764,0.0031639284],"category_scores_gemma":[0.0036160443,0.0005056556,0.0003854882,0.0004292545,0.0003214914,0.0013352686,0.00070294907,0.0016031403,0.0016325185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008310098,0.0013471626,0.009991772,0.00038841227,0.0003361452,0.0005300275,0.00070291234,0.13916099,0.1204105,0.040881727,0.022397237,0.66302216],"study_design_scores_gemma":[0.00014977298,0.00042277435,0.0016033557,0.000041233987,0.000075150165,0.00036663623,0.00005479479,0.745995,0.18668555,0.0049066097,0.05959705,0.000102046055],"about_ca_topic_score_codex":0.0018404232,"about_ca_topic_score_gemma":0.0016249386,"teacher_disagreement_score":0.0031639284,"about_ca_system_score_codex":0.00059429184,"about_ca_system_score_gemma":0.0011667302,"threshold_uncertainty_score":0.010584414},"labels":[],"label_agreement":null},{"id":"W2148397771","doi":"10.1109/icc.2009.5199171","title":"Maximizing Throughput with Multiple Power Levels in a Random Access Infrastructure-Less Radio System","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Throughput; Computer network; Node (physics); Computer science; Power control; Random access; Transmission (telecommunications); Idle; Base station; Wireless network; Wireless; Mobile radio; Power (physics); Telecommunications; Engineering","score_opus":0.021350589860042693,"score_gpt":0.2608421813372337,"score_spread":0.239491591477191,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148397771","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07399395,0.00032861807,0.92279196,0.00013334065,0.000020024832,0.000060395127,0.000020214287,0.0003157954,0.0023357498],"genre_scores_gemma":[0.9433831,0.00024550015,0.05523061,0.000036397716,0.000043680924,0.0000810973,0.000014141144,0.000031801377,0.00093367184],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998016,0.0009606565,0.00006704656,0.00022164555,0.00047126296,0.00026333187],"domain_scores_gemma":[0.9970753,0.0018540573,0.00042944832,0.00029395544,0.00026810577,0.000079074045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021093073,0.00075228896,0.0008739158,0.0006184307,0.0003914351,0.0011456154,0.0011632384,0.0005699788,0.0007274218],"category_scores_gemma":[0.0040496043,0.00038836736,0.00050575583,0.0006559854,0.0013839133,0.0019488244,0.00071402226,0.0006030478,0.00024407661],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040557684,0.00013799792,0.000980615,0.00013222179,0.00011177982,0.0005963975,0.00027997917,0.82822186,0.042279385,0.09451497,0.0006922111,0.031646986],"study_design_scores_gemma":[0.00003057884,0.00016360145,0.00019148008,0.000007957129,0.000041707564,0.00014998115,0.000019838119,0.98276615,0.0041755843,0.011857191,0.00057246303,0.000023419041],"about_ca_topic_score_codex":0.00047955773,"about_ca_topic_score_gemma":0.0005268792,"teacher_disagreement_score":0.0021093073,"about_ca_system_score_codex":0.0009947342,"about_ca_system_score_gemma":0.0005185152,"threshold_uncertainty_score":0.011155188},"labels":[],"label_agreement":null},{"id":"W2149284565","doi":"10.1109/glocom.2006.637","title":"WLC04-5: Bandwidth Allocation in 4G Heterogeneous Wireless Access Networks: A Noncooperative Game Theoretical Approach","year":2006,"lang":"en","type":"article","venue":"Globecom","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Computer network; Quality of service; Bandwidth allocation; Oligopoly; Wireless network; Dynamic bandwidth allocation; Nash equilibrium; Bandwidth (computing); Game theory; Wireless; Cournot competition; Mathematical optimization; Telecommunications; Microeconomics; Economics","score_opus":0.010846706878348442,"score_gpt":0.25745472051387647,"score_spread":0.24660801363552803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149284565","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011071883,0.00025179875,0.97153676,0.0010261805,0.0000752734,0.00016648135,0.00007253069,0.00006379798,0.015735298],"genre_scores_gemma":[0.7098863,0.00095185026,0.27090988,0.0007484065,0.00021078957,0.0007610648,0.000137455,0.000078101184,0.0163161],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988263,0.0007475164,0.000027001592,0.0000947945,0.00018968007,0.00011462186],"domain_scores_gemma":[0.9987558,0.0008453265,0.00008640262,0.000047202357,0.00019240854,0.000072790426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019374922,0.0008078272,0.00088336354,0.0006093485,0.0006945719,0.0018297064,0.0015430137,0.0019066454,0.0032561217],"category_scores_gemma":[0.0026537462,0.00032481033,0.00076055684,0.00080700207,0.0018250037,0.0017210477,0.0009337781,0.0013927361,0.00034975656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057438294,0.00008153062,0.00022960204,0.000093601986,0.000034160283,0.00011946785,0.000095362135,0.663549,0.0010686028,0.31546286,0.0037368005,0.015471595],"study_design_scores_gemma":[0.000017237375,0.000022532515,0.000047183472,0.000010377602,0.0000075545045,0.000020206222,0.000020241441,0.948745,0.00031003714,0.048945703,0.0018460405,0.000007796139],"about_ca_topic_score_codex":0.006799676,"about_ca_topic_score_gemma":0.0042892564,"teacher_disagreement_score":0.006799676,"about_ca_system_score_codex":0.0025717365,"about_ca_system_score_gemma":0.0027002282,"threshold_uncertainty_score":0.018659294},"labels":[],"label_agreement":null},{"id":"W2149285947","doi":"10.1016/j.peva.2011.01.002","title":"Improving densely deployed wireless network performance in unlicensed spectrum through hidden-node aware channel assignment","year":2011,"lang":"en","type":"article","venue":"Performance Evaluation","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Australian Research Council; Multimedia University; National ICT Australia","keywords":"Computer network; Computer science; Channel (broadcasting); Node (physics); Hidden node problem; Wireless; Wireless network; Telecommunications; Wi-Fi array; Engineering","score_opus":0.05690303108756405,"score_gpt":0.2684342550725546,"score_spread":0.21153122398499052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149285947","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8549368,0.00040584826,0.14173485,0.00009611247,0.000045382396,0.000040992618,0.00003749631,0.00046768747,0.0022349656],"genre_scores_gemma":[0.9945807,0.000053056534,0.005111354,0.0000087122635,0.00000870401,0.000005148223,0.0000114951345,0.000009321552,0.00021154739],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989912,0.00041665233,0.000033615983,0.000080614715,0.00026009104,0.00021786639],"domain_scores_gemma":[0.9964302,0.002231345,0.00030426212,0.00039564344,0.0004648722,0.00017374915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013238726,0.00066371,0.00062920846,0.00040209905,0.00039881413,0.0007028731,0.000612714,0.000426819,0.00081126887],"category_scores_gemma":[0.004004028,0.0001586633,0.00015190536,0.00050542236,0.00059481885,0.0012844818,0.00095997,0.0003844388,0.000121497746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011389928,0.00037827122,0.004132237,0.00009339326,0.00007105961,0.00015660608,0.00009057305,0.8951564,0.03913463,0.0016091474,0.00039163002,0.057647005],"study_design_scores_gemma":[0.000020225614,0.00055648433,0.0013612404,0.0000033785664,0.00003916641,0.0000733482,0.00005226101,0.9816096,0.015535992,0.0006349528,0.00010377674,0.000009445506],"about_ca_topic_score_codex":0.0012587989,"about_ca_topic_score_gemma":0.0019924156,"teacher_disagreement_score":0.0013238726,"about_ca_system_score_codex":0.0006197374,"about_ca_system_score_gemma":0.00043733776,"threshold_uncertainty_score":0.0070014},"labels":[],"label_agreement":null},{"id":"W2149344005","doi":"10.1109/glocom.2009.5425562","title":"Cross-Layer Modeling of Wireless Ad Hoc Networks in the Presence of Channel Noise","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Wireless ad hoc network; Computer science; Handshaking; Computer network; Bit error rate; Channel (broadcasting); Throughput; Physical layer; Frame (networking); Ad hoc wireless distribution service; Mobile ad hoc network; Wireless network; Wireless; Optimized Link State Routing Protocol; Telecommunications; Network packet","score_opus":0.03268212204753022,"score_gpt":0.29492725571265815,"score_spread":0.2622451336651279,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149344005","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027695209,0.0009522243,0.9646604,0.0002490283,0.00012684584,0.00004484042,0.000089245754,0.00018398989,0.005998192],"genre_scores_gemma":[0.8701664,0.0038493588,0.10301689,0.00037954416,0.00031191792,0.00044121288,0.00039485208,0.00022916951,0.021210702],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993812,0.00021516727,0.000033879744,0.000086640866,0.0002070106,0.00007610484],"domain_scores_gemma":[0.99921167,0.00038658065,0.00011312425,0.00007867457,0.00017445798,0.000035368597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012532873,0.0011761716,0.0005794374,0.0005350686,0.0004110638,0.0011515592,0.0017686952,0.0011865874,0.0015069325],"category_scores_gemma":[0.0026443503,0.00053624826,0.00075130886,0.0006843435,0.0007325686,0.001983792,0.0011036947,0.0011571175,0.0007279536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015660398,0.000019246056,0.0003022367,0.000030316896,0.000019882305,0.00009536001,0.000049892864,0.9684511,0.0016880437,0.026160616,0.0002621409,0.002905479],"study_design_scores_gemma":[0.0000019975923,0.000011439324,0.000054482283,0.0000029337207,0.000006874938,0.000015836978,0.000004221851,0.9964641,0.00013755083,0.003012249,0.00028526454,0.0000031478492],"about_ca_topic_score_codex":0.0036583515,"about_ca_topic_score_gemma":0.0013603533,"teacher_disagreement_score":0.0036583515,"about_ca_system_score_codex":0.0005515692,"about_ca_system_score_gemma":0.00055600645,"threshold_uncertainty_score":0.0072740912},"labels":[],"label_agreement":null},{"id":"W2149492558","doi":"10.1109/tmc.2007.1046","title":"Enhancing WLAN Capacity by Strategic Placement of Tetherless Relay Points","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":66,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Relay; Wireless; Throughput; Wireless network; Rayleigh fading; Telecommunications; Channel (broadcasting); Fading","score_opus":0.023865911176451617,"score_gpt":0.27223506504425693,"score_spread":0.2483691538678053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149492558","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23320258,0.00066390535,0.7552216,0.0002721626,0.00007053092,0.00005076553,0.00006228144,0.0010697292,0.009386472],"genre_scores_gemma":[0.9650209,0.00018068928,0.034228787,0.000020846504,0.000019336652,0.000017912582,0.000017199704,0.000019953337,0.00047436653],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952984,0.00018791042,0.000021397744,0.00006640585,0.00008420071,0.00011020713],"domain_scores_gemma":[0.99855417,0.00073640095,0.00021920189,0.00021629386,0.0001913095,0.00008271895],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073429226,0.0009374625,0.00066658383,0.0006672954,0.00034182548,0.0007994708,0.0012073611,0.0007345725,0.0012450675],"category_scores_gemma":[0.0035304304,0.0003897584,0.00038726343,0.0005678927,0.000596708,0.0015903565,0.0013420953,0.0005599033,0.00061365875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023681443,0.00009616634,0.0012115333,0.000086042375,0.000037795213,0.00038658414,0.00009677798,0.8920846,0.037952054,0.012209821,0.0006588098,0.054942977],"study_design_scores_gemma":[0.00003825965,0.0002796805,0.0003838863,0.0000135473465,0.000051735595,0.00027697312,0.00009450823,0.9760838,0.016551642,0.0049003237,0.0012984708,0.00002720869],"about_ca_topic_score_codex":0.0007892964,"about_ca_topic_score_gemma":0.0010529612,"teacher_disagreement_score":0.0012450675,"about_ca_system_score_codex":0.0005047668,"about_ca_system_score_gemma":0.00044921777,"threshold_uncertainty_score":0.004165232},"labels":[],"label_agreement":null},{"id":"W2149821387","doi":"10.1109/icc.2006.254850","title":"Analysis of Burst Transmission in IEEE 802.11e Wireless LANs","year":2006,"lang":"en","type":"article","venue":"2006 IEEE International Conference on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer network; Throughput; Wireless lan; Computer science; IEEE 802.11e-2005; Channel (broadcasting); Distributed coordination function; Quality of service; IEEE 802; Wireless; Transmission (telecommunications); IEEE 802.11; Wireless network; Wi-Fi array; Telecommunications","score_opus":0.07059347255846536,"score_gpt":0.3443863024702178,"score_spread":0.2737928299117524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149821387","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38609353,0.0011339879,0.60587573,0.00033494557,0.00003425591,0.0000743536,0.00009646767,0.00034705733,0.006009675],"genre_scores_gemma":[0.9878654,0.00040494278,0.010385337,0.00003262194,0.000021077822,0.000055722852,0.00004970274,0.00004110039,0.0011440944],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928755,0.00018040308,0.000030021907,0.000068454676,0.00029575537,0.00013787126],"domain_scores_gemma":[0.9979792,0.0013554638,0.0002471016,0.0001001415,0.0002694808,0.000048606682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012125203,0.00056999153,0.00047793039,0.0008341542,0.00042511287,0.00074588717,0.0006177103,0.0005345746,0.0011562064],"category_scores_gemma":[0.005120507,0.00040149826,0.00036373935,0.0005742509,0.00080648356,0.0014372646,0.00057069905,0.00083912956,0.00016944968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017369004,0.00006340265,0.0037925583,0.00008824255,0.000045053206,0.00028419434,0.00030931,0.9077527,0.013472138,0.05775953,0.00050551584,0.015753612],"study_design_scores_gemma":[0.0000035963942,0.000020817719,0.00042713495,0.00000601619,0.000004734355,0.000039998715,0.000020329948,0.9954461,0.0007113904,0.0031454433,0.00016990368,0.0000045586676],"about_ca_topic_score_codex":0.0033624216,"about_ca_topic_score_gemma":0.0011310143,"teacher_disagreement_score":0.0033624216,"about_ca_system_score_codex":0.0011269839,"about_ca_system_score_gemma":0.0004939474,"threshold_uncertainty_score":0.008176923},"labels":[],"label_agreement":null},{"id":"W2150461103","doi":"10.1109/ccece.2008.4564722","title":"Channel assignment in an IEEE 802.11 WLAN based on Signal-To-Interference Ratio","year":2008,"lang":"en","type":"article","venue":"Conference proceedings - Canadian Conference on Electrical and Computer Engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Interference (communication); Computer science; Throughput; Channel (broadcasting); Wi-Fi; Computer network; Signal-to-interference ratio; IEEE 802.11; Wireless; Wireless lan; Algorithm; Wireless network; Telecommunications; Physics; Power (physics)","score_opus":0.028435903349455994,"score_gpt":0.21819691367077695,"score_spread":0.18976101032132095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150461103","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030639704,0.00041156446,0.965528,0.000083915715,0.00005275908,0.00004789803,0.000009485406,0.0006137775,0.0026129687],"genre_scores_gemma":[0.77339584,0.00046523561,0.22377434,0.00010757749,0.00009437963,0.00010968921,0.00003993104,0.00007837251,0.0019345259],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982597,0.00062850164,0.00006656275,0.0001947208,0.0005918738,0.0002585942],"domain_scores_gemma":[0.9987809,0.000607488,0.00014145859,0.00008041793,0.00031667892,0.00007301092],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013732911,0.0005951906,0.00067166594,0.00081705255,0.0006063129,0.0009816904,0.0011075131,0.0004442643,0.00095294043],"category_scores_gemma":[0.0033434646,0.0003342808,0.00029846423,0.0007616701,0.00075415085,0.0010818101,0.0007285324,0.00065526064,0.00041813447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037992478,0.00020129353,0.004113771,0.00013633198,0.00010813006,0.00025420566,0.0001961629,0.7240255,0.020694481,0.018116882,0.001747534,0.23002581],"study_design_scores_gemma":[0.00003507007,0.00014786737,0.0006367662,0.00000904972,0.000048070106,0.0002105497,0.000037883314,0.9868587,0.0074712546,0.003144232,0.0013746059,0.000025856234],"about_ca_topic_score_codex":0.0017606826,"about_ca_topic_score_gemma":0.0018882,"teacher_disagreement_score":0.0017606826,"about_ca_system_score_codex":0.00071607815,"about_ca_system_score_gemma":0.00083244586,"threshold_uncertainty_score":0.0072627664},"labels":[],"label_agreement":null},{"id":"W2150476091","doi":"10.1504/ijsnet.2006.010832","title":"Real-time admission control in 802.15.4 sensor clusters","year":2006,"lang":"en","type":"article","venue":"International Journal of Sensor Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Network packet; Admission control; Wireless sensor network; Computer network; Node (physics); Basis (linear algebra); Control (management); Real-time computing; Cluster (spacecraft); Quality of service; Artificial intelligence; Mathematics","score_opus":0.007049786343168002,"score_gpt":0.25145548787295835,"score_spread":0.24440570152979035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150476091","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23914398,0.0012300764,0.7554834,0.00058047427,0.00014476194,0.000087304245,0.000026470128,0.00064896053,0.002654588],"genre_scores_gemma":[0.98346925,0.0001812278,0.015453279,0.000026879909,0.00003102057,0.00003436514,0.000011334064,0.000017995151,0.0007746258],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967505,0.0012489281,0.00015057702,0.0004118347,0.0009359933,0.00050232565],"domain_scores_gemma":[0.9931846,0.0045937346,0.00078333326,0.00038966446,0.0007312148,0.00031745003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005193769,0.00059594726,0.0009595929,0.0008044901,0.0011539009,0.0020514317,0.0021700654,0.0011929002,0.00057169155],"category_scores_gemma":[0.0111322235,0.00047154396,0.0003793379,0.0011551715,0.0026482681,0.002250805,0.0015393134,0.0010560664,0.000089599154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003331498,0.000054280754,0.0008426252,0.000055735058,0.000034699384,0.0001077307,0.0002687824,0.9469027,0.003662692,0.02632937,0.0004506303,0.020957613],"study_design_scores_gemma":[0.000014785121,0.000034710505,0.00012408505,0.0000036289762,0.000007988162,0.000020635807,0.00003981238,0.9916938,0.0009155547,0.0069333655,0.00019931419,0.000012219433],"about_ca_topic_score_codex":0.0075074183,"about_ca_topic_score_gemma":0.0030039873,"teacher_disagreement_score":0.0075074183,"about_ca_system_score_codex":0.0027995384,"about_ca_system_score_gemma":0.0019927705,"threshold_uncertainty_score":0.027467608},"labels":[],"label_agreement":null},{"id":"W2150499956","doi":"10.1109/mmsp.2009.5293269","title":"Adaptive packetization for error-prone transmission over 802.11 WLANs with hidden terminals","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer science; Computer network; Throughput; Fading; Network packet; Transmission delay; Packet loss; Header; Overhead (engineering); Distributed coordination function; Processing delay; Transmission (telecommunications); Channel (broadcasting); Real-time computing; IEEE 802.11; Wireless; Telecommunications","score_opus":0.024134797196570645,"score_gpt":0.28026912520021663,"score_spread":0.256134328003646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150499956","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12150199,0.00025952072,0.87718034,0.00010203785,0.0000153456,0.000055856646,0.000010329553,0.00025631575,0.0006182485],"genre_scores_gemma":[0.9071082,0.00018265934,0.092239566,0.00003586195,0.000011824325,0.00005613079,0.000016265567,0.000031972235,0.00031758889],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931633,0.00030805537,0.000036275695,0.000063644286,0.00017702451,0.00009856901],"domain_scores_gemma":[0.9974989,0.0017650787,0.00025358322,0.00017656882,0.00024632757,0.000059425947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002141552,0.00041783508,0.0005481983,0.0006425253,0.00034791135,0.0005337921,0.00088199554,0.00029584454,0.00029630776],"category_scores_gemma":[0.00786941,0.00027676416,0.00027486763,0.0005990281,0.00064819347,0.001077713,0.0007006226,0.00054879824,0.00007972256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003150373,0.000102056016,0.0029109207,0.00007606005,0.000039580078,0.00017498275,0.00021955311,0.85723054,0.020129614,0.027685503,0.00043214782,0.09068407],"study_design_scores_gemma":[0.000011410507,0.000072471754,0.0002217122,0.0000039591355,0.000009126185,0.000034735476,0.000009953332,0.9933444,0.0030862375,0.0030702706,0.00012979246,0.000005820701],"about_ca_topic_score_codex":0.0010727155,"about_ca_topic_score_gemma":0.0008998077,"teacher_disagreement_score":0.002141552,"about_ca_system_score_codex":0.00091074134,"about_ca_system_score_gemma":0.0008829268,"threshold_uncertainty_score":0.011325717},"labels":[],"label_agreement":null},{"id":"W2150943066","doi":"10.1109/jsac.2002.807342","title":"Performance analysis of ad hoc wireless LANs for real-time traffic","year":2003,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Computer network; Wireless ad hoc network; Network packet; Wireless; Throughput; Base station; Wireless lan; Distributed computing; Real-time computing; Telecommunications","score_opus":0.031348771216967435,"score_gpt":0.3017720357285887,"score_spread":0.27042326451162124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150943066","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38005117,0.005890715,0.59365493,0.00086870725,0.00011584664,0.000112475325,0.00017264999,0.0006239929,0.018509444],"genre_scores_gemma":[0.9836073,0.001952029,0.011281297,0.000041356445,0.000088841836,0.00006418864,0.00008807449,0.00003882419,0.0028380873],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928147,0.00025291427,0.000019122046,0.000057126876,0.0002942445,0.00009506779],"domain_scores_gemma":[0.99827397,0.0011733248,0.00014725192,0.00009731671,0.0002604934,0.000047725705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012170144,0.00074903877,0.000353035,0.00088355923,0.0003330666,0.00079098035,0.0005431799,0.0004125141,0.0012847412],"category_scores_gemma":[0.0041953693,0.0002354528,0.0002371317,0.0005853483,0.00048526333,0.00091610546,0.00032533842,0.00043133393,0.00032736824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013886068,0.00008398096,0.0023266887,0.00012019098,0.000047422825,0.0001316689,0.00010217232,0.92841345,0.005347298,0.037455097,0.0010138422,0.02481934],"study_design_scores_gemma":[0.00000436371,0.00007208075,0.00061834446,0.000006686318,0.000010166523,0.00004024943,0.000020190239,0.99271023,0.0006644603,0.0051787985,0.00066929916,0.000005128827],"about_ca_topic_score_codex":0.001659854,"about_ca_topic_score_gemma":0.0009024024,"teacher_disagreement_score":0.001659854,"about_ca_system_score_codex":0.0010894248,"about_ca_system_score_gemma":0.0004740032,"threshold_uncertainty_score":0.007904351},"labels":[],"label_agreement":null},{"id":"W2151494011","doi":"10.1109/t-wc.2008.070606","title":"Service time analysis of a distributed medium access control scheme","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Alberta","funders":"","keywords":"Computer network; Computer science; Network packet; Media access control; Node (physics); Wireless network; Service (business); Wireless; Access control; Distributed computing; Real-time computing; Telecommunications","score_opus":0.039843830872483055,"score_gpt":0.29646008901827847,"score_spread":0.2566162581457954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151494011","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027854739,0.00058533234,0.96306276,0.00031169562,0.000064121865,0.00006651938,0.000055019744,0.00016955342,0.007830293],"genre_scores_gemma":[0.9203745,0.0010186455,0.069872744,0.00018934881,0.00021063922,0.00023303543,0.0001280834,0.00011712685,0.0078558875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99718314,0.0005476599,0.00010339616,0.0002923458,0.001560227,0.000313158],"domain_scores_gemma":[0.9938431,0.0032275144,0.00048817066,0.00047263797,0.0018006187,0.00016807356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002717291,0.0007661347,0.00071332714,0.0012902484,0.00068311946,0.0013153822,0.0013211627,0.0008379634,0.002344497],"category_scores_gemma":[0.0104585895,0.00031346877,0.00066018506,0.0011721669,0.0012114131,0.0018617989,0.0009159449,0.0014680779,0.00058292196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013987468,0.000058068163,0.00071334455,0.00011140016,0.000037083148,0.0001626873,0.00028790394,0.5006988,0.010471556,0.46183842,0.00096658984,0.024514265],"study_design_scores_gemma":[0.000005545065,0.000017092094,0.00007204224,0.0000045396346,0.0000048817983,0.00002705671,0.000008869147,0.98435265,0.0005219681,0.014436234,0.0005439046,0.000005174591],"about_ca_topic_score_codex":0.003445487,"about_ca_topic_score_gemma":0.001064387,"teacher_disagreement_score":0.003445487,"about_ca_system_score_codex":0.002732162,"about_ca_system_score_gemma":0.0015321624,"threshold_uncertainty_score":0.019823313},"labels":[],"label_agreement":null},{"id":"W2151545887","doi":"10.1109/qshine.2005.31","title":"Maintaining Reliability Through Activity Management in 802.15.4 Sensor Networks","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Network packet; Computer science; Wireless sensor network; Throughput; Reliability (semiconductor); Computer network; Context (archaeology); Power management; Real-time computing; Distributed computing; Power (physics); Wireless; Telecommunications","score_opus":0.01877647880108657,"score_gpt":0.28073158446049895,"score_spread":0.2619551056594124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151545887","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22542077,0.001646246,0.76846683,0.0004401064,0.00006250462,0.00008423825,0.000037084363,0.0007529828,0.0030891406],"genre_scores_gemma":[0.97302973,0.0004763868,0.02574866,0.00003521237,0.000033188167,0.00005377896,0.000020850905,0.000032423322,0.00056978693],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985757,0.0006703885,0.00008618239,0.00012157247,0.00036747314,0.00017873764],"domain_scores_gemma":[0.9958468,0.002167082,0.00079282885,0.0005571613,0.00053791486,0.000098322766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027066076,0.00071242463,0.00050367584,0.00068595796,0.00045627376,0.0009788289,0.0011330222,0.0007461175,0.0003838324],"category_scores_gemma":[0.009097073,0.00045961555,0.00039900592,0.0006191665,0.0013325189,0.0022245508,0.0005954862,0.00073787244,0.00016672224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019992632,0.00013474323,0.00387242,0.00010455873,0.000045663863,0.00015520287,0.00038331878,0.905155,0.015846977,0.029183593,0.0004371088,0.04448145],"study_design_scores_gemma":[0.000019785602,0.0001399717,0.00082473166,0.000018481525,0.000032831424,0.0001219868,0.000047053967,0.9692341,0.003989066,0.024497082,0.0010485491,0.000026275535],"about_ca_topic_score_codex":0.0018318116,"about_ca_topic_score_gemma":0.0014174511,"teacher_disagreement_score":0.0027066076,"about_ca_system_score_codex":0.00095604884,"about_ca_system_score_gemma":0.000883883,"threshold_uncertainty_score":0.014314055},"labels":[],"label_agreement":null},{"id":"W2151621088","doi":"10.1109/isspit.2006.270849","title":"Integrating Predictable Planning and Unpredictable Dynamics in Network Utility Maximization: An Improved Quota-Based Market Model","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Resource allocation; Revenue; Service provider; Operations research; Incentive; Wireless network; Service (business); Maximization; Resource management (computing); Computer network; Wireless; Microeconomics; Telecommunications; Economics","score_opus":0.011696054047891428,"score_gpt":0.23565710255550476,"score_spread":0.22396104850761334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151621088","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021967132,0.00016288055,0.9673004,0.0005713816,0.00006145404,0.00007996686,0.00007820284,0.00016814312,0.009610491],"genre_scores_gemma":[0.93650377,0.00025014475,0.055810463,0.00012482732,0.000060798044,0.00019616494,0.000050300445,0.000049520793,0.0069540204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883264,0.00044782113,0.000042369684,0.00015890125,0.00031301795,0.00020520839],"domain_scores_gemma":[0.99902093,0.00046156775,0.00011823556,0.00009650059,0.00019711256,0.0001056184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019407758,0.0006582105,0.0010337721,0.00044363545,0.0005201726,0.0016461593,0.0023625595,0.0014025965,0.0031820722],"category_scores_gemma":[0.0029938777,0.00046858395,0.00067683327,0.0006708768,0.001516774,0.0031507919,0.0010290502,0.0014721327,0.0003842386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006199313,0.00003989156,0.00016425364,0.000028514869,0.000015470123,0.00008942263,0.00008487578,0.88445264,0.0012015477,0.10743112,0.00068849605,0.0057417178],"study_design_scores_gemma":[0.000008452941,0.000013369683,0.00002818792,0.000001944505,0.0000033012284,0.000009492937,0.0000050403337,0.9900968,0.00009806524,0.009380262,0.00035013308,0.0000050659614],"about_ca_topic_score_codex":0.005500143,"about_ca_topic_score_gemma":0.0035237633,"teacher_disagreement_score":0.005500143,"about_ca_system_score_codex":0.0018340033,"about_ca_system_score_gemma":0.00195151,"threshold_uncertainty_score":0.013306677},"labels":[],"label_agreement":null},{"id":"W2151922086","doi":"10.1109/jsac.2009.090508","title":"Bridging between ieee 802.15.4 and IEEE 802.11b networks for multiparameter healthcare sensing","year":2009,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Computer network; IEEE 802.15; Bridging (networking); Network packet; IEEE 802; IEEE 802.11; Wireless sensor network; Wireless network; Wireless; Telecommunications; Quality of service","score_opus":0.06139601685089435,"score_gpt":0.34232442747802133,"score_spread":0.280928410627127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151922086","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06713728,0.0034200314,0.9084269,0.0022677132,0.00042762645,0.0000969573,0.000034540084,0.00022222406,0.017966844],"genre_scores_gemma":[0.8213687,0.0019672767,0.16846368,0.00049190735,0.00029293515,0.00017528763,0.000045532037,0.00004935532,0.0071453266],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99882656,0.0005978082,0.000043903558,0.0001221635,0.00029054744,0.000118956355],"domain_scores_gemma":[0.9987696,0.0006713038,0.00016331705,0.0001603234,0.0001769339,0.000058445792],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024726337,0.00055217015,0.00037838172,0.0003100123,0.0004850564,0.001438445,0.0012172485,0.002026844,0.0024145895],"category_scores_gemma":[0.003177642,0.00040230626,0.00036799838,0.0004456774,0.0007528526,0.0031949405,0.0013644465,0.001079357,0.00035357187],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022395085,0.0001871001,0.0030889646,0.00019397806,0.00008335346,0.00072547415,0.00041295885,0.43909514,0.011883329,0.44591057,0.0044218376,0.093773335],"study_design_scores_gemma":[0.000028461547,0.00021827253,0.00085971074,0.000045723882,0.000026357295,0.00025710036,0.00011051718,0.89670086,0.0015998076,0.0835543,0.016573979,0.000024959321],"about_ca_topic_score_codex":0.0013866965,"about_ca_topic_score_gemma":0.0010388512,"teacher_disagreement_score":0.0024726337,"about_ca_system_score_codex":0.00078334357,"about_ca_system_score_gemma":0.00086428126,"threshold_uncertainty_score":0.013076723},"labels":[],"label_agreement":null},{"id":"W2153071900","doi":"10.1109/bsc.2006.1644611","title":"Inter-Subnetwork Handover in IEEE 802.11 Legacy Networks Using Secure L2 Masquerading","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Cisco Systems","keywords":"Handover; Computer science; Computer network; Testbed; Scalability; Subnet; Subnetwork; Handset; Simple (philosophy); Throughput; Operating system; Wireless","score_opus":0.015772477646609308,"score_gpt":0.24942262127735032,"score_spread":0.23365014363074102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153071900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7962218,0.00040490768,0.19660038,0.0001918668,0.00002855732,0.00008131392,0.000021457541,0.0016473389,0.0048023374],"genre_scores_gemma":[0.9891166,0.00005421136,0.01013431,0.000018562274,0.000011231071,0.000016976404,0.000019151248,0.000013129551,0.0006157389],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993124,0.00023871871,0.00003450745,0.00007599264,0.00018516886,0.00015316454],"domain_scores_gemma":[0.99871004,0.00035297548,0.00021549656,0.0004941292,0.00014325927,0.000084162064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016794085,0.00045515815,0.00036900816,0.00063547376,0.0005918274,0.0008845748,0.00082202867,0.00049489655,0.00081295706],"category_scores_gemma":[0.0018622909,0.0002502192,0.00021023079,0.00043106283,0.0007575564,0.0018421401,0.0014188538,0.0004566453,0.00024869156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022579115,0.0010131651,0.03291886,0.00017278582,0.00020615975,0.0016636971,0.0015767139,0.2988499,0.22120257,0.04827432,0.003961791,0.38790214],"study_design_scores_gemma":[0.00015688964,0.000585387,0.008544548,0.000011985112,0.00010198475,0.00039100958,0.00029439488,0.9331235,0.045738533,0.007989378,0.0030109987,0.000051347903],"about_ca_topic_score_codex":0.0024450447,"about_ca_topic_score_gemma":0.0025521102,"teacher_disagreement_score":0.0024450447,"about_ca_system_score_codex":0.0007732121,"about_ca_system_score_gemma":0.00045284737,"threshold_uncertainty_score":0.0088816285},"labels":[],"label_agreement":null},{"id":"W2153519380","doi":"10.1109/twc.2006.256969","title":"Performance Modeling and Analysis of a Class of ARQ Protocols in Multi-Hop Wireless Networks","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Computer science; Retransmission; Network packet; Computer network; Hop (telecommunications); Automatic repeat request; Wireless network; Hybrid automatic repeat request; Wireless; Real-time computing; Telecommunications","score_opus":0.04505594307052441,"score_gpt":0.30128103293002967,"score_spread":0.25622508985950526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153519380","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033366796,0.0016109615,0.95895547,0.00040531313,0.00007013004,0.00008612463,0.00011346659,0.00036704532,0.0050246553],"genre_scores_gemma":[0.92101586,0.0036870944,0.06995381,0.00017633206,0.0003007174,0.00030306788,0.00020222858,0.00012810179,0.0042327247],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821836,0.00049557746,0.00007440247,0.00023712349,0.0007595771,0.00021493578],"domain_scores_gemma":[0.9964348,0.0021601685,0.00049666833,0.0003153559,0.0005299461,0.00006308008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021965068,0.001336007,0.00092924456,0.00094430544,0.00052920677,0.0014666645,0.002073878,0.001838093,0.0010168251],"category_scores_gemma":[0.006276159,0.0005725903,0.0007148546,0.0009923484,0.00097179366,0.0025650763,0.00071183825,0.0013952093,0.00048173557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022819773,0.000036213012,0.0004432206,0.000056038727,0.000023221724,0.00007097212,0.000052247837,0.96329266,0.0021757323,0.024660716,0.00032708226,0.008839074],"study_design_scores_gemma":[0.0000017514358,0.000020087426,0.00011117165,0.0000043645127,0.000005656158,0.000024769626,0.00000634827,0.9950104,0.00031029357,0.0041998923,0.0003006611,0.0000046469836],"about_ca_topic_score_codex":0.0031968758,"about_ca_topic_score_gemma":0.001112938,"teacher_disagreement_score":0.0031968758,"about_ca_system_score_codex":0.0014814656,"about_ca_system_score_gemma":0.0008812215,"threshold_uncertainty_score":0.011616349},"labels":[],"label_agreement":null},{"id":"W2153825562","doi":"10.1109/wcnc.2009.4917720","title":"Fair Flow Control in Solar Powered WLAN Mesh Networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Wireless mesh network; Node (physics); Computer network; Mesh networking; Flow control (data); Upper and lower bounds; Wireless network; Real-time computing; Wireless; Engineering; Telecommunications","score_opus":0.007368015901156415,"score_gpt":0.22909432184778308,"score_spread":0.22172630594662668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153825562","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036446027,0.00031419023,0.9609671,0.00020879961,0.000044112985,0.0000555885,0.000043870914,0.00025978367,0.0016605152],"genre_scores_gemma":[0.9245196,0.0002789191,0.07372336,0.00007863486,0.00009595162,0.00009181877,0.000054047476,0.00004323212,0.001114343],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99768424,0.00092491164,0.000104918574,0.00038538777,0.0005605247,0.00034002404],"domain_scores_gemma":[0.99141335,0.0066671893,0.0006793331,0.00046268164,0.0005828143,0.00019471071],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0060853413,0.0005542762,0.00087041134,0.001005231,0.00093390845,0.0018030831,0.0015960019,0.00074583635,0.0014452009],"category_scores_gemma":[0.016009673,0.00041975992,0.00029446656,0.001003262,0.00208228,0.0026625444,0.0012263515,0.00081836706,0.000111063964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021258713,0.000058497317,0.0006931948,0.0000528812,0.000019346542,0.000041551368,0.00008640472,0.91834676,0.0016269066,0.050707273,0.0006943901,0.027460197],"study_design_scores_gemma":[0.00001324894,0.000020454107,0.00008181595,0.0000034055051,0.0000037296581,0.000006789612,0.000008452516,0.97973025,0.00050688774,0.019418448,0.0002021237,0.0000044353133],"about_ca_topic_score_codex":0.004392261,"about_ca_topic_score_gemma":0.0027796533,"teacher_disagreement_score":0.0060853413,"about_ca_system_score_codex":0.0029560332,"about_ca_system_score_gemma":0.0018187776,"threshold_uncertainty_score":0.032182693},"labels":[],"label_agreement":null},{"id":"W2154028804","doi":"10.1109/vtcf.2006.548","title":"Power Control in 802.11 Wireless LANs","year":2006,"lang":"en","type":"article","venue":"IEEE Vehicular Technology Conference","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"InterDigital (Canada)","funders":"","keywords":"Computer science; Power control; Computer network; File Transfer Protocol; Wireless; Wireless lan; Reduction (mathematics); Scheme (mathematics); IEEE 802.11; Interference (communication); Power (physics); Control (management); Inter-Access Point Protocol; Wireless network; Telecommunications; Wi-Fi; The Internet; Operating system","score_opus":0.007314219229963518,"score_gpt":0.22101261873533382,"score_spread":0.21369839950537028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154028804","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023051582,0.009456324,0.92369884,0.001274698,0.0006146764,0.000083202875,0.000025145528,0.00068332267,0.04111226],"genre_scores_gemma":[0.8578872,0.012193639,0.100529626,0.00053412496,0.001160414,0.00019137694,0.000062548286,0.00013564731,0.027305398],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990823,0.00024026442,0.000064986096,0.000117583535,0.0004032078,0.000091588554],"domain_scores_gemma":[0.99929416,0.00036819847,0.00007055737,0.00007423332,0.00017359339,0.000019323374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010554448,0.0005231308,0.00037973808,0.00055670855,0.0006908943,0.0017557951,0.00077943294,0.00074127346,0.0015682188],"category_scores_gemma":[0.0026915604,0.0003825376,0.00021677853,0.00079260365,0.0012685462,0.0018036058,0.0006416579,0.0012692314,0.0004156564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017520133,0.00011196472,0.0013202302,0.0003858705,0.000045246594,0.0008214846,0.0005847166,0.15732095,0.022439124,0.5292952,0.0057422286,0.28175774],"study_design_scores_gemma":[0.0001009067,0.0004384951,0.0009331094,0.00022811699,0.00008817788,0.0014975417,0.00029152923,0.57663053,0.031931624,0.25840497,0.12935297,0.000102014485],"about_ca_topic_score_codex":0.0009481822,"about_ca_topic_score_gemma":0.000590584,"teacher_disagreement_score":0.0017557951,"about_ca_system_score_codex":0.0006305048,"about_ca_system_score_gemma":0.0003247973,"threshold_uncertainty_score":0.005581796},"labels":[],"label_agreement":null},{"id":"W2154043235","doi":"10.1109/sutc.2008.92","title":"Strong QoS and Collision Control in WLAN Mesh and Ubiquitous Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer network; Computer science; Quality of service; Collision; Efficient energy use; Mesh networking; Access control; Power control; Countdown; Distributed computing; Power (physics); Wireless; Computer security; Telecommunications; Engineering","score_opus":0.012587366337467128,"score_gpt":0.22614085561915592,"score_spread":0.2135534892816888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154043235","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056222685,0.0076525942,0.920723,0.0014905501,0.00043535337,0.00006425891,0.000042671974,0.00034420192,0.013024617],"genre_scores_gemma":[0.899139,0.0041163396,0.08817083,0.00041338673,0.0004000746,0.00015697599,0.00006625277,0.00005327185,0.0074837725],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924135,0.00018368658,0.00003781856,0.00011572049,0.00032217224,0.00009931532],"domain_scores_gemma":[0.9991474,0.00041726112,0.00011881857,0.00012538879,0.00013063289,0.000060377977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012569022,0.0002076232,0.00032979503,0.00047096016,0.0005424351,0.0010903156,0.0006886127,0.00068988075,0.0010595673],"category_scores_gemma":[0.0038802573,0.00026801482,0.00019758267,0.0007735537,0.0010750674,0.0011969467,0.0009819495,0.0008575946,0.0002196181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022284572,0.00006241729,0.001878268,0.00021239623,0.00003183476,0.000505495,0.00055310864,0.07179286,0.018998409,0.74421716,0.0036526716,0.15787256],"study_design_scores_gemma":[0.00008024953,0.00024356127,0.0016029072,0.000069743284,0.000059975864,0.00088926667,0.00029341364,0.64523906,0.010789361,0.29258093,0.048088882,0.0000627296],"about_ca_topic_score_codex":0.0019141138,"about_ca_topic_score_gemma":0.0010457684,"teacher_disagreement_score":0.0019141138,"about_ca_system_score_codex":0.0007185028,"about_ca_system_score_gemma":0.0006129757,"threshold_uncertainty_score":0.0066471696},"labels":[],"label_agreement":null},{"id":"W2154049711","doi":"10.1109/ciss.2006.286387","title":"Active Queue Management and Scheduling for Wireless Networks: The Single-Cell Case","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Computer network; Active queue management; Scheduling (production processes); Maximum throughput scheduling; Bandwidth allocation; Fair queuing; Fairness measure; Distributed computing; Round-robin scheduling; Dynamic priority scheduling; Wireless; Bandwidth (computing); Network packet; Throughput; Quality of service; Network congestion; Mathematical optimization; Telecommunications","score_opus":0.015184189875174654,"score_gpt":0.23034609891816804,"score_spread":0.2151619090429934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154049711","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0662085,0.00768436,0.9142147,0.0018857798,0.00058985327,0.00016476808,0.000083822655,0.00015503881,0.009013216],"genre_scores_gemma":[0.918502,0.0051400983,0.07012136,0.0004445905,0.0014061066,0.00019220161,0.000045635392,0.000068419795,0.004079568],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977736,0.000765473,0.000074108495,0.00023699342,0.00068054337,0.00046919464],"domain_scores_gemma":[0.99239844,0.005482049,0.0007663436,0.0003506931,0.0005638782,0.00043860055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004491861,0.000955946,0.0012670995,0.00078101584,0.0016115252,0.0032224078,0.0023752982,0.0028160494,0.0017156564],"category_scores_gemma":[0.013119141,0.00063659425,0.0006669924,0.0013612404,0.002652488,0.0042565796,0.0017002149,0.0017694574,0.00027452246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025602846,0.00026606247,0.001739976,0.00029381856,0.00009645238,0.0010147961,0.0005143663,0.49808696,0.0064018993,0.44699305,0.0040843785,0.04025221],"study_design_scores_gemma":[0.000040554256,0.00006004257,0.00020770522,0.000016777089,0.000025583615,0.00014259614,0.00006121081,0.925654,0.00051347807,0.07178056,0.00147946,0.000018026778],"about_ca_topic_score_codex":0.0048140497,"about_ca_topic_score_gemma":0.0034654813,"teacher_disagreement_score":0.0048140497,"about_ca_system_score_codex":0.0017887384,"about_ca_system_score_gemma":0.0025296635,"threshold_uncertainty_score":0.02375555},"labels":[],"label_agreement":null},{"id":"W2154445991","doi":"10.1109/twc.2010.06.091497","title":"Random access for elastic and inelastic traffic in WLANs","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Subgradient method; Mathematical optimization; Computer science; Random access; Optimization problem; Convex function; Sigmoid function; Convex optimization; Wireless network; Dual (grammatical number); Regular polygon; Wireless; Mathematics; Computer network","score_opus":0.03274497813393873,"score_gpt":0.30859753293328857,"score_spread":0.27585255479934984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154445991","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048846964,0.00035922322,0.94702005,0.00042598523,0.000031926993,0.000051747407,0.000035346333,0.00010428988,0.0031245816],"genre_scores_gemma":[0.94448704,0.00056049286,0.049864464,0.00016053856,0.00006481335,0.000102055994,0.000061847284,0.00006436131,0.004634436],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99801457,0.0009655184,0.0000688109,0.00031166855,0.00028637075,0.00035306552],"domain_scores_gemma":[0.9956053,0.0031795136,0.0005029064,0.00020498355,0.00033474882,0.00017267239],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029934521,0.00093350984,0.0010915082,0.0005628097,0.0005744726,0.0016894469,0.001431064,0.0009901886,0.0021378114],"category_scores_gemma":[0.008195793,0.0005851435,0.0007191755,0.0010418593,0.0015546927,0.0028688658,0.0016043283,0.0012525814,0.0003698427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015868015,0.00006254355,0.0008589104,0.00007349064,0.00002738529,0.0002484663,0.00009240932,0.9119913,0.0019367551,0.06800009,0.0006219503,0.015928032],"study_design_scores_gemma":[0.000011806969,0.000030505436,0.00010662268,0.0000050834196,0.0000075502217,0.0000600239,0.0000363588,0.98617315,0.00037478644,0.012880239,0.00030662166,0.0000073030064],"about_ca_topic_score_codex":0.0017158638,"about_ca_topic_score_gemma":0.0016908658,"teacher_disagreement_score":0.0029934521,"about_ca_system_score_codex":0.0011619206,"about_ca_system_score_gemma":0.0007525994,"threshold_uncertainty_score":0.015831053},"labels":[],"label_agreement":null},{"id":"W2155030987","doi":"10.1109/tvt.2007.897210","title":"Analysis of New Distributed-Media Access-Control Schemes for IEEE 802.11 Wireless Local-Area Networks","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Distributed coordination function; Computer science; Throughput; Overhead (engineering); Computer network; Reset (finance); IEEE 802.11; Network allocation vector; Access control; Wireless network; Wireless; Telecommunications","score_opus":0.01721057895337881,"score_gpt":0.2755108776064194,"score_spread":0.2583002986530406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155030987","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048573054,0.0019251961,0.94234866,0.00034627234,0.00016240976,0.00018955565,0.00007566121,0.0002371462,0.006141937],"genre_scores_gemma":[0.8833892,0.0013138837,0.11212824,0.000116146315,0.00014198267,0.0002200749,0.00009424608,0.000051760584,0.0025444804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99769956,0.00048819484,0.00012604744,0.00024285412,0.0012025654,0.00024076758],"domain_scores_gemma":[0.99676174,0.0015593134,0.00037184486,0.0004107415,0.0008278,0.00006856276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003543204,0.000999896,0.00074356573,0.0010879573,0.00074649265,0.0013120371,0.0018445336,0.0007268005,0.0016189327],"category_scores_gemma":[0.008790053,0.0003645897,0.0006943088,0.0010765889,0.00090907025,0.0023515902,0.00070497714,0.00091639755,0.00022627015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027143495,0.00023113095,0.001665332,0.00031831922,0.000106297375,0.00020396516,0.00018578644,0.72665715,0.015282959,0.15912928,0.0019235243,0.09402478],"study_design_scores_gemma":[0.000010389462,0.0000364448,0.00017682282,0.000008209544,0.000015104357,0.00004555348,0.0000073689603,0.9927665,0.0010853737,0.0050774766,0.00076400576,0.0000067423944],"about_ca_topic_score_codex":0.002096187,"about_ca_topic_score_gemma":0.002030902,"teacher_disagreement_score":0.003543204,"about_ca_system_score_codex":0.003206608,"about_ca_system_score_gemma":0.0015096513,"threshold_uncertainty_score":0.02326572},"labels":[],"label_agreement":null},{"id":"W2155298069","doi":"10.1109/bsc.2010.5473012","title":"Throughput optimization of a power-aware MAC for WLANs in correlated shadowing environments","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Throughput; Computer science; Computer network; Node (physics); Aggregate (composite); Transmitter power output; Channel (broadcasting); Capture effect; Local area network; Real-time computing; Wireless; Transmitter; Telecommunications; Engineering","score_opus":0.009141400867005276,"score_gpt":0.24553277934777273,"score_spread":0.23639137848076747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155298069","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.087431416,0.0004561224,0.9093342,0.00019433473,0.00004018471,0.000034598794,0.000024185565,0.0002809855,0.0022039982],"genre_scores_gemma":[0.9557722,0.0002710182,0.04275405,0.000045955636,0.0000446518,0.000043170377,0.00002040841,0.000045687502,0.0010028377],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911433,0.0003223006,0.00002754498,0.00013450232,0.00026092486,0.00014037447],"domain_scores_gemma":[0.9986572,0.0007990022,0.00017814433,0.00013894153,0.00016438791,0.00006233721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015444866,0.0009270462,0.00073634717,0.00046153637,0.00061886525,0.0010271677,0.0010105141,0.00050770695,0.00057677773],"category_scores_gemma":[0.003078162,0.00044670844,0.0003954189,0.0005310959,0.00094751525,0.0011138094,0.00082758727,0.00080184825,0.00016081179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008393936,0.000055108707,0.0004628696,0.0000400028,0.000045459856,0.00005939513,0.000061683,0.96465313,0.0099260695,0.007925475,0.00031694368,0.016369926],"study_design_scores_gemma":[0.0000036290303,0.000027107688,0.0001139032,0.0000014139783,0.000012999715,0.000014016286,0.000007830875,0.9971208,0.0012428892,0.0013314512,0.00011939253,0.0000044855556],"about_ca_topic_score_codex":0.0016864481,"about_ca_topic_score_gemma":0.0018889785,"teacher_disagreement_score":0.0016864481,"about_ca_system_score_codex":0.0012823921,"about_ca_system_score_gemma":0.001193409,"threshold_uncertainty_score":0.009304464},"labels":[],"label_agreement":null},{"id":"W2155911163","doi":"10.1109/ccece.2009.5090145","title":"Analytical modelling and performance analysis forwireless ad-hoc networks using four-way handshaking mechanism","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Handshaking; Computer science; Wireless ad hoc network; Multiple Access with Collision Avoidance for Wireless; Computer network; Throughput; Frame (networking); Channel (broadcasting); Vehicular ad hoc network; Collision; Mobile ad hoc network; Transmission (telecommunications); Flexibility (engineering); Wireless; Network packet; Telecommunications; Computer security","score_opus":0.04584683830746282,"score_gpt":0.2682815405611246,"score_spread":0.22243470225366174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155911163","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025128474,0.0019582773,0.96437144,0.00028976574,0.00007597556,0.000062690626,0.000072329116,0.00022858939,0.007812525],"genre_scores_gemma":[0.89698356,0.005631299,0.08695715,0.0001510194,0.00025126743,0.00030628085,0.00014914501,0.00013760771,0.009432563],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994174,0.0001679678,0.000023953071,0.0000475764,0.00024889054,0.00009425923],"domain_scores_gemma":[0.9990363,0.0005322223,0.00013053145,0.0000809986,0.00019645126,0.000023431407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009611415,0.0012206156,0.0007300691,0.00085458666,0.0004129414,0.0010043593,0.0013696033,0.0008901271,0.0013968413],"category_scores_gemma":[0.0030685384,0.00048309303,0.0007064043,0.0008240085,0.00073160336,0.0018787616,0.0006344598,0.0009659455,0.0006458003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012847875,0.000023432072,0.00019204525,0.000048852242,0.0000129172395,0.0000966157,0.00005453178,0.9714939,0.0024920679,0.01982763,0.00036617107,0.0053790333],"study_design_scores_gemma":[0.0000010733233,0.000008977301,0.00003844634,0.0000033099996,0.000003433397,0.000017699562,0.000005602811,0.9966889,0.00017545694,0.002772624,0.0002811291,0.0000033158888],"about_ca_topic_score_codex":0.0035814117,"about_ca_topic_score_gemma":0.0015134657,"teacher_disagreement_score":0.0035814117,"about_ca_system_score_codex":0.0012507966,"about_ca_system_score_gemma":0.0007666467,"threshold_uncertainty_score":0.009075284},"labels":[],"label_agreement":null},{"id":"W2156726508","doi":"10.1109/wirles.2005.1549387","title":"Analysis and Modeling of Physical Layer Alternatives in OFDM Based WLANs","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Viterbi decoder; Computer science; Orthogonal frequency-division multiplexing; Physical layer; Decoding methods; Fading; Minimum mean square error; Viterbi algorithm; Channel (broadcasting); Baseband; Additive white Gaussian noise; Electronic engineering; Estimator; Wireless; Spectral efficiency; Real-time computing; Algorithm; Bandwidth (computing); Telecommunications; Engineering; Mathematics","score_opus":0.029738900681528724,"score_gpt":0.3069615491120834,"score_spread":0.27722264843055466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156726508","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50065786,0.00047602848,0.48516998,0.00039078933,0.000036301662,0.00014191099,0.00021405761,0.00047128732,0.012441849],"genre_scores_gemma":[0.9836115,0.00020431049,0.014105252,0.00003465891,0.00001203815,0.000092637136,0.000063605155,0.000027683533,0.0018483264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992816,0.00028115997,0.000030743526,0.00006915565,0.00020157105,0.00013581142],"domain_scores_gemma":[0.9987017,0.0007862268,0.00017365336,0.00010721556,0.0001885633,0.00004261248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008389366,0.0004641655,0.0004561104,0.00046521993,0.0004276102,0.0009609542,0.00084794546,0.0008773257,0.0014321861],"category_scores_gemma":[0.0033744103,0.00033238047,0.0004144771,0.00037211674,0.00066549267,0.0012463487,0.0004780543,0.0006941752,0.0003089292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010559306,0.000053116997,0.0020833942,0.000031506333,0.000021255139,0.00014124281,0.00009473465,0.9733945,0.0032789696,0.016451718,0.0001502358,0.0041936357],"study_design_scores_gemma":[0.000008441761,0.000027205393,0.0002739782,0.0000033219214,0.0000071582494,0.00002236472,0.000013024901,0.9971661,0.00067189056,0.0015936634,0.00020794994,0.0000049306855],"about_ca_topic_score_codex":0.0030448546,"about_ca_topic_score_gemma":0.0017619502,"teacher_disagreement_score":0.0030448546,"about_ca_system_score_codex":0.0011046065,"about_ca_system_score_gemma":0.00044963826,"threshold_uncertainty_score":0.00801456},"labels":[],"label_agreement":null},{"id":"W2157424645","doi":"10.1109/vetecf.2009.5378948","title":"Proactive Traffic Engineering for IEEE 802.11 Mobile Wireless Networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Quality of service; Provisioning; Wireless network; Municipal wireless network; Wireless; Mobile computing; Service set; Internet access; The Internet; Wi-Fi; Telecommunications","score_opus":0.011079189680636549,"score_gpt":0.24124783750235174,"score_spread":0.2301686478217152,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157424645","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005761509,0.00046794052,0.99023074,0.00036736813,0.00010218363,0.000053121632,0.000017650958,0.00035537084,0.0026440343],"genre_scores_gemma":[0.73959935,0.0016416317,0.2503688,0.00047293378,0.00033955372,0.0003462036,0.0001440076,0.00016485929,0.006922815],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999151,0.00029003096,0.00003423332,0.00007537729,0.00038372184,0.00006566835],"domain_scores_gemma":[0.9989291,0.0006233183,0.00010581162,0.000100750505,0.00019750198,0.000043408192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011815059,0.00080749625,0.00037094209,0.00048811786,0.00065706036,0.0010498011,0.0012707186,0.00092926144,0.001179383],"category_scores_gemma":[0.0038623032,0.00036427964,0.0004955858,0.00051860366,0.0008032986,0.0013156552,0.0006335413,0.0013871383,0.00036536457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009686918,0.00012677044,0.000694536,0.00015709153,0.000042631167,0.00022092569,0.00015109219,0.6831987,0.012237394,0.1805447,0.004591181,0.11793817],"study_design_scores_gemma":[0.0000070852107,0.000040651048,0.00006731589,0.00001129165,0.000009664388,0.00007312452,0.000011716974,0.9670332,0.0012534158,0.029004525,0.0024776498,0.0000104014325],"about_ca_topic_score_codex":0.0017619721,"about_ca_topic_score_gemma":0.001856777,"teacher_disagreement_score":0.0017619721,"about_ca_system_score_codex":0.0011113452,"about_ca_system_score_gemma":0.0010645108,"threshold_uncertainty_score":0.008063376},"labels":[],"label_agreement":null},{"id":"W2158129200","doi":"10.1109/glocomw.2010.5700135","title":"Controlled random access with multipacket reception and traffic uncertainty","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Random access; Computer network","score_opus":0.011723149375999067,"score_gpt":0.2667363981363238,"score_spread":0.2550132487603248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158129200","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036233176,0.0006852054,0.95972127,0.00029883604,0.000067936584,0.000059200953,0.00005840721,0.00021198654,0.002663897],"genre_scores_gemma":[0.96475506,0.00070914056,0.030996142,0.00008185207,0.0001437009,0.00013585477,0.00005448968,0.000066116634,0.0030577253],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960974,0.0018379858,0.00014175796,0.00046009172,0.00085676514,0.00060610345],"domain_scores_gemma":[0.9818049,0.01509889,0.0015226124,0.0006058471,0.0007554846,0.00021229604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00432758,0.0017832316,0.0018954427,0.0009567163,0.0006974031,0.0022472355,0.0019192392,0.0014641783,0.0014370744],"category_scores_gemma":[0.016754126,0.0009945907,0.00087618874,0.001467275,0.0026237099,0.0030057272,0.0021674207,0.0019930692,0.00025115663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021263899,0.00003321317,0.0002607808,0.00006133231,0.000034098346,0.00018851245,0.00006645616,0.95321614,0.0018715266,0.038259733,0.00028438482,0.0055112457],"study_design_scores_gemma":[0.00001697327,0.000038398935,0.000054561115,0.0000044195194,0.000012358319,0.000035260407,0.000007210421,0.9904649,0.00049995974,0.008736979,0.00011590014,0.000012979809],"about_ca_topic_score_codex":0.0022953465,"about_ca_topic_score_gemma":0.0012307023,"teacher_disagreement_score":0.00432758,"about_ca_system_score_codex":0.0018203304,"about_ca_system_score_gemma":0.00085675454,"threshold_uncertainty_score":0.022886693},"labels":[],"label_agreement":null},{"id":"W2158282426","doi":"10.1109/wcnc.2011.5779221","title":"Performance modeling of a two-tier primary-secondary network with IEEE 802.11 broadcast scheme","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Computer science; Computer network; Payload (computing); Network packet; Scheme (mathematics); Primary (astronomy); Throughput; Cognitive radio; Telecommunications; Wireless","score_opus":0.032878050751479794,"score_gpt":0.2241336726964461,"score_spread":0.19125562194496631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158282426","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3301051,0.0013012291,0.64981407,0.0005512441,0.00012761187,0.00015679398,0.0003948823,0.00055813947,0.016990887],"genre_scores_gemma":[0.99110013,0.00020655192,0.006389451,0.00003065521,0.00002204452,0.00003929928,0.000044761888,0.000012925929,0.0021540537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904925,0.00030659366,0.000034278703,0.00015063985,0.00023620002,0.00022310077],"domain_scores_gemma":[0.99875915,0.0005270074,0.00017232797,0.000091155634,0.00037179101,0.000078535435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011957006,0.0008512431,0.0007185668,0.00046547744,0.00064981496,0.0011035327,0.0012222048,0.001000789,0.0019380796],"category_scores_gemma":[0.0019946613,0.00031641277,0.0005003244,0.00053324463,0.0008550489,0.0010862066,0.00073706853,0.0005031619,0.00047511663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015549712,0.000043531527,0.0014986085,0.00005164209,0.000026008316,0.00018370134,0.00009692861,0.9763316,0.00532307,0.011912921,0.000485701,0.0038907644],"study_design_scores_gemma":[0.000003862591,0.000031121508,0.0001995761,0.0000018231809,0.000007699963,0.000030274437,0.000011909263,0.9985171,0.00024980083,0.0008540919,0.0000882076,0.0000046216105],"about_ca_topic_score_codex":0.0098478375,"about_ca_topic_score_gemma":0.0053139264,"teacher_disagreement_score":0.0098478375,"about_ca_system_score_codex":0.0016260295,"about_ca_system_score_gemma":0.00087312184,"threshold_uncertainty_score":0.01958108},"labels":[],"label_agreement":null},{"id":"W2158923830","doi":"10.1109/tpds.2006.54","title":"Performance of a beacon enabled IEEE 802.15.4 cluster with downlink and uplink traffic","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Parallel and Distributed Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":159,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Telecommunications link; Computer network; Computer science; Network packet; Queue; Beacon; Real-time computing","score_opus":0.009043354440059527,"score_gpt":0.2059237537876299,"score_spread":0.19688039934757037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158923830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927201,0.000087872555,0.005523762,0.00010443119,0.000020805643,0.000018386498,0.00005390843,0.00024035682,0.0012303952],"genre_scores_gemma":[0.9988998,0.00003179412,0.000684163,0.000017474806,0.000003470357,0.0000068350205,0.00004474749,0.000009515596,0.00030217998],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989737,0.0002160886,0.000055078977,0.00016391923,0.00023917027,0.00035207724],"domain_scores_gemma":[0.9959645,0.0019781934,0.00036744264,0.00026686097,0.0010163072,0.0004065819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019040303,0.0007086861,0.00079427916,0.00075455883,0.0008865188,0.00083326007,0.0011536068,0.00088959973,0.0008216113],"category_scores_gemma":[0.00494715,0.00033100808,0.00031868697,0.00086553016,0.0012969305,0.0008473158,0.0009389498,0.0006877194,0.00013158798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021970933,0.00026779034,0.009368889,0.000072358125,0.00006355981,0.00018328923,0.00019770871,0.9553716,0.019655004,0.002400014,0.000707274,0.00951537],"study_design_scores_gemma":[0.000047925503,0.00046116722,0.0026595185,0.000005792378,0.000027674427,0.000042269672,0.00006808126,0.98966646,0.0064801173,0.00042563534,0.00009400349,0.000021371377],"about_ca_topic_score_codex":0.017341608,"about_ca_topic_score_gemma":0.005936152,"teacher_disagreement_score":0.017341608,"about_ca_system_score_codex":0.0020817232,"about_ca_system_score_gemma":0.0014754112,"threshold_uncertainty_score":0.034481347},"labels":[],"label_agreement":null},{"id":"W2158931621","doi":"10.1109/wpmc.2002.1088401","title":"Performance analysis of ad-hoc wireless LANs for real-time traffic","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Computer network; Wireless ad hoc network; Network packet; Wireless lan; Throughput; Wireless; Base station; Wireless network; Real-time computing; Distributed computing; Telecommunications","score_opus":0.014677657066837402,"score_gpt":0.25350536976755883,"score_spread":0.23882771270072142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158931621","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40465546,0.005621471,0.5709316,0.0007774727,0.0001084065,0.00011294918,0.00016128554,0.0006824807,0.016948927],"genre_scores_gemma":[0.98635036,0.0014386391,0.009805457,0.000029158486,0.0000711909,0.000054641354,0.00007138766,0.00003334338,0.002145916],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991893,0.00029656512,0.000021911103,0.000059328122,0.00033305064,0.00009984689],"domain_scores_gemma":[0.9978508,0.0015315216,0.0001575791,0.00010382656,0.00030165573,0.000054633914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013137014,0.0007177503,0.00036368248,0.0008854513,0.00032933758,0.00076298945,0.0005724478,0.0004172354,0.001259122],"category_scores_gemma":[0.0046969475,0.00022958375,0.00022971841,0.0005744964,0.00051499193,0.0009276311,0.00032196374,0.00041132176,0.00031759264],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001595579,0.00007769537,0.002253028,0.00011530816,0.00004565241,0.0001297689,0.000102361686,0.9365053,0.0055163717,0.030733513,0.00087452406,0.023486871],"study_design_scores_gemma":[0.000004299252,0.00006689813,0.0005377857,0.0000055406335,0.000009228408,0.000035865818,0.000017232387,0.99421424,0.0006588143,0.003973414,0.0004720411,0.000004698689],"about_ca_topic_score_codex":0.001587228,"about_ca_topic_score_gemma":0.0008510829,"teacher_disagreement_score":0.001587228,"about_ca_system_score_codex":0.0010837049,"about_ca_system_score_gemma":0.0004656689,"threshold_uncertainty_score":0.007862866},"labels":[],"label_agreement":null},{"id":"W2158953073","doi":"10.1109/hpsr.2001.923618","title":"Admission control and bandwidth management for VLANs","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Virtual LAN; Computer network; Computer science; Software deployment; Quality of service; Voice over IP; Bandwidth (computing); Bandwidth management; Call Admission Control; Admission control; Telecommunications; The Internet; Wireless; Wireless network; World Wide Web; Operating system","score_opus":0.01682844169612855,"score_gpt":0.23976191714152217,"score_spread":0.22293347544539363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158953073","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046264574,0.0011081573,0.9266126,0.0014011186,0.0001966368,0.000075340526,0.000030319105,0.0002851811,0.024026133],"genre_scores_gemma":[0.94359726,0.00070223736,0.044955228,0.00018283298,0.000280702,0.00012674958,0.000024255101,0.000044210283,0.010086554],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988518,0.00040266084,0.00004729801,0.00011665747,0.0003532493,0.00022830776],"domain_scores_gemma":[0.9989135,0.0006382631,0.00012456824,0.000090970134,0.00016163941,0.00007116113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015712715,0.00042333195,0.00037863626,0.00059719273,0.0011773794,0.0020167448,0.0011270032,0.00093950785,0.002193285],"category_scores_gemma":[0.004984232,0.00023703517,0.0003078129,0.00046697113,0.0015275773,0.0019785112,0.0014287388,0.0010852246,0.00035057744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010622639,0.000055017736,0.0007043082,0.000045602475,0.000019830595,0.00018083147,0.0004824461,0.19334152,0.0072644786,0.73029447,0.0015703369,0.065934874],"study_design_scores_gemma":[0.000014412749,0.000036717163,0.00030693744,0.00001194106,0.000012987982,0.00008158086,0.00008317339,0.7847666,0.0025765402,0.20655613,0.0055323327,0.000020593377],"about_ca_topic_score_codex":0.0034214288,"about_ca_topic_score_gemma":0.0017483325,"teacher_disagreement_score":0.0034214288,"about_ca_system_score_codex":0.0017315658,"about_ca_system_score_gemma":0.0011925958,"threshold_uncertainty_score":0.012563407},"labels":[],"label_agreement":null},{"id":"W2158964254","doi":"10.1109/glocom.1991.188548","title":"System unfairness of DQDB in supporting multiple communities of interest","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Distributed-queue dual-bus; Bandwidth (computing); Computer network; Metropolitan area network; Computer science; Queue; Distributed computing; Local area network","score_opus":0.0934638311209364,"score_gpt":0.2770988808834864,"score_spread":0.18363504976255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158964254","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3034659,0.0010119573,0.6760181,0.002776826,0.0004303124,0.00028231612,0.000077895915,0.002153322,0.013783279],"genre_scores_gemma":[0.95769745,0.00014812098,0.03872053,0.0004914929,0.0000899893,0.00009229234,0.000053952015,0.00005751565,0.0026486712],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9900669,0.0034131284,0.0006443393,0.0012311009,0.0036132187,0.0010314165],"domain_scores_gemma":[0.97984993,0.0074979314,0.0019959551,0.005490277,0.0042423187,0.00092350313],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010359794,0.00033365807,0.0007397936,0.0007863149,0.0024521612,0.0028033666,0.0022586025,0.0012757708,0.0011859937],"category_scores_gemma":[0.023227133,0.00038104775,0.00028990867,0.0009230096,0.0019822451,0.003580677,0.004118526,0.002163737,0.0003505898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032186927,0.00049283414,0.021050613,0.00055949617,0.00024377057,0.0015536144,0.0051267347,0.13937813,0.10873217,0.36262533,0.010881041,0.34613758],"study_design_scores_gemma":[0.00023723312,0.0007244789,0.0030546545,0.00006560391,0.00017011332,0.0012529184,0.0008728381,0.8356882,0.05129766,0.07830061,0.028195314,0.00014042147],"about_ca_topic_score_codex":0.005091599,"about_ca_topic_score_gemma":0.0035250227,"teacher_disagreement_score":0.010359794,"about_ca_system_score_codex":0.0025317061,"about_ca_system_score_gemma":0.0028047746,"threshold_uncertainty_score":0.05478847},"labels":[],"label_agreement":null},{"id":"W2158993892","doi":"10.1109/isci.2011.5958942","title":"A probabilistic measure of extended reservation Aloha MAC protocol against some MAC problems in MANET","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Aloha; Computer science; Computer network; Probabilistic logic; Reservation; Mobile ad hoc network; Capture effect; Mobile radio; Wireless ad hoc network; IEEE 802.11; Mobile telephony; Wireless; Wireless network; Telecommunications; Throughput; Network packet; Artificial intelligence","score_opus":0.062284707319072354,"score_gpt":0.2706919210264465,"score_spread":0.20840721370737417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158993892","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042467464,0.0017801748,0.9485846,0.0007093151,0.00017584782,0.00011078489,0.00009521681,0.0003167571,0.005759808],"genre_scores_gemma":[0.93870074,0.0011088134,0.057074253,0.0002116151,0.00030373636,0.0002731765,0.00009971149,0.00006376437,0.002164208],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99351925,0.0018623767,0.00033629875,0.0010211184,0.0027251139,0.0005359007],"domain_scores_gemma":[0.9827335,0.01045812,0.0019209605,0.0015324904,0.0026972874,0.0006577633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005282995,0.0010310089,0.0012904481,0.0019742947,0.0016067857,0.002424514,0.0031910643,0.0014180898,0.0017113694],"category_scores_gemma":[0.021359323,0.0006429869,0.0009157346,0.0017360061,0.0028973084,0.0047057318,0.0025240604,0.0017744284,0.00030835392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037447107,0.00013684011,0.0029127605,0.00045161304,0.00019875343,0.00033052915,0.0006120866,0.4612254,0.00722858,0.47687778,0.0032735511,0.046377696],"study_design_scores_gemma":[0.000020204357,0.0002882801,0.0006225153,0.000041225143,0.00006477305,0.00029036606,0.00009687378,0.92520356,0.0011741291,0.07055889,0.0015813005,0.000057836878],"about_ca_topic_score_codex":0.001506274,"about_ca_topic_score_gemma":0.0008931924,"teacher_disagreement_score":0.005282995,"about_ca_system_score_codex":0.0023649244,"about_ca_system_score_gemma":0.0020379655,"threshold_uncertainty_score":0.027939498},"labels":[],"label_agreement":null},{"id":"W2159141994","doi":"10.1109/tmc.2007.49","title":"Distributed and Energy-Aware MAC for Differentiated Services Wireless Packet Networks: A General Queuing Analytical Framework","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Computer network; Network packet; Queueing theory; Node (physics); Queue management system; Queue; Markovian arrival process; Wireless network; Real-time computing; Wireless","score_opus":0.011358742759590744,"score_gpt":0.27305192263304645,"score_spread":0.2616931798734557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159141994","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035044458,0.00043547014,0.9942649,0.00011460058,0.000041328785,0.000044928936,0.00003881329,0.00013054055,0.0014250969],"genre_scores_gemma":[0.48303717,0.0027037074,0.5061221,0.00036249383,0.00045549418,0.00045599663,0.00015863997,0.00017376148,0.006530601],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990476,0.0002896212,0.000047580386,0.00014083815,0.00037004333,0.000104307794],"domain_scores_gemma":[0.999316,0.00027936522,0.0000732302,0.000070761744,0.00022578292,0.000034885514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017499311,0.0011942699,0.00095153647,0.00097607274,0.0005439913,0.001240852,0.0022551334,0.00088149233,0.0009511636],"category_scores_gemma":[0.0023055363,0.00049097365,0.0011751944,0.0009713993,0.0009462905,0.0016106886,0.0011643935,0.00103465,0.00026498234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000333865,0.00011508993,0.00039736825,0.00016145557,0.00005394239,0.00012029064,0.00016088995,0.72229594,0.008992615,0.23900272,0.0015392989,0.027126985],"study_design_scores_gemma":[0.0000026921591,0.000015598202,0.0000422005,0.000005228057,0.00000655826,0.000011882623,0.0000056607437,0.9902042,0.0002533013,0.008581618,0.00086454774,0.0000064575133],"about_ca_topic_score_codex":0.005934269,"about_ca_topic_score_gemma":0.004018459,"teacher_disagreement_score":0.005934269,"about_ca_system_score_codex":0.002363287,"about_ca_system_score_gemma":0.0020680213,"threshold_uncertainty_score":0.017146885},"labels":[],"label_agreement":null},{"id":"W2159149320","doi":"10.1109/glocom.2007.956","title":"On Optimal Admission Control for Multi-Service Cellular/WLAN Interworking","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Quality of service; Computer network; Admission control; Call Admission Control; Cellular network; Channel (broadcasting); Service (business); Wireless network; Wireless; Telecommunications","score_opus":0.044108761023017,"score_gpt":0.31340769453451617,"score_spread":0.26929893351149914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159149320","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022089176,0.0021682926,0.9659317,0.00094204565,0.00015729686,0.000075683405,0.000036559,0.0002033766,0.008395937],"genre_scores_gemma":[0.9090294,0.0023341295,0.08395601,0.00026693303,0.00031532976,0.00016553476,0.00005854554,0.00010652549,0.0037676706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978022,0.0009245298,0.00006729507,0.00014609015,0.0006370953,0.00042272528],"domain_scores_gemma":[0.99708027,0.0021957655,0.00017186251,0.00013148485,0.0002973718,0.00012322504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030065847,0.0012351084,0.0015630599,0.00096359,0.0011176255,0.002055399,0.0014777397,0.0012481392,0.0023393554],"category_scores_gemma":[0.007651498,0.0005935302,0.000715046,0.0013367682,0.002382609,0.0025030773,0.0016025405,0.0021134496,0.00030919557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010015022,0.00005459804,0.00018408273,0.000041834348,0.000019929284,0.00004573389,0.000056967627,0.9070991,0.0010769565,0.07334096,0.0010447274,0.016935028],"study_design_scores_gemma":[0.000011163071,0.00000909094,0.000027514196,0.000005571795,0.0000040021105,0.0000049607447,0.0000074522886,0.9817104,0.00013642467,0.017829023,0.00024934608,0.0000051014426],"about_ca_topic_score_codex":0.01359049,"about_ca_topic_score_gemma":0.0060639908,"teacher_disagreement_score":0.01359049,"about_ca_system_score_codex":0.003929798,"about_ca_system_score_gemma":0.0036541286,"threshold_uncertainty_score":0.028512776},"labels":[],"label_agreement":null},{"id":"W2159351263","doi":"10.1109/icc.2010.5502486","title":"On Modeling Contention-Based MAC Protocols Using Markov Chains","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Markov chain; Computer science; Markov process; Continuous-time Markov chain; Markov model; Node (physics); Throughput; Markov blanket; Independence (probability theory); Distributed computing; Variable-order Markov model; Markov property; Theoretical computer science; Wireless; Machine learning; Mathematics","score_opus":0.04779988945895234,"score_gpt":0.31700046972024093,"score_spread":0.26920058026128857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159351263","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013176568,0.00041063383,0.9839521,0.00020160059,0.000040817427,0.00008520251,0.00008016487,0.00022166678,0.0018312503],"genre_scores_gemma":[0.5958352,0.0032751265,0.39535695,0.00023484316,0.00033480153,0.00083879783,0.0004129824,0.0001493694,0.0035618525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983156,0.0008394109,0.000085508436,0.00017487927,0.000434478,0.0001501092],"domain_scores_gemma":[0.99059945,0.007640627,0.0004963177,0.00064619834,0.0004951669,0.00012223556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032392086,0.0012060296,0.001094849,0.0010829443,0.0007727079,0.0017662218,0.0016589866,0.001414847,0.0015445828],"category_scores_gemma":[0.01079772,0.0007951546,0.0010836341,0.0013734846,0.0014251759,0.003320294,0.0011968572,0.0016297278,0.00036586213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033978387,0.000025192265,0.00034167684,0.000024959629,0.000021100095,0.000027544078,0.000043895463,0.96969044,0.0004099342,0.024184829,0.00014212057,0.005054255],"study_design_scores_gemma":[0.000007056475,0.000010712047,0.00004148773,0.000005755902,0.000005998367,0.000007941121,0.0000033741267,0.98751104,0.00018255888,0.011999333,0.00021902849,0.0000057505245],"about_ca_topic_score_codex":0.00848617,"about_ca_topic_score_gemma":0.0042665387,"teacher_disagreement_score":0.00848617,"about_ca_system_score_codex":0.0011820968,"about_ca_system_score_gemma":0.0017926447,"threshold_uncertainty_score":0.017130792},"labels":[],"label_agreement":null},{"id":"W2159482394","doi":"10.1007/978-3-540-30189-9_26","title":"Mobility Prediction in Wireless Networks Using Neural Networks","year":2004,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":75,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Wireless network; Resource (disambiguation); Artificial neural network; Computer network; Wireless; Distributed computing; Resource allocation; Machine learning; Artificial intelligence; Telecommunications","score_opus":0.020528751301627308,"score_gpt":0.25443952094178357,"score_spread":0.23391076964015625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159482394","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.087513514,0.0040274034,0.9029482,0.0008837548,0.00022962216,0.000037476926,0.00024919404,0.0008418067,0.0032690014],"genre_scores_gemma":[0.92812693,0.0018787578,0.06438216,0.0001152035,0.00020332113,0.00006867244,0.00030936408,0.00005294534,0.004862626],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998658,0.00002922367,0.000011863731,0.00003853715,0.000026840376,0.000027707758],"domain_scores_gemma":[0.99889356,0.0008000774,0.000081499464,0.000042632735,0.00015327141,0.00002903604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068138895,0.0005410139,0.00070999004,0.0006175446,0.0003314233,0.00065235724,0.0009811289,0.000976755,0.001122638],"category_scores_gemma":[0.0027841772,0.00046842452,0.00042711693,0.000921348,0.000398587,0.0013361011,0.00051465555,0.0011118047,0.00028475537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005087167,0.000027731345,0.0012010403,0.000026920596,0.000024464098,0.000023240602,0.000013086036,0.93642503,0.00036549722,0.0019287609,0.00073602644,0.05917719],"study_design_scores_gemma":[8.909966e-7,0.0000024852725,0.0000950067,0.0000022522477,0.0000021358615,0.0000025070349,0.0000013434724,0.9987708,0.000085208136,0.0009995081,0.000036665708,0.000001194794],"about_ca_topic_score_codex":0.01461578,"about_ca_topic_score_gemma":0.011305842,"teacher_disagreement_score":0.01461578,"about_ca_system_score_codex":0.00075652223,"about_ca_system_score_gemma":0.00034134058,"threshold_uncertainty_score":0.029061377},"labels":[],"label_agreement":null},{"id":"W2159731587","doi":"10.1145/1023756.1023777","title":"State based key hop protocol","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Computer science; Computer network; Protocol (science); Key (lock); Encryption; Cryptographic protocol; Hop (telecommunications); Wireless sensor network; Wireless; Computer security; Embedded system; Cryptography; Telecommunications","score_opus":0.01744900028361546,"score_gpt":0.27802116343350003,"score_spread":0.2605721631498846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159731587","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021193193,0.002849898,0.8507974,0.0029125195,0.0016222257,0.0028600567,0.0025381155,0.007353065,0.10787353],"genre_scores_gemma":[0.6568565,0.004568292,0.23026198,0.00219656,0.00068854,0.004160574,0.0046735606,0.00048391885,0.09611005],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976199,0.00044985866,0.0002677382,0.00029900076,0.0009685399,0.0003950207],"domain_scores_gemma":[0.99742657,0.0007159881,0.00030252582,0.000765163,0.0005900498,0.00019972445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013987574,0.0004755061,0.0008111835,0.00088256976,0.0016892483,0.0029671127,0.0016179065,0.001593589,0.0137538165],"category_scores_gemma":[0.004202238,0.00031339916,0.00040465407,0.0011693197,0.0014844446,0.0038877882,0.0035507693,0.0019538696,0.006264201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010590521,0.00032769988,0.0011226021,0.00092927756,0.00010235285,0.0005257468,0.0009480149,0.012664319,0.033595588,0.6630771,0.0655332,0.22011502],"study_design_scores_gemma":[0.00036534143,0.00057546946,0.0007132231,0.00026501084,0.00017981346,0.0017972097,0.00040416303,0.073118135,0.041547876,0.25428283,0.62652564,0.00022539147],"about_ca_topic_score_codex":0.0007559767,"about_ca_topic_score_gemma":0.00069781626,"teacher_disagreement_score":0.0137538165,"about_ca_system_score_codex":0.0007316993,"about_ca_system_score_gemma":0.001927341,"threshold_uncertainty_score":0.04601103},"labels":[],"label_agreement":null},{"id":"W2159753173","doi":"10.1109/glocom.2009.5425854","title":"Capacity of Wireless Multi-hop Networks Using Physical Carrier Sense and Transmit Power Control","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Transmitter power output; Power control; Computer science; Computer network; Sense (electronics); Wireless network; Topology (electrical circuits); Wireless; Hop (telecommunications); Carrier sense multiple access with collision avoidance; Network topology; Power (physics); Telecommunications; Electrical engineering; Engineering; Transmitter; Throughput; Channel (broadcasting)","score_opus":0.020561799715273794,"score_gpt":0.2597181236047242,"score_spread":0.23915632388945038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159753173","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.124506004,0.0029010638,0.8578086,0.0008849061,0.00007537377,0.000053350534,0.00014252217,0.00038363456,0.013244465],"genre_scores_gemma":[0.9851863,0.0009003286,0.0126895085,0.000045030403,0.000053087133,0.00007116618,0.000041326875,0.000040769668,0.0009724255],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986243,0.0006142627,0.00003396734,0.00013057895,0.00040333116,0.00019353922],"domain_scores_gemma":[0.9957236,0.0034178612,0.00026083514,0.00025545128,0.0002847393,0.000057485227],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002090743,0.0007759409,0.00065618736,0.00087989034,0.00043804286,0.001632653,0.00095663284,0.00089119474,0.0011139644],"category_scores_gemma":[0.009846215,0.00041899135,0.0005146656,0.0009325391,0.0018027363,0.003102508,0.00095376023,0.0007791511,0.0001645296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023750777,0.000017119153,0.00028349034,0.00004782832,0.000019951123,0.000041462605,0.000030154646,0.95834947,0.001283843,0.035129793,0.00018617707,0.0045870813],"study_design_scores_gemma":[0.0000025038378,0.000009465557,0.00008334613,0.000007334316,0.0000048170264,0.000015707945,0.000008780153,0.9897968,0.000570053,0.009297766,0.0001979864,0.000005416192],"about_ca_topic_score_codex":0.0026816335,"about_ca_topic_score_gemma":0.0011944995,"teacher_disagreement_score":0.0026816335,"about_ca_system_score_codex":0.0017474215,"about_ca_system_score_gemma":0.0013294341,"threshold_uncertainty_score":0.012678444},"labels":[],"label_agreement":null},{"id":"W2159841888","doi":"10.1109/wimob.2008.101","title":"On the Planning Problem of Wireless Local Area Networks with Directional Antennas","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Tabu search; Constraint (computer-aided design); Transmitter power output; Interference (communication); Wireless network; Mathematical optimization; Wireless; Throughput; Antenna (radio); Computer network; MIMO; Channel (broadcasting); Optimization problem; Wi-Fi; Telecommunications; Transmitter; Algorithm; Mathematics","score_opus":0.02530926886967342,"score_gpt":0.2248418988507382,"score_spread":0.19953262998106477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159841888","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04958309,0.003025321,0.92234856,0.0020776612,0.00014715054,0.000364207,0.0004993425,0.00024980784,0.02170496],"genre_scores_gemma":[0.4605286,0.0049195876,0.5201525,0.0004257294,0.00018682686,0.000823511,0.00079184194,0.00016868535,0.01200268],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991849,0.0004840493,0.000025146503,0.000114509894,0.00009138235,0.000100043755],"domain_scores_gemma":[0.9985367,0.0012102728,0.000094578674,0.000039187737,0.0000682192,0.00005098834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012386817,0.0012419275,0.0012726834,0.00077193475,0.000956098,0.0013081216,0.00092061574,0.0013728635,0.0051666433],"category_scores_gemma":[0.003080473,0.00061517075,0.0010536064,0.0021584025,0.0012833098,0.0014575148,0.0010063675,0.0013142539,0.00050594436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060800583,0.000058272613,0.00025992858,0.00015326751,0.000036106012,0.00009380516,0.000057533936,0.94509983,0.00028365446,0.033402525,0.0019237789,0.01857045],"study_design_scores_gemma":[0.000051777406,0.000092629314,0.00016974438,0.00003472768,0.000027015834,0.000068109075,0.00008853278,0.95422256,0.00038088244,0.041088067,0.0037614931,0.000014434438],"about_ca_topic_score_codex":0.009245605,"about_ca_topic_score_gemma":0.00940486,"teacher_disagreement_score":0.009245605,"about_ca_system_score_codex":0.0015260029,"about_ca_system_score_gemma":0.0019421764,"threshold_uncertainty_score":0.018383563},"labels":[],"label_agreement":null},{"id":"W2160123539","doi":"10.1109/icdcs.2003.1203516","title":"SmartNode: achieving 802.11 MAC interoperability in power-efficient ad hoc networks with dynamic range adjustments","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Computer network; Distributed coordination function; Throughput; Network packet; Network allocation vector; Wireless ad hoc network; IEEE 802.11; Transmission (telecommunications); Node (physics); Multiple Access with Collision Avoidance for Wireless; Protocol (science); Wireless; Optimized Link State Routing Protocol; Routing protocol; Engineering; Telecommunications","score_opus":0.007896823300315697,"score_gpt":0.23783378059221896,"score_spread":0.22993695729190328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160123539","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024799602,0.0002832179,0.96605366,0.0001449528,0.0000960415,0.00015514503,0.000040309907,0.0038692509,0.004557849],"genre_scores_gemma":[0.52051896,0.0003657925,0.46842057,0.0002193212,0.000106747524,0.00030188664,0.00028292913,0.00032122858,0.009462571],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99962056,0.00008382295,0.000032517637,0.00006412658,0.0001509697,0.000047955582],"domain_scores_gemma":[0.99948955,0.00011800427,0.000084323714,0.00014833156,0.00012435073,0.000035400164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009633688,0.0005311043,0.00040427313,0.0005088877,0.00040088614,0.0007336022,0.0011223834,0.0004543848,0.0012625405],"category_scores_gemma":[0.0015960041,0.00023613783,0.00020570082,0.00030688726,0.00055363047,0.0013869103,0.0008814428,0.0005662271,0.0006619406],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073209737,0.00024749903,0.0029887455,0.00031165103,0.000110308625,0.00035392062,0.000587619,0.07745572,0.19786589,0.100369245,0.01574859,0.60322875],"study_design_scores_gemma":[0.00018802029,0.00053328555,0.0015892688,0.000039821945,0.00008006537,0.0007003371,0.00010166873,0.7428689,0.1635447,0.021265566,0.069012135,0.000076196484],"about_ca_topic_score_codex":0.00042284172,"about_ca_topic_score_gemma":0.0006918738,"teacher_disagreement_score":0.0012625405,"about_ca_system_score_codex":0.00026958348,"about_ca_system_score_gemma":0.00050803035,"threshold_uncertainty_score":0.005094886},"labels":[],"label_agreement":null},{"id":"W2160417792","doi":"10.1109/icc.2007.632","title":"Shared Infrastructure Power Saving for Solar Powered IEEE 802.11 WLAN Mesh Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Software deployment; Bandwidth (computing); Computer network; Power consumption; IEEE 802.11; Mesh networking; Power (physics); Telecommunications; Wireless; Wireless lan","score_opus":0.01216528921792709,"score_gpt":0.2602865670462373,"score_spread":0.24812127782831023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160417792","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37097016,0.00041184528,0.6221553,0.0001792847,0.00004436533,0.00012430157,0.000051699077,0.0011950654,0.0048679686],"genre_scores_gemma":[0.97090393,0.00005604378,0.028156998,0.000014254622,0.000007712376,0.000034983113,0.00003450999,0.000016546835,0.00077488145],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995654,0.00010173998,0.000019418525,0.0000618517,0.00014996767,0.00010159105],"domain_scores_gemma":[0.99926454,0.00029260697,0.0001145554,0.00017117952,0.00011201736,0.000045065764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058374257,0.00051417697,0.00046786136,0.0005120189,0.00052032556,0.00067670684,0.0013748726,0.0004363032,0.0016377168],"category_scores_gemma":[0.0018576989,0.00018846201,0.00026781813,0.000586983,0.0003238774,0.001158734,0.00096673134,0.00032580554,0.00019964993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00075122784,0.00032656273,0.003544325,0.000118634336,0.00007843233,0.00015062634,0.00019801118,0.50627124,0.032294825,0.007561086,0.002026865,0.44667822],"study_design_scores_gemma":[0.000056646626,0.0002304141,0.0010813095,0.0000066268285,0.000030962623,0.00010647784,0.00008226958,0.9766906,0.016634578,0.003852415,0.0012170397,0.000010752938],"about_ca_topic_score_codex":0.0012816918,"about_ca_topic_score_gemma":0.0028481244,"teacher_disagreement_score":0.0016377168,"about_ca_system_score_codex":0.00091303984,"about_ca_system_score_gemma":0.00052059366,"threshold_uncertainty_score":0.0066245794},"labels":[],"label_agreement":null},{"id":"W2160668364","doi":"10.1109/wescan.1988.27661","title":"Queueing analysis of CSMA-CD LANs with heterogeneous population of buffered users","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Markov chain; Queueing theory; Computer network; Queue; Network packet; Markov process; Node (physics); Channel (broadcasting); Carrier sense multiple access with collision avoidance; Throughput; Population; Algorithm; Mathematics; Wireless; Statistics; Engineering","score_opus":0.013249800454860957,"score_gpt":0.24182351915378528,"score_spread":0.22857371869892432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160668364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65421283,0.0007982333,0.34154242,0.00044826668,0.0000468676,0.00005619195,0.00013787743,0.00027228764,0.0024850648],"genre_scores_gemma":[0.99175173,0.00019914038,0.0069172257,0.000034990462,0.000023278239,0.000024829918,0.000045359124,0.000014310282,0.00098918],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936515,0.00019385706,0.00002792624,0.0001008544,0.0001705308,0.00014174961],"domain_scores_gemma":[0.9971085,0.002000349,0.0002591912,0.00010898374,0.00041549903,0.00010738603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017032722,0.00042682223,0.00045444435,0.00066119095,0.00051604793,0.000977148,0.00082555646,0.0005094767,0.00090023084],"category_scores_gemma":[0.0055922153,0.0002981173,0.0002625135,0.00054962037,0.0009474015,0.0012791686,0.0005124398,0.00049172936,0.00009564492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014700556,0.000044375003,0.003371973,0.00003642955,0.000034436376,0.00012733132,0.00017576048,0.9573155,0.005991849,0.026156574,0.0003961311,0.006202667],"study_design_scores_gemma":[0.00000395231,0.000015086765,0.00027857855,0.0000010854394,0.000004275097,0.00000960628,0.000018966946,0.99776864,0.00031127455,0.0015307419,0.00005417483,0.0000036508513],"about_ca_topic_score_codex":0.014539562,"about_ca_topic_score_gemma":0.004392839,"teacher_disagreement_score":0.014539562,"about_ca_system_score_codex":0.0025685509,"about_ca_system_score_gemma":0.00095412834,"threshold_uncertainty_score":0.028909862},"labels":[],"label_agreement":null},{"id":"W2160671860","doi":"10.1109/wcnc.2006.1696494","title":"Performance analysis of controlled access phase scheduling for per-session QoS provisioning in IEEE 802.11e WLANs","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer network; Quality of service; IEEE 802.11e-2005; IEEE 802; Scheduling (production processes); Wireless Multimedia Extensions; Wireless broadband; Wireless network; Wireless; Telecommunications; Wi-Fi array","score_opus":0.02682193600686504,"score_gpt":0.34493874648337736,"score_spread":0.3181168104765123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160671860","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66234696,0.0019546603,0.3259828,0.00047832358,0.00015716408,0.00017818775,0.00012189127,0.0009029362,0.00787706],"genre_scores_gemma":[0.9902912,0.00014094537,0.0090614455,0.000025167657,0.000023485878,0.000025682653,0.000030766707,0.000021792428,0.00037947818],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9961314,0.0011957691,0.00014074628,0.00032200004,0.0015401032,0.00066998735],"domain_scores_gemma":[0.98628646,0.009664786,0.0008312459,0.0006302436,0.0022532665,0.0003339952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005234172,0.0008445727,0.0008418771,0.0012686659,0.0008242021,0.0013458636,0.0010423333,0.00065483607,0.0016265173],"category_scores_gemma":[0.017329838,0.00029780963,0.00034641192,0.0011540425,0.00086361275,0.0011655727,0.0005320637,0.0006616798,0.00017251496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025821552,0.00051227823,0.0060716425,0.00017007803,0.00012618183,0.00019870582,0.00023152282,0.8685785,0.028102718,0.026790563,0.0015590695,0.06507658],"study_design_scores_gemma":[0.000025655983,0.00019417389,0.000686321,0.000003907937,0.000015695216,0.000039714905,0.000019631469,0.99478215,0.0031079557,0.00096646894,0.00014744412,0.000010960288],"about_ca_topic_score_codex":0.008711055,"about_ca_topic_score_gemma":0.0036456299,"teacher_disagreement_score":0.008711055,"about_ca_system_score_codex":0.002094006,"about_ca_system_score_gemma":0.0020694495,"threshold_uncertainty_score":0.027681231},"labels":[],"label_agreement":null},{"id":"W2161258975","doi":"10.5555/1874620.1874833","title":"Co-simulation based platform for wireless protocols design explorations","year":2009,"lang":"en","type":"article","venue":"Design, Automation, and Test in Europe","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Testbed; Computer science; Flexibility (engineering); Wireless; Protocol (science); Task (project management); Embedded system; Distributed computing; Computer architecture; Systems engineering; Computer network; Engineering; Operating system","score_opus":0.0836476421294692,"score_gpt":0.32678664289829745,"score_spread":0.24313900076882827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161258975","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0034745468,0.000103936676,0.98426497,0.000118382864,0.00009208218,0.0002813842,0.00014288092,0.0055860546,0.005935738],"genre_scores_gemma":[0.11562265,0.00043819053,0.87172747,0.000108418084,0.00006794433,0.0023839746,0.0011010437,0.0015681046,0.0069822473],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99766076,0.0011924622,0.00016598136,0.00020263379,0.0006482785,0.00012983585],"domain_scores_gemma":[0.9958989,0.0021921508,0.00017573469,0.00094751007,0.00057926093,0.00020652333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036862257,0.0014705242,0.0009756028,0.0015447513,0.0007064564,0.0021640614,0.002172793,0.001405205,0.01501252],"category_scores_gemma":[0.006690328,0.00076535606,0.001253987,0.0009868029,0.00084227027,0.0016770333,0.002366321,0.0022556356,0.0033267539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00074886787,0.0007596796,0.001996049,0.00065194105,0.00033515232,0.00066848646,0.00069121545,0.5205077,0.028950293,0.1880739,0.019648347,0.23696837],"study_design_scores_gemma":[0.00011773701,0.00015784218,0.0001637934,0.000059502894,0.000047029385,0.000121369696,0.00002912195,0.9181094,0.010814398,0.016017951,0.054324828,0.000037007478],"about_ca_topic_score_codex":0.0012124066,"about_ca_topic_score_gemma":0.0010573741,"teacher_disagreement_score":0.01501252,"about_ca_system_score_codex":0.00075640326,"about_ca_system_score_gemma":0.0018104971,"threshold_uncertainty_score":0.05022192},"labels":[],"label_agreement":null},{"id":"W2161279684","doi":"10.1109/glocom.2008.ecp.957","title":"Performance Analysis and Evaluation of H.264 Video Streaming over Multi-Hop Wireless Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Computer network; Video streaming; Wireless network; Wireless; Quality of service; Throughput; Hop (telecommunications); The Internet; Channel (broadcasting); Video quality; Real-time computing; Telecommunications","score_opus":0.03630013686688852,"score_gpt":0.28968693348112473,"score_spread":0.2533867966142362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161279684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9721424,0.0022311609,0.021378554,0.0001754339,0.000040413684,0.000055514105,0.00016265543,0.0003624999,0.0034512635],"genre_scores_gemma":[0.99678564,0.00028853756,0.0025006316,0.000014032785,0.000011761193,0.000006296472,0.00009994421,0.000016858125,0.0002763232],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862397,0.00037145716,0.00006130496,0.00010007822,0.00067439605,0.00016876118],"domain_scores_gemma":[0.9957652,0.0025767412,0.0004192677,0.00018056098,0.0009092113,0.00014909933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001621624,0.00073393155,0.0006025577,0.00086061854,0.00044531818,0.00047674918,0.00051553367,0.00059614383,0.00060770893],"category_scores_gemma":[0.0059414185,0.00013519617,0.00021456201,0.0006966873,0.00045475332,0.0007142829,0.00025097062,0.0003373102,0.000105837724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023041659,0.00046594418,0.015406422,0.00046828,0.00021881255,0.00092518714,0.00017522158,0.79387105,0.10132649,0.0026886098,0.0015106364,0.08063926],"study_design_scores_gemma":[0.000021579666,0.0010484259,0.0066877156,0.000012278463,0.000043924803,0.00023536955,0.000065863154,0.9680039,0.023281667,0.00033449792,0.00024205647,0.000022733124],"about_ca_topic_score_codex":0.0059668217,"about_ca_topic_score_gemma":0.003539729,"teacher_disagreement_score":0.0059668217,"about_ca_system_score_codex":0.0010819089,"about_ca_system_score_gemma":0.00038452676,"threshold_uncertainty_score":0.011864185},"labels":[],"label_agreement":null},{"id":"W2162413306","doi":"10.1109/mwc.2008.4599216","title":"MAC layer misbehavior in wireless networks: challenges and solutions","year":2008,"lang":"en","type":"article","venue":"IEEE Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer network; Computer science; Wireless ad hoc network; Network allocation vector; Layer (electronics); Bandwidth (computing); Multiple Access with Collision Avoidance for Wireless; Wireless; Protocol (science); Link layer; Network layer; Wireless network; Application layer; IEEE 802.11; Routing protocol; Network packet; Optimized Link State Routing Protocol; Telecommunications","score_opus":0.12387345714958445,"score_gpt":0.3030189016454822,"score_spread":0.17914544449589773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162413306","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02069878,0.3707605,0.4585027,0.12247175,0.0039015207,0.00039412832,0.00009641017,0.0010553664,0.022118945],"genre_scores_gemma":[0.40950403,0.33112204,0.22496344,0.008191747,0.012437983,0.00051546656,0.00015527771,0.00020791269,0.012902085],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9928556,0.0022241666,0.00058378093,0.0006614067,0.0031647084,0.0005102926],"domain_scores_gemma":[0.9806074,0.008934932,0.0023819986,0.0016838982,0.0055309446,0.0008608433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008674333,0.0012274677,0.0015196659,0.0027055664,0.0026492167,0.00794567,0.0040826257,0.0060208957,0.0011751356],"category_scores_gemma":[0.016696794,0.0010011548,0.00068115647,0.0032997504,0.003780205,0.011295213,0.0040509584,0.0049185744,0.00067378936],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014153901,0.0003709084,0.007856644,0.0022896477,0.00017799265,0.0011479676,0.0016367681,0.033293836,0.0037618426,0.17717338,0.030099012,0.74205047],"study_design_scores_gemma":[0.000060362865,0.00052623777,0.004636211,0.0033592638,0.00030460357,0.0055448264,0.009170681,0.34127688,0.005945339,0.449919,0.17878388,0.00047276155],"about_ca_topic_score_codex":0.0018208459,"about_ca_topic_score_gemma":0.0018318658,"teacher_disagreement_score":0.008674333,"about_ca_system_score_codex":0.0020196105,"about_ca_system_score_gemma":0.0027455075,"threshold_uncertainty_score":0.045874834},"labels":[],"label_agreement":null},{"id":"W2162634746","doi":"10.1109/glocom.2010.5684198","title":"MMAC-HR: Multi-Channel Medium Access Control with Hopping Reservation for Multi-Hop Wireless Networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Reservation; Channel (broadcasting); Hop (telecommunications); Control channel; Multiple Access with Collision Avoidance for Wireless; Hidden node problem; Synchronization (alternating current); Wireless; Wireless network; Terminal (telecommunication); Distributed computing; Wi-Fi array; Telecommunications; Telecommunications link","score_opus":0.05735702163093258,"score_gpt":0.32024095410421455,"score_spread":0.26288393247328196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162634746","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020271381,0.004879875,0.96748984,0.0004307331,0.00058202376,0.0002162595,0.00007058345,0.0013980458,0.004661346],"genre_scores_gemma":[0.6705077,0.002760101,0.3186393,0.0004916772,0.00064452423,0.00055455853,0.00022014134,0.00013284801,0.0060491953],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912494,0.00026282395,0.00005823054,0.00009056156,0.0003557354,0.00010771172],"domain_scores_gemma":[0.9987249,0.00051507767,0.00018417597,0.00024007082,0.00024981255,0.00008594302],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012886138,0.00045019452,0.0005680429,0.0005830884,0.0006897798,0.000857329,0.0016915922,0.0007520696,0.0017459083],"category_scores_gemma":[0.0018752168,0.00018373306,0.0003023409,0.0006861198,0.0009424022,0.0012421842,0.0008630842,0.001231621,0.00039056403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048127276,0.00026604754,0.0019134426,0.0012514794,0.0002517988,0.0010881631,0.000495035,0.24997087,0.06003452,0.23209347,0.016856644,0.43529725],"study_design_scores_gemma":[0.00009746713,0.000478789,0.0006704151,0.00006612312,0.000082554645,0.0007575348,0.00008798353,0.93491304,0.013588251,0.01702102,0.032166954,0.000069894035],"about_ca_topic_score_codex":0.00164279,"about_ca_topic_score_gemma":0.0014066797,"teacher_disagreement_score":0.0017459083,"about_ca_system_score_codex":0.00040956764,"about_ca_system_score_gemma":0.0011083485,"threshold_uncertainty_score":0.006814897},"labels":[],"label_agreement":null},{"id":"W2162994244","doi":"10.1109/icc.2009.5199316","title":"Performance Analysis of the EDCA Medium Access Mechanism over the Control Channel of an IEEE 802.11p WAVE Vehicular Network","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"IEEE 802.11p; Computer network; Computer science; Throughput; Channel (broadcasting); Frame (networking); Transmission (telecommunications); Control channel; Inter-Access Point Protocol; IEEE 802; Markov chain; IEEE 802.11b-1999; Wireless; IEEE 802.11e-2005; IEEE 802.11; Vehicular ad hoc network; Wireless network; Wireless ad hoc network; Telecommunications; Wi-Fi; Telecommunications link; Quality of service","score_opus":0.016972937942158536,"score_gpt":0.2547398712219463,"score_spread":0.23776693327978776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162994244","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.836296,0.0022152408,0.14986187,0.00041648574,0.000085409745,0.00013489262,0.0002624115,0.0004875896,0.010239991],"genre_scores_gemma":[0.99668807,0.00028836518,0.0024325303,0.000015544247,0.000011578802,0.000024545845,0.000046638237,0.000013519148,0.00047935417],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978849,0.0005998425,0.00006765407,0.00022459302,0.00066087715,0.00056199124],"domain_scores_gemma":[0.9892209,0.0076993513,0.00086719444,0.000432491,0.0016093822,0.0001706326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032618402,0.0007808737,0.0008772957,0.0013653173,0.000830589,0.001337587,0.0009226838,0.0006967411,0.0015242617],"category_scores_gemma":[0.008706189,0.00033870083,0.00040067924,0.0009820617,0.0012184143,0.0011336133,0.0008086089,0.00061894197,0.0001692614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009623643,0.00015340035,0.0036928966,0.00010388124,0.000094090035,0.00011749013,0.00011896465,0.9525392,0.010148495,0.015955063,0.00064650766,0.015467694],"study_design_scores_gemma":[0.00001136867,0.00014538539,0.0008003152,0.0000070598703,0.000026503123,0.000028152197,0.000020117031,0.9960294,0.0020884608,0.0007241479,0.00010675882,0.000012440329],"about_ca_topic_score_codex":0.01162583,"about_ca_topic_score_gemma":0.0050809844,"teacher_disagreement_score":0.01162583,"about_ca_system_score_codex":0.002854009,"about_ca_system_score_gemma":0.0017923452,"threshold_uncertainty_score":0.02311629},"labels":[],"label_agreement":null},{"id":"W2163287352","doi":"10.1109/infcom.1988.12922","title":"Connection-based media access for multichannel local and metropolitan area networks","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Connection (principal bundle); Computer science; Computer network; Channel (broadcasting); Metropolitan area network; Broadband; Access method; Scheme (mathematics); Throughput; Local area network; Extension (predicate logic); Topology (electrical circuits); Wireless; Telecommunications; Engineering; Mathematics; Electrical engineering","score_opus":0.037091715984713045,"score_gpt":0.2887226506422831,"score_spread":0.25163093465757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163287352","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029499494,0.0043307696,0.92622083,0.0010402815,0.00069215626,0.00013083097,0.00012359124,0.0025093723,0.035452798],"genre_scores_gemma":[0.7076968,0.005089644,0.25062478,0.00034152123,0.0005863714,0.00034218532,0.00042097262,0.00021326062,0.034684483],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99981076,0.000069619724,0.000005920013,0.000019877454,0.00007229026,0.000021501428],"domain_scores_gemma":[0.9997929,0.00006843947,0.000019571471,0.00004773218,0.000049665105,0.000021765343],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023281286,0.00027925326,0.00014134044,0.000345114,0.0004943103,0.00060110964,0.0005445002,0.0004038914,0.004769918],"category_scores_gemma":[0.0007215466,0.00013746653,0.00019085284,0.00042655825,0.00030256755,0.0008348675,0.00050031324,0.000538838,0.00080797734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001521968,0.00011316541,0.0017058266,0.00046311147,0.00005261381,0.00043420307,0.00026025999,0.054023378,0.04137795,0.3940782,0.03328637,0.47405282],"study_design_scores_gemma":[0.00004053808,0.00029086135,0.0011026589,0.00006770792,0.000042693973,0.00087509037,0.00007736545,0.6724962,0.013698861,0.07617675,0.23508556,0.000045705772],"about_ca_topic_score_codex":0.001115876,"about_ca_topic_score_gemma":0.0025475938,"teacher_disagreement_score":0.004769918,"about_ca_system_score_codex":0.0004636881,"about_ca_system_score_gemma":0.00037766743,"threshold_uncertainty_score":0.015956998},"labels":[],"label_agreement":null},{"id":"W2163400165","doi":"10.1109/tnet.2005.858448","title":"Price-based rate control in random access networks","year":2005,"lang":"en","type":"article","venue":"IEEE/ACM Transactions on Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Aloha; Computer science; Random access; Throughput; Markov chain; A priori and a posteriori; Network packet; Markov process; Set (abstract data type); Channel (broadcasting); Aggregate (composite); Computer network; Wireless; Telecommunications; Mathematics","score_opus":0.02611470150294075,"score_gpt":0.2805187479822777,"score_spread":0.25440404647933695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163400165","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06439193,0.0011649701,0.92797685,0.0008958125,0.00022147543,0.000086092696,0.000051423693,0.00031834454,0.0048930934],"genre_scores_gemma":[0.9636491,0.00065568625,0.032516457,0.00014303358,0.00020365496,0.000108497334,0.000025863492,0.000058524005,0.002639147],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99714077,0.0012719873,0.00011348922,0.0003483693,0.00073355564,0.00039189958],"domain_scores_gemma":[0.99003804,0.006882286,0.0013699817,0.00050513796,0.00091755367,0.0002870288],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0051720007,0.0009580919,0.0012083091,0.0008839239,0.0006369508,0.0020546615,0.0026084995,0.0015529061,0.002004863],"category_scores_gemma":[0.01846684,0.0005647883,0.000660214,0.0009676482,0.002700565,0.003432552,0.0014078444,0.0018088397,0.00042998165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025150515,0.00013713301,0.00055711914,0.000118332784,0.00007012029,0.0002857562,0.00021237653,0.68332726,0.007486766,0.28597465,0.001342976,0.020235948],"study_design_scores_gemma":[0.000044063825,0.000061019124,0.00005646453,0.000005454022,0.000011534487,0.00004886854,0.000009426609,0.9566665,0.00054407545,0.0421708,0.0003646394,0.000017138054],"about_ca_topic_score_codex":0.0014017805,"about_ca_topic_score_gemma":0.00066128897,"teacher_disagreement_score":0.0051720007,"about_ca_system_score_codex":0.001543548,"about_ca_system_score_gemma":0.00081904815,"threshold_uncertainty_score":0.027352452},"labels":[],"label_agreement":null},{"id":"W2163542548","doi":"10.1109/vetecf.2004.1405096","title":"Performance of state based key hop (SBKH) protocol for security on wireless networks","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"RC4; Computer science; Computer network; Encryption; Cryptographic protocol; Wireless; Network packet; Protocol (science); Key (lock); Public-key cryptography; Cryptography; Computer security; Telecommunications","score_opus":0.018872294172331057,"score_gpt":0.28374593357769146,"score_spread":0.2648736394053604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163542548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8718306,0.0023197816,0.11008212,0.00065467897,0.00022258192,0.00034883493,0.0003658207,0.0015972168,0.012578357],"genre_scores_gemma":[0.9933984,0.00021156872,0.0055005937,0.000023277098,0.000012611611,0.000054376396,0.00012307797,0.000028307311,0.00064786384],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977343,0.0005901637,0.00012445358,0.00019470742,0.0009747484,0.00038173923],"domain_scores_gemma":[0.99300426,0.0043183872,0.0004971289,0.0009248223,0.0010463621,0.00020907712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027321815,0.00057880295,0.0007541828,0.00081967114,0.00091535377,0.0012273975,0.0009357031,0.00081155926,0.0018231492],"category_scores_gemma":[0.008108156,0.00018674301,0.00026753306,0.0006578749,0.0009364314,0.002328232,0.0010988248,0.00071347604,0.0003004636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0066277646,0.0007639861,0.013576784,0.00084849144,0.00031695212,0.0007068843,0.0011415103,0.5868704,0.12850451,0.073384166,0.010210937,0.17704763],"study_design_scores_gemma":[0.00013727747,0.0013810265,0.0026763217,0.000037005353,0.00006930112,0.0004135131,0.0001897161,0.9456303,0.035280667,0.012282717,0.0018336982,0.00006846676],"about_ca_topic_score_codex":0.0014483401,"about_ca_topic_score_gemma":0.0009975362,"teacher_disagreement_score":0.0027321815,"about_ca_system_score_codex":0.0013345223,"about_ca_system_score_gemma":0.0014399182,"threshold_uncertainty_score":0.014449358},"labels":[],"label_agreement":null},{"id":"W2163600107","doi":"10.1109/milcom.2013.231","title":"Using the IntelRate Controller to Improve Throughput and Queue Size of High-Speed WLANs","year":2013,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Bandwidth (computing); Queue; Computer network; Throughput; Network congestion; Active queue management; Network packet; Dynamic bandwidth allocation; Queueing theory; Controller (irrigation); Real-time computing; Distributed computing; Control theory (sociology); Wireless; Control (management); Telecommunications","score_opus":0.021131332605404892,"score_gpt":0.26965672792759127,"score_spread":0.24852539532218637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163600107","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59377027,0.0009009783,0.3918733,0.00024491816,0.0003686889,0.00012398847,0.00008312396,0.006501375,0.00613334],"genre_scores_gemma":[0.9852571,0.00008198346,0.01396782,0.00005283083,0.000027646513,0.000012139659,0.000024303328,0.00003283571,0.00054328714],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996449,0.00006205017,0.00003293317,0.000057153702,0.0001358862,0.0000671984],"domain_scores_gemma":[0.9987243,0.00038274037,0.00020619362,0.00018832818,0.00040847174,0.00008998058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009591084,0.0005093157,0.00037107136,0.0005970821,0.00029891162,0.0005862947,0.0011350277,0.00028194938,0.00096582307],"category_scores_gemma":[0.0032927212,0.00015748401,0.00019920268,0.0002932987,0.00026173625,0.00071021845,0.0004016175,0.00044187822,0.00015493759],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015087782,0.0014165282,0.01202794,0.00026684857,0.00013221746,0.00028139062,0.0003085359,0.34814492,0.28217384,0.0070739067,0.0040384587,0.34262666],"study_design_scores_gemma":[0.00013410447,0.0008173447,0.0029006803,0.000012704793,0.00006871297,0.0001156623,0.000029244453,0.9247031,0.06836618,0.0007634069,0.0020494165,0.000039385228],"about_ca_topic_score_codex":0.0015944276,"about_ca_topic_score_gemma":0.0018991802,"teacher_disagreement_score":0.0015944276,"about_ca_system_score_codex":0.0004673815,"about_ca_system_score_gemma":0.0004840631,"threshold_uncertainty_score":0.0050723553},"labels":[],"label_agreement":null},{"id":"W2163914511","doi":"10.1109/lcn.1988.10218","title":"Medium access control methods for integrated services in high bandwidth token passing networks","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Security token; Network packet; Computer network; Token passing; Channel (broadcasting); Bandwidth (computing); Bounded function; Protocol (science); Access control; Control channel; Distributed computing; Mathematics","score_opus":0.021253953408133,"score_gpt":0.344793099478647,"score_spread":0.323539146070514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163914511","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010990467,0.0009993048,0.99491125,0.000080592945,0.00013916423,0.000051686184,0.000017658833,0.00024711326,0.0024540802],"genre_scores_gemma":[0.14559813,0.0036501377,0.8302769,0.0003144322,0.00067518244,0.0010131326,0.0001760306,0.00035996802,0.017935984],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99715614,0.0009159939,0.00014128072,0.00023593105,0.0014045058,0.00014610072],"domain_scores_gemma":[0.996433,0.0022116709,0.00026426837,0.00041359093,0.00061250635,0.00006491522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030070723,0.0011273893,0.00082789105,0.0013720852,0.00066586095,0.0026272433,0.002019777,0.0011836146,0.006319375],"category_scores_gemma":[0.009843478,0.0004425339,0.0005883289,0.0014827183,0.0015913282,0.0033499985,0.0010050648,0.002277243,0.0019232397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017230767,0.00010395363,0.00027798285,0.00036831605,0.000074548094,0.00016364497,0.00035557305,0.0736363,0.005424108,0.7094041,0.0068486305,0.20317058],"study_design_scores_gemma":[0.00007900648,0.00009868005,0.00015603485,0.00010162828,0.000043297674,0.00019749934,0.00005336911,0.7610178,0.0037804183,0.20179088,0.03264361,0.000037736678],"about_ca_topic_score_codex":0.0016390099,"about_ca_topic_score_gemma":0.0010954442,"teacher_disagreement_score":0.006319375,"about_ca_system_score_codex":0.0014995122,"about_ca_system_score_gemma":0.000946075,"threshold_uncertainty_score":0.021140397},"labels":[],"label_agreement":null},{"id":"W2164254685","doi":"10.1109/twc.2008.080573","title":"Statistical QoS routing for IEEE 802.11 multihop ad hoc networks","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":69,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Wireless ad hoc network; Optimized Link State Routing Protocol; Ad hoc wireless distribution service; Wireless Routing Protocol; Adaptive quality of service multi-hop routing; Distributed computing; Dynamic Source Routing; Vehicular ad hoc network; Destination-Sequenced Distance Vector routing; Routing protocol; Routing (electronic design automation); Wireless; Telecommunications","score_opus":0.03945369009381548,"score_gpt":0.31188134060757494,"score_spread":0.27242765051375945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2164254685","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044960063,0.0012257568,0.99128133,0.00053324737,0.00020211664,0.000038774873,0.000035499936,0.000369164,0.0018180881],"genre_scores_gemma":[0.5399745,0.0039390703,0.45076087,0.0005758238,0.00067789125,0.0003646173,0.00035424935,0.00014337749,0.0032094738],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866045,0.0004437582,0.0000777073,0.0000824314,0.0006783031,0.00005724398],"domain_scores_gemma":[0.99783367,0.0009830735,0.00025893163,0.00035673898,0.0005103047,0.000057295943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021312058,0.0005259995,0.00038207878,0.0007811733,0.00059870846,0.0010002418,0.0010489088,0.0004985589,0.000907334],"category_scores_gemma":[0.0061705005,0.00026979047,0.0003868247,0.0008343398,0.0007951356,0.0013002694,0.0007032734,0.00087744405,0.00032749312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008146472,0.00006675483,0.001364735,0.0003106218,0.000082457795,0.00018559454,0.00013464993,0.3153077,0.012608888,0.48295408,0.0067815613,0.1801216],"study_design_scores_gemma":[0.0000104869005,0.000054753,0.00021752491,0.000018894198,0.000019297637,0.00012228428,0.000024915522,0.90022874,0.0020589267,0.08606088,0.011162066,0.000021254118],"about_ca_topic_score_codex":0.00085794117,"about_ca_topic_score_gemma":0.0011438853,"teacher_disagreement_score":0.0021312058,"about_ca_system_score_codex":0.0009849201,"about_ca_system_score_gemma":0.0013204966,"threshold_uncertainty_score":0.0112710595},"labels":[],"label_agreement":null},{"id":"W2165105162","doi":"10.1109/wowmom.2008.4594852","title":"A novel physical carrier sensing scheme for enhancing spatial reuse in multihop wireless networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Computer network; Overhead (engineering); Network packet; Throughput; Wireless ad hoc network; Transmission (telecommunications); Hidden node problem; Node (physics); Reuse; Scheme (mathematics); Physical layer; Wireless; Distributed computing; Carrier sense multiple access with collision avoidance; Wireless network; Engineering; Telecommunications","score_opus":0.026664519488254056,"score_gpt":0.26995214878870705,"score_spread":0.243287629300453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165105162","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054968614,0.0014825186,0.9406314,0.00021220854,0.00017713176,0.00012402155,0.000026366304,0.00034974347,0.0020279991],"genre_scores_gemma":[0.80665576,0.00072257203,0.19029796,0.0001579849,0.00012283595,0.00012088335,0.000041230673,0.000018807865,0.001861947],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995158,0.0001198752,0.00002938601,0.000084429004,0.00020227871,0.00004813327],"domain_scores_gemma":[0.99932206,0.00021553201,0.000095104755,0.00015632462,0.00016704701,0.000043963642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071154325,0.00039281487,0.00042181447,0.00057674036,0.0005442161,0.00043344678,0.0011277754,0.00048529945,0.0004629236],"category_scores_gemma":[0.0018874157,0.00019412558,0.0002662605,0.0005032264,0.00069813424,0.0010089374,0.0007746886,0.000526252,0.00014408816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044802699,0.000259733,0.0016619494,0.00048895436,0.0001004659,0.0007842786,0.00067721715,0.08087281,0.39654937,0.0731676,0.0024589277,0.4425307],"study_design_scores_gemma":[0.00011942434,0.00096201646,0.0018931057,0.00004241233,0.000108457054,0.0015145191,0.00009605547,0.878339,0.0864342,0.012535363,0.017845796,0.00010958012],"about_ca_topic_score_codex":0.0007808878,"about_ca_topic_score_gemma":0.0010124361,"teacher_disagreement_score":0.0011277754,"about_ca_system_score_codex":0.00038924805,"about_ca_system_score_gemma":0.000532632,"threshold_uncertainty_score":0.0037630796},"labels":[],"label_agreement":null},{"id":"W2165357407","doi":"10.1109/jsac.2007.070517","title":"Packet prioritization in multihop latency aware scheduling for delay constrained communication","year":2007,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Network packet; Computer network; Scheduling (production processes); Schedule; Transmission delay; Latency (audio); Wireless network; Transmission (telecommunications); Distributed computing; Wireless; Mathematical optimization; Telecommunications","score_opus":0.03923119684007823,"score_gpt":0.3372392143749134,"score_spread":0.29800801753483513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165357407","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.116703294,0.0011082863,0.879711,0.00018729991,0.00006220322,0.000060567767,0.000023202536,0.00019569647,0.00194851],"genre_scores_gemma":[0.9018171,0.0005212419,0.09618001,0.000053858523,0.00004781805,0.000050673047,0.000023484681,0.00006198611,0.0012438742],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995272,0.00018891219,0.000020943075,0.000055577435,0.00014173963,0.00006558522],"domain_scores_gemma":[0.9981858,0.0013241839,0.00019190082,0.00008129087,0.00014536998,0.00007139713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017502209,0.0005158581,0.00038983216,0.0004638497,0.00043303875,0.00061346573,0.00069155503,0.00032410136,0.0005577243],"category_scores_gemma":[0.00470343,0.00030760697,0.00014394987,0.0005046276,0.0003679454,0.00094363984,0.00038720085,0.0004617271,0.00010636891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020369164,0.00006566872,0.0010254473,0.000116299445,0.000025099545,0.00008970894,0.00016446163,0.8780561,0.012327655,0.028230336,0.00050256145,0.07919293],"study_design_scores_gemma":[0.000015151002,0.00008400964,0.00021571747,0.000005567978,0.000011058587,0.000027390477,0.000024259585,0.99059814,0.0024879286,0.0059233275,0.000601006,0.0000065273493],"about_ca_topic_score_codex":0.0017582428,"about_ca_topic_score_gemma":0.003118318,"teacher_disagreement_score":0.0017582428,"about_ca_system_score_codex":0.0009997773,"about_ca_system_score_gemma":0.0010690117,"threshold_uncertainty_score":0.0092561245},"labels":[],"label_agreement":null},{"id":"W2166347220","doi":"10.1109/wcnc.2008.411","title":"QoS-Enabled Power Saving Access Points for IEEE 802.11e Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Quality of service; Computer science; Computer network; Scheme (mathematics); Access control; Power saving; Protocol (science); Energy consumption; Power (physics); Power control; IEEE 802.11; Media access control; Wireless; Wireless network; Telecommunications; Engineering","score_opus":0.04137622439752096,"score_gpt":0.29460811745369514,"score_spread":0.25323189305617416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166347220","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2628353,0.0017376103,0.72869474,0.00038552555,0.00012903007,0.00016767833,0.00005190976,0.0011582224,0.0048399386],"genre_scores_gemma":[0.9391198,0.00058169384,0.058442377,0.00005493772,0.000041635918,0.000057776488,0.000043340275,0.000021858385,0.0016364711],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997061,0.00009534295,0.000013531703,0.000025996518,0.00011487992,0.0000440183],"domain_scores_gemma":[0.99953365,0.00019845819,0.000053932614,0.0000864216,0.000094852316,0.000032686585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008007601,0.0004136975,0.00024406382,0.00031693236,0.000378661,0.00057339994,0.00079481176,0.00045035267,0.0017646184],"category_scores_gemma":[0.001219709,0.00015591514,0.00019845006,0.00033089417,0.0005836074,0.0010531252,0.00051955663,0.00086136966,0.00019378623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011922219,0.00051800796,0.0042162533,0.0004976273,0.00010385651,0.00087141787,0.0003566374,0.26546016,0.34239367,0.090802714,0.002951539,0.29063588],"study_design_scores_gemma":[0.00020177553,0.001437667,0.004263528,0.000057743757,0.00012256092,0.00093644054,0.000115103605,0.81274736,0.13730164,0.023805501,0.018928114,0.0000824649],"about_ca_topic_score_codex":0.00080758356,"about_ca_topic_score_gemma":0.0011267869,"teacher_disagreement_score":0.0017646184,"about_ca_system_score_codex":0.00030878934,"about_ca_system_score_gemma":0.00027960414,"threshold_uncertainty_score":0.005903244},"labels":[],"label_agreement":null},{"id":"W2167319308","doi":"10.1109/iscc.2009.5202350","title":"MAC layer handoff algorithm for IEEE 802.11 wireless networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Prompt (Canada); Université du Québec à Montréal","funders":"","keywords":"Roaming; Computer science; Computer network; Handover; Voice over IP; Inter-Access Point Protocol; WiMAX; IEEE 802.11; Wi-Fi; Wireless network; IEEE 802.11e-2005; Cover (algebra); IEEE 802.11u; Wireless; Real-time computing; The Internet; Telecommunications; Wi-Fi array; Engineering","score_opus":0.02080863987955008,"score_gpt":0.27399128868930545,"score_spread":0.2531826488097554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167319308","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0143214585,0.0008462136,0.9790891,0.00021136888,0.0002670496,0.0001552324,0.00006103647,0.0011688103,0.0038798312],"genre_scores_gemma":[0.5127244,0.0014259664,0.4732656,0.00024076864,0.00016459647,0.00033475395,0.0002965282,0.000083110426,0.011464264],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997305,0.000039505176,0.000023913708,0.000038411155,0.00013345401,0.000034104476],"domain_scores_gemma":[0.99978095,0.00006257483,0.000026666603,0.00003128537,0.00008717108,0.000011409325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045023597,0.00036539437,0.0003164354,0.0003586689,0.0004945007,0.0005274515,0.0007745122,0.00045509674,0.0026904538],"category_scores_gemma":[0.0009670495,0.00015651349,0.0002172155,0.00040509563,0.00020195894,0.00068699423,0.0003482799,0.0008333502,0.00066557137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003257524,0.00023134975,0.0014753027,0.00022036761,0.0001067515,0.00022389104,0.00019097143,0.19709161,0.044231,0.031484608,0.012650099,0.7117684],"study_design_scores_gemma":[0.000049153557,0.00011434835,0.000804298,0.00001607789,0.000032804935,0.00016569295,0.000041011528,0.9794494,0.007711782,0.0041305604,0.0074628983,0.000022021377],"about_ca_topic_score_codex":0.002269514,"about_ca_topic_score_gemma":0.0025869836,"teacher_disagreement_score":0.0026904538,"about_ca_system_score_codex":0.00038070677,"about_ca_system_score_gemma":0.0005887036,"threshold_uncertainty_score":0.00900048},"labels":[],"label_agreement":null},{"id":"W2167717523","doi":"10.1109/wcnc.2008.379","title":"Heuristics for Jointly Optimizing FEC and ARQ for Video Streaming over IEEE802.11 WLAN","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Forward error correction; Automatic repeat request; Network packet; Heuristic; Heuristics; Algorithm; Channel (broadcasting); Retransmission; Hybrid automatic repeat request; Real-time computing; Computer network; Decoding methods; Telecommunications link","score_opus":0.03462361858663745,"score_gpt":0.2713543420803322,"score_spread":0.23673072349369476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167717523","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08909663,0.000720296,0.9054488,0.0002684222,0.000047275927,0.00020912799,0.0000719304,0.00072090654,0.0034166921],"genre_scores_gemma":[0.73180217,0.00038479993,0.26620483,0.00012743674,0.00003775201,0.00020398384,0.00012148205,0.00007538131,0.0010421751],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994055,0.00024585403,0.00003553617,0.00007424287,0.00010568283,0.00013320569],"domain_scores_gemma":[0.9974929,0.0019224159,0.0002309872,0.00008015025,0.00021163897,0.00006179619],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015060698,0.0010898733,0.00093267375,0.00091159216,0.00045904636,0.00090395997,0.0010214379,0.0010947718,0.0011167655],"category_scores_gemma":[0.0043290965,0.00068244926,0.00035474263,0.00073511386,0.0006751875,0.0012140324,0.00051122747,0.0006075462,0.00020667752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000094390445,0.000080499776,0.00042121706,0.00004288022,0.000025624224,0.000041368792,0.000034772485,0.9649755,0.0011020616,0.002306032,0.00056795933,0.030307742],"study_design_scores_gemma":[0.00004655071,0.00005697488,0.00013203318,0.000007111093,0.000014048353,0.000017769607,0.00003548457,0.9968252,0.00077031314,0.0018386852,0.00024669938,0.000009126742],"about_ca_topic_score_codex":0.004834395,"about_ca_topic_score_gemma":0.005781488,"teacher_disagreement_score":0.004834395,"about_ca_system_score_codex":0.0010288635,"about_ca_system_score_gemma":0.0016824444,"threshold_uncertainty_score":0.009612501},"labels":[],"label_agreement":null},{"id":"W2167754777","doi":"10.1109/iccw.2009.5208008","title":"Determining Host Location on the Internet: The Case of VoIP Emergency Calls","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Voice over IP; The Internet; Computer science; Host (biology); Context (archaeology); Telephony; IPv6; Computer security; Telecommunications; World Wide Web; Computer network; Geography","score_opus":0.028018746233898783,"score_gpt":0.28429537290428025,"score_spread":0.2562766266703815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167754777","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.716067,0.007634999,0.1956697,0.020748977,0.0007778204,0.00021627019,0.00040036137,0.00045060477,0.05803422],"genre_scores_gemma":[0.978361,0.0012761442,0.017344497,0.00028639144,0.00045538397,0.000033089993,0.00009024401,0.000027465969,0.0021256437],"study_design_codex":"case_report","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964132,0.0014486632,0.00021493947,0.0003749669,0.0010491855,0.0004990534],"domain_scores_gemma":[0.97767043,0.016002635,0.0025699094,0.0018356133,0.0013098997,0.00061156746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035927831,0.00053955213,0.0009592957,0.0015939887,0.0018356084,0.0024567975,0.002007051,0.007634919,0.0019481186],"category_scores_gemma":[0.03325288,0.00051541184,0.00045869205,0.0015550532,0.0023270128,0.005210176,0.0023181734,0.0019163569,0.0005771354],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031996758,0.0003185626,0.26188934,0.00083079236,0.00019778576,0.2900492,0.006847641,0.07084157,0.020903299,0.08788431,0.017725242,0.23931247],"study_design_scores_gemma":[0.00021963466,0.0007433717,0.06547906,0.00040010214,0.00032080355,0.2856247,0.019321412,0.47086835,0.028666724,0.09187427,0.03614167,0.00033986647],"about_ca_topic_score_codex":0.0023134637,"about_ca_topic_score_gemma":0.0026136455,"teacher_disagreement_score":0.007634919,"about_ca_system_score_codex":0.00061410136,"about_ca_system_score_gemma":0.00034763417,"threshold_uncertainty_score":0.019000709},"labels":[],"label_agreement":null},{"id":"W2169204288","doi":"10.1109/wcnc.2004.1311575","title":"A channel accessing scheme with joint detection receivers in ad hoc networks","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Computer network; Header; Network packet; Connectionless communication; Aloha; Throughput; Wireless ad hoc network; Wireless; Telecommunications","score_opus":0.02099889084321168,"score_gpt":0.23622994916714962,"score_spread":0.21523105832393793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169204288","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.090327255,0.0009489232,0.90600324,0.00007361834,0.000051523686,0.00007433796,0.000020925354,0.00060695934,0.0018931688],"genre_scores_gemma":[0.89666224,0.0005090186,0.10008142,0.000044119955,0.00010831354,0.00008170728,0.000030658528,0.000038616035,0.0024439464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998355,0.0006222722,0.000053277075,0.00016214543,0.0005978298,0.00020951845],"domain_scores_gemma":[0.99697196,0.0016183214,0.0002961602,0.00039878147,0.00060287694,0.000111827314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018364473,0.0006232754,0.0008684232,0.0008551083,0.0006869275,0.0012913174,0.0010227798,0.0007308477,0.0007085507],"category_scores_gemma":[0.004429162,0.00046202866,0.0003349236,0.0008662273,0.001199993,0.0017621808,0.00084240275,0.000817893,0.00037536238],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012206542,0.000480685,0.0034104143,0.00033142444,0.00016187882,0.000570206,0.00077733636,0.45118824,0.13855295,0.1521403,0.0019716085,0.2491942],"study_design_scores_gemma":[0.000023188706,0.00042600112,0.0002884592,0.000010303525,0.000055614983,0.00024814194,0.000028327038,0.9697781,0.021050014,0.0063925707,0.0016650005,0.000034264413],"about_ca_topic_score_codex":0.00071146694,"about_ca_topic_score_gemma":0.00045211753,"teacher_disagreement_score":0.0018364473,"about_ca_system_score_codex":0.00082988886,"about_ca_system_score_gemma":0.0007153125,"threshold_uncertainty_score":0.00971216},"labels":[],"label_agreement":null},{"id":"W2169262499","doi":"10.1109/mascot.2005.24","title":"Describing and visualizing the capacity of a system with behaviour uncertainties","year":2005,"lang":"en","type":"article","venue":"Modeling, Analysis, and Simulation On Computer and Telecommunication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Latency (audio); Scalability; Locality; Telephony; Ranging; Cache; Distributed computing; Bounded function; Computer network; Telecommunications; Database","score_opus":0.054014358264838185,"score_gpt":0.27858599624457725,"score_spread":0.22457163797973906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169262499","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24000725,0.000523845,0.73729366,0.00085165794,0.000047128542,0.00008604279,0.0005075351,0.002427283,0.018255647],"genre_scores_gemma":[0.97412056,0.00019729671,0.024115045,0.000034364446,0.000014588296,0.0000682234,0.00011169537,0.00009596658,0.0012421457],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952793,0.00017549504,0.000027925382,0.00006299567,0.00013141501,0.00007428078],"domain_scores_gemma":[0.9977937,0.001559538,0.00024429127,0.00018633042,0.00014994603,0.000066125074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000885127,0.0008252308,0.0004557801,0.000946994,0.00041710577,0.0018068479,0.0007306089,0.0008921101,0.0038075948],"category_scores_gemma":[0.0039362614,0.00033385053,0.00050418667,0.00061741687,0.0010172063,0.002616256,0.0011380982,0.00090996077,0.0003257627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011002709,0.000020390498,0.0017064267,0.00009232935,0.00002906109,0.0001916869,0.00063840265,0.9460204,0.010371295,0.029805431,0.00049183954,0.010522645],"study_design_scores_gemma":[0.00000768933,0.000031362913,0.001308023,0.000022346914,0.0000108593,0.00007564913,0.000220092,0.9732012,0.0028629282,0.020477789,0.0017482887,0.000033824574],"about_ca_topic_score_codex":0.0057335156,"about_ca_topic_score_gemma":0.002003219,"teacher_disagreement_score":0.0057335156,"about_ca_system_score_codex":0.0011101157,"about_ca_system_score_gemma":0.00066258374,"threshold_uncertainty_score":0.012737691},"labels":[],"label_agreement":null},{"id":"W2169421143","doi":"10.1109/wimob.2006.1696383","title":"PBRCE: Energy Efficient MAC Protocol for Wireless Ad Hoc Networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Multiple Access with Collision Avoidance for Wireless; Computer network; Retransmission; Distributed coordination function; Efficient energy use; Throughput; Network packet; Hidden node problem; Wireless ad hoc network; Media access control; Transmission (telecommunications); Network allocation vector; Access control; Wireless; IEEE 802.11; Wireless network; Optimized Link State Routing Protocol; Telecommunications; Wi-Fi array; Routing protocol; Engineering; Electrical engineering","score_opus":0.012793964702179868,"score_gpt":0.2679459638761831,"score_spread":0.2551519991740032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169421143","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0039160894,0.0071024233,0.9634783,0.0010509307,0.0013482801,0.00078742905,0.00042614294,0.009028992,0.012861398],"genre_scores_gemma":[0.15788125,0.008467722,0.7671371,0.0037425298,0.0011771515,0.0049735657,0.0032392386,0.0014634309,0.05191804],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979424,0.00050640746,0.00015238265,0.00014617256,0.0010607768,0.00019183116],"domain_scores_gemma":[0.9990841,0.00021668994,0.00012882178,0.00017299886,0.00032324909,0.00007409919],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017354772,0.00095031067,0.0011047466,0.0011135453,0.0009088948,0.0013142938,0.0024134768,0.0014900954,0.0049913125],"category_scores_gemma":[0.0030987598,0.0004033752,0.00038940596,0.0009963461,0.0007409465,0.0019493409,0.0017821998,0.00243516,0.004213269],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007965407,0.0002845763,0.0006329221,0.0019283706,0.00025280824,0.0009459588,0.00046234284,0.0180309,0.064978905,0.09972445,0.12921865,0.68274355],"study_design_scores_gemma":[0.0003664526,0.00071937783,0.0008027383,0.0002889283,0.0001748947,0.0025513645,0.00010888276,0.12515388,0.05314718,0.03388103,0.7825649,0.00024031561],"about_ca_topic_score_codex":0.00046396753,"about_ca_topic_score_gemma":0.00067983416,"teacher_disagreement_score":0.0049913125,"about_ca_system_score_codex":0.000359809,"about_ca_system_score_gemma":0.0009591139,"threshold_uncertainty_score":0.016697645},"labels":[],"label_agreement":null},{"id":"W2169422293","doi":"10.1109/wimob.2006.1696385","title":"Throughput Analysis Based on One Hop Transmission in Wireless Ad Hoc Networks","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer network; Computer science; Throughput; Wireless ad hoc network; Mobile ad hoc network; Network packet; Packet loss; Transmission delay; Wireless network; Maximum throughput scheduling; Hop (telecommunications); Wireless; Quality of service; Telecommunications","score_opus":0.012184699799827812,"score_gpt":0.23961967613496096,"score_spread":0.22743497633513315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169422293","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0900024,0.0023773678,0.90009326,0.00025903713,0.00008562055,0.00006885777,0.00008511367,0.00046567403,0.00656269],"genre_scores_gemma":[0.9658562,0.002498334,0.029129814,0.000069164074,0.00012252861,0.00009877315,0.00007167481,0.00008951212,0.002064082],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989693,0.00038441803,0.000031089792,0.00011106809,0.00038109216,0.00012310097],"domain_scores_gemma":[0.9968521,0.0024935885,0.00024091321,0.00018270835,0.00018866226,0.000042062613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013214262,0.0007788289,0.0006820991,0.0016312305,0.00038185867,0.00089771143,0.0011897456,0.000630494,0.0009569209],"category_scores_gemma":[0.0062135994,0.00034852003,0.0005145545,0.0011392169,0.0013670425,0.0020823197,0.00053717213,0.00086327054,0.00027175713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042277392,0.000034566867,0.0004410534,0.00008016414,0.000031636355,0.00013590824,0.00010808684,0.9177291,0.0042422893,0.06719547,0.00040931389,0.009550127],"study_design_scores_gemma":[0.0000019973872,0.000031378022,0.00011717347,0.0000076101483,0.000009048296,0.000044034732,0.000012052154,0.98564076,0.0006932583,0.013169997,0.0002643543,0.000008406349],"about_ca_topic_score_codex":0.0013890134,"about_ca_topic_score_gemma":0.00041519938,"teacher_disagreement_score":0.0016312305,"about_ca_system_score_codex":0.0012404362,"about_ca_system_score_gemma":0.000522751,"threshold_uncertainty_score":0.009000003},"labels":[],"label_agreement":null},{"id":"W2169515337","doi":"10.1109/sensorcomm.2009.43","title":"A Retransmission Cut-Off Random Access Protocol with Multi-packet Reception Capability for Wireless Networks","year":2009,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Retransmission; Aloha; Computer science; Computer network; Network packet; Throughput; Real-time computing; Wireless; Telecommunications","score_opus":0.03292433007217145,"score_gpt":0.3318709086026121,"score_spread":0.29894657853044065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169515337","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04759649,0.0011954919,0.9481798,0.000102404614,0.00008956062,0.00014372641,0.000033725366,0.0007535315,0.0019053234],"genre_scores_gemma":[0.76130605,0.000809877,0.23478082,0.00014302597,0.000080896345,0.00035277996,0.000113532515,0.000083769846,0.0023292794],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992933,0.00022553548,0.000046474637,0.00008585019,0.00026296248,0.00008589875],"domain_scores_gemma":[0.99792945,0.001082247,0.00026591658,0.0002641876,0.00041602837,0.00004218959],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012030607,0.0007454615,0.0007270163,0.0008861616,0.0005318378,0.00073335617,0.0012634589,0.0004925388,0.000920728],"category_scores_gemma":[0.0030839136,0.00019631868,0.00042168464,0.0006480044,0.0005734786,0.00080331817,0.00047473254,0.0007904585,0.00028407396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015074144,0.00028860685,0.0020367694,0.0007947119,0.00026425676,0.001489699,0.0006162991,0.2267144,0.22337434,0.10621462,0.0037239315,0.432975],"study_design_scores_gemma":[0.000109445566,0.0008932593,0.0006983416,0.000059642236,0.00014614726,0.0018515446,0.000073948715,0.94128525,0.03688295,0.013070157,0.0048501077,0.00007913197],"about_ca_topic_score_codex":0.00041710658,"about_ca_topic_score_gemma":0.0009317137,"teacher_disagreement_score":0.0012634589,"about_ca_system_score_codex":0.0005154403,"about_ca_system_score_gemma":0.0005119499,"threshold_uncertainty_score":0.006362438},"labels":[],"label_agreement":null},{"id":"W2169583727","doi":"10.1504/ijwmc.2007.016725","title":"Ad hoc assisted handoff for real-time voice in IEEE 802.11 infrastructure WLANs","year":2007,"lang":"en","type":"article","venue":"International Journal of Wireless and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Blackberry (Canada); McMaster University","funders":"","keywords":"Computer science; Computer network; Handover; IEEE 802.11; Wireless ad hoc network; Relay; Network packet; Real-time computing; Wireless; Throughput; Telecommunications","score_opus":0.010469706545922986,"score_gpt":0.29411032251028635,"score_spread":0.28364061596436335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169583727","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30809718,0.0038725315,0.6783962,0.00036448642,0.00026945863,0.00013655199,0.00003595671,0.00060927455,0.00821829],"genre_scores_gemma":[0.9765253,0.00082979776,0.02114049,0.00005904831,0.000051549534,0.000024753133,0.00002047146,0.000010702893,0.0013379536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994837,0.00013894,0.00002151531,0.000059973554,0.00017142636,0.00012438867],"domain_scores_gemma":[0.99931633,0.00027439804,0.00013558335,0.000081617516,0.00015717432,0.000034910892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006863644,0.0004892694,0.00034207178,0.0004497806,0.000452897,0.00084961264,0.00093119935,0.00056038407,0.00057370606],"category_scores_gemma":[0.0013964962,0.00019826245,0.0002967949,0.00037286174,0.00045424342,0.0010769895,0.00045244006,0.0005457776,0.0001477177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004314048,0.0005746003,0.010036543,0.0004822344,0.000190337,0.001465912,0.00069782883,0.57605356,0.12377132,0.04039764,0.002082064,0.24381657],"study_design_scores_gemma":[0.000025738109,0.0004028566,0.0022485992,0.000026192212,0.000076166325,0.00040869543,0.0003075134,0.97710013,0.011701495,0.0045105624,0.003153653,0.000038502665],"about_ca_topic_score_codex":0.002480268,"about_ca_topic_score_gemma":0.0028795074,"teacher_disagreement_score":0.002480268,"about_ca_system_score_codex":0.00048823975,"about_ca_system_score_gemma":0.00047240098,"threshold_uncertainty_score":0.0049316883},"labels":[],"label_agreement":null},{"id":"W2169878871","doi":"10.1109/ccece.2000.849581","title":"A wireless multimedia LAN testbed","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Testbed; Computer network; Jitter; Throughput; Wireless network; Network packet; Packet loss; Local area network; Wireless; Radio Link Protocol; Operating system; Telecommunications","score_opus":0.026167470605775556,"score_gpt":0.233705089523107,"score_spread":0.20753761891733144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169878871","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7858542,0.0007130436,0.13589957,0.0010318938,0.00037923455,0.001781941,0.0059455736,0.00906676,0.05932775],"genre_scores_gemma":[0.8449228,0.0005796072,0.121464506,0.0003298203,0.00008541016,0.0013522024,0.008082639,0.00029952964,0.022883445],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99963367,0.00009292495,0.00001808345,0.00006499964,0.00011035679,0.00007996214],"domain_scores_gemma":[0.99949515,0.00012053831,0.000045452103,0.00009003732,0.000088913366,0.00015994672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007650068,0.0003883383,0.00026755958,0.0005652199,0.00067790196,0.00047006362,0.0013471659,0.0004532639,0.0078328615],"category_scores_gemma":[0.00057464186,0.00014914648,0.00015319692,0.00071031356,0.0002438675,0.0007564336,0.00061840983,0.0005076687,0.001458327],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0046594837,0.0071111443,0.01659671,0.0012616224,0.00024108631,0.005021018,0.0008878705,0.111836456,0.530728,0.056019098,0.055317782,0.2103197],"study_design_scores_gemma":[0.0015171889,0.01016615,0.018600784,0.00014878885,0.00016697937,0.0021433267,0.00073121424,0.3100219,0.39706954,0.010500635,0.24879596,0.00013750276],"about_ca_topic_score_codex":0.0013914076,"about_ca_topic_score_gemma":0.0017996578,"teacher_disagreement_score":0.0078328615,"about_ca_system_score_codex":0.0006039045,"about_ca_system_score_gemma":0.0004920055,"threshold_uncertainty_score":0.026203513},"labels":[],"label_agreement":null},{"id":"W2170295971","doi":"10.1109/wcl.2012.051112.120277","title":"Utility-Optimal Random Access for Wireless Multimedia Networks","year":2012,"lang":"en","type":"article","venue":"IEEE Wireless Communications Letters","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Random access; Wireless network; Quality of service; Computer network; Telecommunications link; Wireless; Transmission (telecommunications); Convex optimization; Optimization problem; Access network; Mathematical optimization; Regular polygon; Algorithm; Mathematics; Telecommunications","score_opus":0.0533881653453624,"score_gpt":0.3216632795835048,"score_spread":0.26827511423814243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170295971","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012405493,0.0005106163,0.98408264,0.0002710154,0.000027768123,0.000052801028,0.000031111696,0.00015569903,0.0024629198],"genre_scores_gemma":[0.735662,0.0013043717,0.2557895,0.00022133901,0.00011955703,0.0004086147,0.00017623979,0.00015016118,0.0061682216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99780756,0.0014478709,0.00005610339,0.0001744885,0.00030475683,0.00020922489],"domain_scores_gemma":[0.99721164,0.002173315,0.00019213177,0.00015186991,0.00019783275,0.0000732637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002779135,0.0010450961,0.0012323258,0.0006821573,0.00055666,0.0013256504,0.0013132046,0.0009336855,0.0019384816],"category_scores_gemma":[0.008369167,0.0005237912,0.0005845836,0.0012371158,0.0014918866,0.0021474897,0.001142596,0.001132563,0.00053462735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009099253,0.000051616968,0.00016095905,0.00006599154,0.000020805994,0.00007437211,0.000058836158,0.87382424,0.0008411602,0.10642605,0.0009818973,0.017403094],"study_design_scores_gemma":[0.000015105507,0.000015070096,0.000020311083,0.00000416846,0.0000028302536,0.000011662895,0.0000067243172,0.9749815,0.0001548107,0.024484921,0.00029932233,0.0000036009055],"about_ca_topic_score_codex":0.0023956867,"about_ca_topic_score_gemma":0.0023738232,"teacher_disagreement_score":0.002779135,"about_ca_system_score_codex":0.0018563855,"about_ca_system_score_gemma":0.0015078828,"threshold_uncertainty_score":0.014697671},"labels":[],"label_agreement":null},{"id":"W2170456220","doi":"10.1109/iscc.2005.55","title":"DRCE: A High Throughput QoS MAC Protocol for Wireless Ad Hoc Networks","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer network; Computer science; Quality of service; Wireless ad hoc network; Throughput; Mobile ad hoc network; IEEE 802.11s; Network packet; Service set; Ad hoc wireless distribution service; Mobile QoS; IEEE 802.11; Vehicular ad hoc network; Wireless network; Optimized Link State Routing Protocol; Wireless; Service (business); Wireless mesh network; Wi-Fi; Routing protocol; Telecommunications; Service provider","score_opus":0.024042284816995118,"score_gpt":0.31176485213285265,"score_spread":0.28772256731585755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170456220","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018263696,0.0051367916,0.96764797,0.0006718655,0.0006611197,0.00039094343,0.000102329985,0.0020390826,0.0050862073],"genre_scores_gemma":[0.3680165,0.008945312,0.60956,0.0011962971,0.0006761246,0.0011511806,0.0006358772,0.0005043792,0.0093141915],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980969,0.00047524297,0.00010989057,0.00014339379,0.0009888671,0.00018570697],"domain_scores_gemma":[0.99792033,0.0008461774,0.00025402516,0.0003331826,0.0005325092,0.00011389901],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027227004,0.0011647923,0.00100595,0.0010613783,0.00064905855,0.0014011806,0.0026725726,0.0011153399,0.0020840168],"category_scores_gemma":[0.005094368,0.0003870171,0.0005931146,0.00093057536,0.0010764503,0.0027929128,0.0018199924,0.0021421767,0.00075023354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000594398,0.0005415917,0.0023517932,0.0017705661,0.00029562434,0.0010999007,0.00061709667,0.1487472,0.1195832,0.19777969,0.018311165,0.50830775],"study_design_scores_gemma":[0.00022973557,0.0011746907,0.0006956812,0.00015302155,0.00021116491,0.0021895939,0.00019810356,0.78345853,0.058645766,0.03234703,0.1205219,0.00017477277],"about_ca_topic_score_codex":0.0004685855,"about_ca_topic_score_gemma":0.0004916776,"teacher_disagreement_score":0.0027227004,"about_ca_system_score_codex":0.00052568153,"about_ca_system_score_gemma":0.000852697,"threshold_uncertainty_score":0.014399171},"labels":[],"label_agreement":null},{"id":"W2170777543","doi":"10.1109/tmc.2007.70727","title":"A Noncooperative Game-Theoretic Framework for Radio Resource Management in 4G Heterogeneous Wireless Access Networks","year":2008,"lang":"en","type":"article","venue":"IEEE Transactions on Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":181,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer network; Computer science; Wireless network; Quality of service; Bandwidth allocation; Dynamic bandwidth allocation; Heterogeneous wireless network; Bandwidth (computing); Resource allocation; Radio resource management; Handover; Call Admission Control; Heterogeneous network; Wireless; Telecommunications","score_opus":0.025249061896740706,"score_gpt":0.29745286295817197,"score_spread":0.27220380106143127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170777543","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004958995,0.0007999184,0.9790461,0.0007557011,0.000127833,0.000104947285,0.00006470913,0.00004450983,0.014097428],"genre_scores_gemma":[0.71435994,0.0027512885,0.25723502,0.00068655657,0.00045880832,0.0011324214,0.00014181645,0.00006605564,0.023167973],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985091,0.000795993,0.000053551226,0.00018230222,0.00030906222,0.00015002607],"domain_scores_gemma":[0.9992318,0.00043928553,0.000099857425,0.000030054951,0.00012411493,0.000074959426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020982958,0.0015143213,0.0014111948,0.00072650344,0.00086981157,0.0023538575,0.002441277,0.0018938612,0.0027412612],"category_scores_gemma":[0.0019109925,0.0005758788,0.0012234208,0.0009865246,0.002740616,0.0020309591,0.0016017373,0.0022839154,0.00044492443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021303504,0.000050925024,0.00011577992,0.00007433136,0.00002671337,0.00021296974,0.00012732731,0.43065858,0.00091935694,0.56109285,0.001295794,0.0054041287],"study_design_scores_gemma":[0.000021360558,0.000040418174,0.000053476593,0.00001720855,0.000010961226,0.000033349148,0.000038592716,0.84836453,0.000114370225,0.1488652,0.0024242962,0.000016296908],"about_ca_topic_score_codex":0.006953156,"about_ca_topic_score_gemma":0.0053612944,"teacher_disagreement_score":0.006953156,"about_ca_system_score_codex":0.0028792378,"about_ca_system_score_gemma":0.0026988727,"threshold_uncertainty_score":0.020890415},"labels":[],"label_agreement":null},{"id":"W2170945446","doi":"10.1109/vetecs.2011.5956439","title":"A Fast Collision Detection Algorithm in IEEE 802.11 through Physical Layer SINR Monitoring","year":2011,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science; IEEE 802.11; Quality of service; Physical layer; IEEE 802.15; Real-time computing; Algorithm; Collision; Throughput; Transmission (telecommunications); Interference (communication); Wireless sensor network; Computer network; Wireless; Channel (broadcasting); Telecommunications","score_opus":0.05524354428515985,"score_gpt":0.2886350343706581,"score_spread":0.23339149008549823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170945446","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015845615,0.0009265448,0.9810724,0.00011046387,0.00015439895,0.00008783018,0.000017064209,0.0010051709,0.0007804008],"genre_scores_gemma":[0.505389,0.00062332815,0.49162334,0.00017199559,0.00010886073,0.00016492738,0.0000548877,0.00006004372,0.0018036736],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832994,0.00038437228,0.00012882928,0.00027939636,0.00074964116,0.00012771401],"domain_scores_gemma":[0.9971214,0.00095343305,0.00041056733,0.00046778366,0.000940482,0.00010636025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020414433,0.0008134701,0.000843217,0.0014753345,0.0010752815,0.0011919093,0.0014102645,0.0008113605,0.0007002122],"category_scores_gemma":[0.0070189675,0.00062756176,0.00036491887,0.001008112,0.00077778986,0.0013812844,0.0010942119,0.0015008771,0.00031615043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006923076,0.00022216003,0.005473664,0.00024578703,0.00014180418,0.0003741241,0.0006205784,0.08579882,0.06832166,0.030624801,0.0033287113,0.8041555],"study_design_scores_gemma":[0.00007668704,0.0006477712,0.0026136332,0.000042252777,0.000088410554,0.0012365325,0.000078843485,0.9303919,0.052015282,0.0054186215,0.007219298,0.00017068141],"about_ca_topic_score_codex":0.002327127,"about_ca_topic_score_gemma":0.002611517,"teacher_disagreement_score":0.002327127,"about_ca_system_score_codex":0.0007625674,"about_ca_system_score_gemma":0.0017703782,"threshold_uncertainty_score":0.0107963085},"labels":[],"label_agreement":null},{"id":"W2170966007","doi":"10.1109/aina.2003.1193002","title":"A modified Distributed Coordination Function for real-time traffic in IEEE 802.11 wireless LAN","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Distributed coordination function; Exponential backoff; Carrier sense multiple access with collision avoidance; Computer science; Jitter; Computer network; Throughput; IEEE 802.11; IEEE 802.11e-2005; Network packet; Network allocation vector; Access control; Multiple Access with Collision Avoidance for Wireless; Inter-Access Point Protocol; Transmission delay; Real-time computing; Wireless network; Wireless; Wi-Fi; Wi-Fi array; Telecommunications","score_opus":0.01954724077485578,"score_gpt":0.251379367301795,"score_spread":0.23183212652693921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170966007","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013524256,0.00046481052,0.9831669,0.00014890562,0.00016583338,0.00010421613,0.000023283052,0.00084958604,0.0015522331],"genre_scores_gemma":[0.4240983,0.0004710386,0.56821984,0.00021996476,0.0003263075,0.0005012614,0.00013179288,0.00014372417,0.005887778],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889624,0.00034565217,0.000054306704,0.0001787292,0.0004076244,0.00011747735],"domain_scores_gemma":[0.9987338,0.0003976577,0.00010889188,0.00026782713,0.0004113603,0.00008038255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001490131,0.0006295152,0.0007162907,0.0010496216,0.00083114085,0.00092574774,0.0017411496,0.0009247578,0.0010544022],"category_scores_gemma":[0.0035644628,0.00021422513,0.00035743564,0.00077993626,0.0007112239,0.0012050265,0.00053059246,0.0009122264,0.0004132322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004370936,0.00026791522,0.001058369,0.00018590911,0.000045314555,0.00031302669,0.0002785785,0.21966669,0.031598788,0.07489856,0.009620765,0.661629],"study_design_scores_gemma":[0.00012223815,0.00028675923,0.0005106111,0.000016585125,0.000034414013,0.00038846803,0.000026406175,0.9625655,0.011756288,0.0076374267,0.016592095,0.000063268926],"about_ca_topic_score_codex":0.0039092717,"about_ca_topic_score_gemma":0.0027517162,"teacher_disagreement_score":0.0039092717,"about_ca_system_score_codex":0.0013601235,"about_ca_system_score_gemma":0.001273309,"threshold_uncertainty_score":0.009868383},"labels":[],"label_agreement":null},{"id":"W2171570915","doi":"10.1109/ccece.2007.196","title":"IPTV Distribution Technologies in Broadband Home Networks","year":2007,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"IPTV; Broadband; Computer science; Telecommunications; Quality of service; Computer network; Broadband networks; Software deployment; Wireless broadband; Phone; Wireless; Wireless network","score_opus":0.009522822765473534,"score_gpt":0.2451286206039453,"score_spread":0.23560579783847177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171570915","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051387887,0.13471085,0.49128944,0.011051437,0.0012624294,0.00020213175,0.00015999775,0.001002507,0.3089334],"genre_scores_gemma":[0.712638,0.10645993,0.12718023,0.002254531,0.0024516375,0.00035838483,0.00020106387,0.00017436323,0.04828189],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.999582,0.000103125094,0.000014968817,0.000047494646,0.00019413244,0.000058298305],"domain_scores_gemma":[0.9998141,0.000095169824,0.000021232625,0.000022091643,0.00003565888,0.000011768059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039087707,0.00026089043,0.00044086867,0.0007113588,0.0006721494,0.0017997785,0.0006083475,0.00133256,0.0026368168],"category_scores_gemma":[0.00085261464,0.00025376922,0.00018579283,0.0014620452,0.00086611346,0.0030367796,0.0007113995,0.00096130534,0.001005083],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000101093785,0.00005285378,0.0007403311,0.0004692136,0.000012643359,0.0010002856,0.00033507706,0.013139356,0.011661556,0.62485796,0.009252382,0.33837718],"study_design_scores_gemma":[0.000036274487,0.00025557497,0.0015212017,0.00032381483,0.00003923591,0.004244711,0.0006290865,0.055510484,0.02094255,0.53765875,0.37876114,0.00007717831],"about_ca_topic_score_codex":0.0006649573,"about_ca_topic_score_gemma":0.0003855136,"teacher_disagreement_score":0.0026368168,"about_ca_system_score_codex":0.00094132853,"about_ca_system_score_gemma":0.00031222712,"threshold_uncertainty_score":0.00882107},"labels":[],"label_agreement":null},{"id":"W2171748107","doi":"10.1109/ccece.2004.1349739","title":"Simulation of lead-time scheduling in PMP FWA networks","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Scheduling (production processes); Lead (geology); Lead time; Real-time computing; Engineering; Operations management; Geology","score_opus":0.017151185369931418,"score_gpt":0.26983308528073646,"score_spread":0.25268189991080503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171748107","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93392026,0.00024357685,0.04895504,0.0005068081,0.000112441674,0.00009035511,0.0005215577,0.0003761039,0.015273892],"genre_scores_gemma":[0.9913898,0.000101635844,0.0061716316,0.000039908045,0.000006355427,0.000060552517,0.00019577186,0.000025518506,0.0020087687],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995652,0.00013437333,0.000017561582,0.00005174589,0.00008148258,0.00014966674],"domain_scores_gemma":[0.9963307,0.002632044,0.00023287581,0.00013246876,0.00034917818,0.00032274058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00091928296,0.0005336305,0.00076443475,0.0006185489,0.0007965796,0.001031112,0.00121086,0.0012772913,0.0032154524],"category_scores_gemma":[0.0036704545,0.0004097561,0.0005630039,0.00065222353,0.0009868583,0.00089367427,0.0008501488,0.0012118442,0.00027417432],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007332716,0.000046043984,0.00084498955,0.000008892133,0.000006459578,0.000037045258,0.000043750253,0.99517363,0.00038422702,0.0025212886,0.00014500112,0.0007153662],"study_design_scores_gemma":[0.000009947991,0.000018072884,0.00009843797,0.000001812647,0.0000020173884,0.000002947238,0.0000144707765,0.9992011,0.00015362463,0.00041040615,0.00008462988,0.0000024698757],"about_ca_topic_score_codex":0.020486455,"about_ca_topic_score_gemma":0.009982274,"teacher_disagreement_score":0.020486455,"about_ca_system_score_codex":0.0016355491,"about_ca_system_score_gemma":0.0013395171,"threshold_uncertainty_score":0.04073441},"labels":[],"label_agreement":null},{"id":"W2181377712","doi":"10.32920/ryerson.14662155.v1","title":"Performance Evaluation Of 802.11P Vanets With Different Duty Cycles","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Revenue; Computer science; Duty cycle; Control (management); Work (physics); Service (business); Duty; IEEE 802.11p; Computer network; Transport engineering; Telecommunications; Vehicular ad hoc network; Business; Engineering; Wireless ad hoc network; Wireless; Electrical engineering; Voltage","score_opus":0.044338433136640695,"score_gpt":0.29198529951557106,"score_spread":0.24764686637893035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2181377712","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97143745,0.0017783904,0.015460923,0.0004623037,0.00029060344,0.00016291148,0.0005540866,0.0005300376,0.009323326],"genre_scores_gemma":[0.995767,0.0003502052,0.0027422686,0.000040810723,0.0000141942155,0.000044629236,0.00026843484,0.000018594425,0.0007537909],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971558,0.00088930706,0.00025615827,0.00029015687,0.0007554839,0.0006530647],"domain_scores_gemma":[0.99492353,0.002589642,0.00042776266,0.00030803142,0.0014445247,0.00030657547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024781418,0.0013978506,0.0008289772,0.0013692557,0.00081120396,0.0013298576,0.001023785,0.0009469516,0.00091055],"category_scores_gemma":[0.0073575187,0.00029067614,0.0003663815,0.0014258424,0.00081511424,0.0011408759,0.0010724841,0.00057037984,0.00018817652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017134749,0.00036441162,0.008159577,0.0004559235,0.00020296029,0.0002963403,0.00015170407,0.94466543,0.011687296,0.0027024643,0.0019526441,0.027647832],"study_design_scores_gemma":[0.000117306685,0.0027071005,0.004316812,0.000045649587,0.000115013856,0.00043761064,0.00035853081,0.9728519,0.016177898,0.0013009395,0.0015026729,0.000068478046],"about_ca_topic_score_codex":0.004175874,"about_ca_topic_score_gemma":0.0028754813,"teacher_disagreement_score":0.004175874,"about_ca_system_score_codex":0.0012261069,"about_ca_system_score_gemma":0.00091538747,"threshold_uncertainty_score":0.01310581},"labels":[],"label_agreement":null},{"id":"W2181519139","doi":"10.22215/etd/2010-06643","title":"Improving access in next-generation broadband wireless networks","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Telecommunications; Broadband; Wireless broadband; Computer science; Wireless; Wireless network","score_opus":0.03576853783761805,"score_gpt":0.2961688596201097,"score_spread":0.2604003217824916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2181519139","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1655668,0.041216716,0.27151984,0.054110426,0.0033874754,0.00032095666,0.0006926538,0.002489785,0.46069536],"genre_scores_gemma":[0.67505693,0.055326737,0.094080344,0.0021305636,0.0020264185,0.00013458014,0.00081748393,0.0003359606,0.17009102],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992368,0.0001980178,0.000024049976,0.00006456419,0.0003159337,0.00016058971],"domain_scores_gemma":[0.9991326,0.00028704831,0.000048863196,0.000099269004,0.0003404274,0.000091875205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010118758,0.000277819,0.00019387106,0.0004478387,0.00056393485,0.0023767394,0.00046750627,0.00080962584,0.010665243],"category_scores_gemma":[0.004364298,0.00016809838,0.00012769597,0.0008464068,0.00037115466,0.0037568805,0.00094726885,0.00094385666,0.002429313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000100867306,0.00029619137,0.0032160208,0.0002628551,0.000022094324,0.000079885576,0.0004344341,0.01282647,0.011334783,0.13529901,0.064032264,0.7720951],"study_design_scores_gemma":[0.000044009026,0.00026958872,0.007118748,0.00033407914,0.00007068892,0.00034624047,0.0013434673,0.11859492,0.017496577,0.14196475,0.71237916,0.000037817317],"about_ca_topic_score_codex":0.003549305,"about_ca_topic_score_gemma":0.0041226135,"teacher_disagreement_score":0.010665243,"about_ca_system_score_codex":0.000931186,"about_ca_system_score_gemma":0.0012638764,"threshold_uncertainty_score":0.035678804},"labels":[],"label_agreement":null},{"id":"W2244459696","doi":"","title":"Proceedings of the 2nd ACM international workshop on Wireless multimedia networking and performance modeling","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Multimedia; Wireless network; Wireless; Presentation (obstetrics); Wireless broadband; Telecommunications; Synchronization (alternating current); Computer network","score_opus":0.021149012416833226,"score_gpt":0.2428082721624464,"score_spread":0.22165925974561318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2244459696","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010089377,0.06499802,0.7997546,0.017874666,0.023211354,0.00039464905,0.001472476,0.0017038264,0.0805009],"genre_scores_gemma":[0.19996566,0.12857321,0.3487166,0.0043224557,0.022290738,0.00109184,0.006969201,0.0016964312,0.28637388],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984915,0.00039753487,0.00011846142,0.00017311072,0.0006969194,0.00012244462],"domain_scores_gemma":[0.99755573,0.00085641065,0.00009200794,0.00027770727,0.0010039802,0.00021400141],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036659685,0.0015489713,0.0014180337,0.0012668383,0.00060427294,0.0035588734,0.0019565523,0.0020738137,0.018840836],"category_scores_gemma":[0.0059299506,0.00079578336,0.0012220303,0.0010562445,0.00077283237,0.0028994016,0.0012518377,0.0033412424,0.00610888],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031270005,0.00044188835,0.0027506968,0.00070715253,0.00022494156,0.0005785012,0.00043905794,0.05130093,0.005208662,0.06803809,0.42412537,0.44587204],"study_design_scores_gemma":[0.0000511963,0.0002935125,0.0023562699,0.00049992383,0.00019279867,0.0006154103,0.00021838308,0.17350997,0.00358783,0.061304525,0.75727344,0.00009674964],"about_ca_topic_score_codex":0.004599903,"about_ca_topic_score_gemma":0.004324415,"teacher_disagreement_score":0.018840836,"about_ca_system_score_codex":0.0010452251,"about_ca_system_score_gemma":0.0014423343,"threshold_uncertainty_score":0.06302893},"labels":[],"label_agreement":null},{"id":"W2245792800","doi":"10.47749/t/unicamp.2006.430019","title":"Transmissão de video em redes sem fio padrão IEEE 802.11b","year":2006,"lang":"pt","type":"dissertation","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Physics; Humanities; Computer science; Art","score_opus":0.01704618836367231,"score_gpt":0.277989642898965,"score_spread":0.26094345453529266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2245792800","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4077367,0.1232998,0.14591277,0.04809228,0.00931966,0.00044516323,0.00048148906,0.0023832654,0.26232886],"genre_scores_gemma":[0.695957,0.06457668,0.039641045,0.0018604357,0.0024946907,0.0001052958,0.00049868005,0.00040371786,0.19446239],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961215,0.00010698815,0.00001733388,0.000078812685,0.0001402894,0.000044486722],"domain_scores_gemma":[0.99879897,0.00024035688,0.00007623894,0.00009287065,0.0007240182,0.00006751324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015165176,0.00041720358,0.00023199235,0.0006987925,0.00066760136,0.0018926375,0.00050677237,0.0008095175,0.0041065933],"category_scores_gemma":[0.0032328947,0.00021863237,0.00015788079,0.0007196643,0.00050657993,0.0016603534,0.00044542365,0.00092719187,0.0012050064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038945494,0.00018280937,0.0037967572,0.00047802256,0.000050761082,0.0005893614,0.0039910297,0.0024149024,0.035357654,0.034829173,0.07380016,0.8441199],"study_design_scores_gemma":[0.00011236798,0.0007827686,0.0153413005,0.0011287951,0.00025478273,0.0019460733,0.0077232146,0.019830778,0.10224857,0.010457239,0.8399665,0.00020770442],"about_ca_topic_score_codex":0.018331809,"about_ca_topic_score_gemma":0.015807794,"teacher_disagreement_score":0.018331809,"about_ca_system_score_codex":0.000785221,"about_ca_system_score_gemma":0.000801671,"threshold_uncertainty_score":0.036450207},"labels":[],"label_agreement":null},{"id":"W2257300034","doi":"10.1002/wcm.2663","title":"Performance and scalability evaluation of IEEE 802.11v/aa multicast transport","year":2016,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Multicast; Computer science; Retransmission; Scalability; Computer network; Acknowledgement; Throughput; Pragmatic General Multicast; IP multicast; Service (business); Source-specific multicast; Transmission (telecommunications); Wireless; Telecommunications","score_opus":0.04186337210840999,"score_gpt":0.3085443466587389,"score_spread":0.2666809745503289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2257300034","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9721665,0.002270801,0.016190654,0.00050312077,0.00017005844,0.0001329354,0.0002455593,0.00082461024,0.0074957986],"genre_scores_gemma":[0.9970229,0.00024309223,0.0020818547,0.000025768075,0.000027741533,0.000026962198,0.0001325603,0.000018142284,0.00042101069],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99740463,0.0009887572,0.00014164408,0.00022792134,0.0009025341,0.0003344736],"domain_scores_gemma":[0.99459547,0.0029063574,0.00057631003,0.0003290964,0.001359677,0.00023305914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003398343,0.0009998322,0.0005707344,0.0013718159,0.0006665785,0.0007458726,0.0008509167,0.00074649014,0.0008107631],"category_scores_gemma":[0.0070403856,0.00019112909,0.0002888217,0.0011699687,0.0007649099,0.0011022126,0.00062164693,0.0005610848,0.00016866418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026013937,0.0012251079,0.016266461,0.0006366022,0.00026965782,0.00086687366,0.0005319594,0.73279923,0.12894526,0.0074294335,0.0058565727,0.10257145],"study_design_scores_gemma":[0.00007945224,0.0012280544,0.0045993254,0.000030776777,0.000060895203,0.00021075217,0.0001481604,0.9635027,0.028790776,0.0006551988,0.00065460394,0.00003926002],"about_ca_topic_score_codex":0.006015944,"about_ca_topic_score_gemma":0.0018261455,"teacher_disagreement_score":0.006015944,"about_ca_system_score_codex":0.0017279522,"about_ca_system_score_gemma":0.00074737315,"threshold_uncertainty_score":0.01797235},"labels":[],"label_agreement":null},{"id":"W2271871587","doi":"10.17487/rfc4836","title":"Definitions of Managed Objects for IEEE 802.3 Medium Attachment Units (MAUs)","year":2007,"lang":"en","type":"report","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"McMaster University","keywords":"Computer science; Computer network","score_opus":0.16908353862183573,"score_gpt":0.35845527133416255,"score_spread":0.18937173271232682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2271871587","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0053467145,0.0067682136,0.8826065,0.0029377947,0.0030098294,0.003383839,0.005361517,0.0053539933,0.08523156],"genre_scores_gemma":[0.023993984,0.003910961,0.9098108,0.0019292347,0.0010448912,0.005582258,0.01024393,0.0027165206,0.040767465],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9837742,0.0043643885,0.0038277723,0.0014512266,0.005262535,0.001320035],"domain_scores_gemma":[0.9875702,0.0029565487,0.002195,0.0026983542,0.0039138445,0.00066599436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012194179,0.0022499592,0.0016298278,0.005485046,0.0036995292,0.012862694,0.005087019,0.005047471,0.011644694],"category_scores_gemma":[0.016406788,0.0025570928,0.0015769311,0.0053322306,0.0033837946,0.011694162,0.005095187,0.008074066,0.01301246],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009821267,0.0001421128,0.00073892815,0.00035309707,0.000025475678,0.00030658153,0.0022169852,0.0008725541,0.0028747588,0.8731503,0.053928185,0.0652929],"study_design_scores_gemma":[0.00002687138,0.000053721982,0.00032061138,0.00028098957,0.000022565477,0.00049781136,0.00021268622,0.0014172775,0.0021573186,0.03619259,0.95875996,0.00005756123],"about_ca_topic_score_codex":0.0028399604,"about_ca_topic_score_gemma":0.0020104693,"teacher_disagreement_score":0.012862694,"about_ca_system_score_codex":0.003602071,"about_ca_system_score_gemma":0.0049123163,"threshold_uncertainty_score":0.06448972},"labels":[],"label_agreement":null},{"id":"W2288095777","doi":"10.1109/wcnc.2015.7127761","title":"Protective Dummy-byte Preamble Padding for improving ZigBee packet transmission under Wi-Fi interference","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"NeuRFon; Computer science; Network packet; Header; Computer network; Preamble; Byte; Transmission (telecommunications); Interference (communication); Wireless sensor network; Wireless; Padding; Wireless network; Channel (broadcasting); Embedded system; Telecommunications; Computer hardware; Wi-Fi array; Computer security","score_opus":0.05735759235925128,"score_gpt":0.29392398749039694,"score_spread":0.23656639513114566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2288095777","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28432953,0.0022225587,0.708758,0.0002010835,0.00017460909,0.00014775783,0.000046765017,0.0009485355,0.0031711478],"genre_scores_gemma":[0.8387828,0.0010619544,0.15878803,0.00012407852,0.000051649487,0.00007499814,0.00005915299,0.000035331566,0.0010218743],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997557,0.000059173588,0.00002447631,0.000044936853,0.00008278421,0.00003293808],"domain_scores_gemma":[0.99933535,0.00021681657,0.00016857742,0.000102432045,0.0001521179,0.000024711937],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030481114,0.0005697629,0.00024670307,0.00044357564,0.00020685888,0.00031044087,0.0006189195,0.00032715424,0.0005081049],"category_scores_gemma":[0.0015060202,0.0001758894,0.0002269938,0.0003266789,0.00028451983,0.00063427264,0.00031991315,0.00042358262,0.00029864983],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042550737,0.00014937726,0.0012751237,0.00033051628,0.00003544088,0.00032152206,0.00018511643,0.011038055,0.791588,0.0021308826,0.00053363485,0.19198681],"study_design_scores_gemma":[0.000049551447,0.0018666232,0.0033512956,0.000059550726,0.00013493406,0.0010851552,0.00009553278,0.09877241,0.8869108,0.0010327139,0.0065948963,0.00004651839],"about_ca_topic_score_codex":0.00018204226,"about_ca_topic_score_gemma":0.0002233169,"teacher_disagreement_score":0.0006189195,"about_ca_system_score_codex":0.00012451413,"about_ca_system_score_gemma":0.0002742909,"threshold_uncertainty_score":0.0016997457},"labels":[],"label_agreement":null},{"id":"W2291391292","doi":"10.1109/glocomw.2015.7414115","title":"AP Association Optimization and CCA Threshold Adjustment in Dense WLANs","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Throughput; Computer network; Telecommunications link; Interference (communication); Software deployment; Wireless; Channel (broadcasting); Real-time computing; Telecommunications","score_opus":0.025325438245386116,"score_gpt":0.2554714881059237,"score_spread":0.23014604986053758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2291391292","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.095150724,0.00017185311,0.90267766,0.00007936376,0.000023486498,0.000053190717,0.000016514401,0.00048616776,0.00134101],"genre_scores_gemma":[0.87067616,0.000105715226,0.12817922,0.00003639691,0.000020103484,0.000053302898,0.000040329684,0.000023091176,0.000865624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906963,0.00026154597,0.00005701893,0.00016785778,0.00024211803,0.00020181507],"domain_scores_gemma":[0.9979133,0.0008717036,0.00047819316,0.0002302741,0.00036648716,0.00013996619],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012638242,0.0005993039,0.00070799486,0.0007022872,0.00058053585,0.0007622496,0.001011195,0.00035337088,0.00049079844],"category_scores_gemma":[0.00427832,0.00037811178,0.00023403137,0.0008934695,0.0005488168,0.0007666879,0.0013906851,0.0006493556,0.00020571378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025463328,0.00021149032,0.0070233624,0.00007673608,0.000059399266,0.00025962302,0.00027824164,0.7621274,0.045370493,0.009539087,0.0010636537,0.17373589],"study_design_scores_gemma":[0.0000125147835,0.0000870859,0.00087593653,0.000002669801,0.000010851734,0.000094108706,0.00004127302,0.9925408,0.004440904,0.0015202976,0.00036229793,0.000011465803],"about_ca_topic_score_codex":0.003954693,"about_ca_topic_score_gemma":0.004384965,"teacher_disagreement_score":0.003954693,"about_ca_system_score_codex":0.0006793215,"about_ca_system_score_gemma":0.0015191899,"threshold_uncertainty_score":0.007863343},"labels":[],"label_agreement":null},{"id":"W2299849772","doi":"10.47749/t/unicamp.2007.398665","title":"Minimização do efeito de anomalia em redes IEEE 802.11 usando SNR para controlar o CW","year":2007,"lang":"pt","type":"dissertation","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Defense Advanced Research Projects Agency; Federation for the Humanities and Social Sciences","keywords":"Ethernet; Humanities; Physics; Computer science; Computer network; Philosophy","score_opus":0.031697429212528425,"score_gpt":0.33592327075135187,"score_spread":0.3042258415388234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2299849772","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89372593,0.0012878091,0.09807639,0.00031731155,0.00012856281,0.00009058332,0.00009460624,0.0012348463,0.00504391],"genre_scores_gemma":[0.9794989,0.00028126917,0.018855745,0.00004484908,0.000022098187,0.00002011069,0.000052300245,0.000058898495,0.0011657622],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923074,0.00017725615,0.00004974793,0.00014968101,0.0002633699,0.00012913441],"domain_scores_gemma":[0.99486023,0.0032614667,0.00044497242,0.00042820463,0.0008566956,0.00014841066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012435747,0.0009228003,0.00046566426,0.0007788122,0.00039500016,0.00083771674,0.0005909267,0.0007412858,0.0012281144],"category_scores_gemma":[0.0072417096,0.00034181605,0.00026725672,0.00052750326,0.00039371254,0.00081369496,0.00041409323,0.0006660745,0.00030789213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005372792,0.0006257974,0.019428298,0.0004331792,0.00019563237,0.0005854769,0.0005428654,0.12621522,0.44625545,0.0030799154,0.0013233186,0.39594203],"study_design_scores_gemma":[0.0001729387,0.0038098434,0.032494266,0.00010357393,0.00055977417,0.0012003924,0.000332299,0.57186806,0.38245466,0.0022692247,0.0046299486,0.000104950246],"about_ca_topic_score_codex":0.0017597801,"about_ca_topic_score_gemma":0.0022954873,"teacher_disagreement_score":0.0017597801,"about_ca_system_score_codex":0.0005359527,"about_ca_system_score_gemma":0.00044957895,"threshold_uncertainty_score":0.006576717},"labels":[],"label_agreement":null},{"id":"W2308845417","doi":"10.1109/smartgridcomm.2015.7436398","title":"PeRF-Mesh: A performance analysis tool for large scale RF-mesh-based smart meter networks with FHSS","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Resources Canada; Federation for the Humanities and Social Sciences","keywords":"Aloha; Spread spectrum; Frequency-hopping spread spectrum; Mesh networking; Wireless mesh network; Interference (communication); Computer science; Channel (broadcasting); Metre; Electronic engineering; Computer network; Engineering; Throughput; Telecommunications; Wireless; Wireless network","score_opus":0.02005569211860713,"score_gpt":0.25130152800367894,"score_spread":0.2312458358850718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2308845417","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016327785,0.00013648765,0.9700964,0.00009517666,0.000037507056,0.00008188185,0.00048230033,0.007720277,0.005022133],"genre_scores_gemma":[0.60440195,0.00048782688,0.38663217,0.0001411133,0.00010359713,0.0003950972,0.0013116128,0.001974341,0.004552199],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958414,0.00013387308,0.00002298587,0.000027997088,0.00019016949,0.000040791536],"domain_scores_gemma":[0.99842477,0.0011232074,0.00011715289,0.00012083658,0.0001905075,0.00002347766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012273963,0.0009485639,0.0003896516,0.0011361203,0.00039657598,0.00060226856,0.0010561977,0.0005689912,0.0077228076],"category_scores_gemma":[0.0044410075,0.00029098085,0.0004826431,0.00066058815,0.00031271004,0.0012528708,0.0005811379,0.0005728812,0.0008576204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027735616,0.00015669607,0.0035258466,0.000390861,0.000098395416,0.00041725353,0.00024231311,0.77525973,0.014563159,0.05250738,0.016055685,0.13650537],"study_design_scores_gemma":[0.000015106532,0.00006834331,0.0003024521,0.000016747947,0.000010550566,0.00009645548,0.000022687887,0.9856111,0.0028215372,0.0051653474,0.0058562486,0.000013496695],"about_ca_topic_score_codex":0.0021990372,"about_ca_topic_score_gemma":0.001374555,"teacher_disagreement_score":0.0077228076,"about_ca_system_score_codex":0.00049462303,"about_ca_system_score_gemma":0.00046640122,"threshold_uncertainty_score":0.025835335},"labels":[],"label_agreement":null},{"id":"W2310073978","doi":"10.1109/infcomw.2015.7442436","title":"Achieving efficiency and flexibility with differentiated random access in smart home and building area networks","year":2015,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Random access; Computer science; Scalability; Computer network; Flexibility (engineering); Context (archaeology); Access control; Service (business); Distributed computing; Channel (broadcasting); Set (abstract data type)","score_opus":0.03987776528172765,"score_gpt":0.2820582780939644,"score_spread":0.24218051281223674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2310073978","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12154815,0.001112048,0.865631,0.0003983499,0.000029420611,0.000034559565,0.000028764805,0.00015096739,0.011066726],"genre_scores_gemma":[0.97155863,0.0005257838,0.026532564,0.000050560782,0.000018281627,0.000036421945,0.000012270661,0.000020363124,0.0012450371],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928445,0.00038609628,0.000016374886,0.000050234758,0.00016256716,0.00010034814],"domain_scores_gemma":[0.9981026,0.0014539572,0.00017299346,0.00012371446,0.00010498659,0.00004184338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014100464,0.0004770474,0.0004663461,0.00051815034,0.00033780903,0.000852719,0.00060253416,0.0005191178,0.00086298183],"category_scores_gemma":[0.004254294,0.00024920164,0.00037846505,0.00057369564,0.0015912198,0.0014844864,0.00066111656,0.0005226551,0.0001860944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054895314,0.000027113438,0.00039603788,0.000059493246,0.000015919617,0.00012949119,0.000113768416,0.81371796,0.0056802924,0.16978364,0.00023966956,0.009781717],"study_design_scores_gemma":[0.0000062077843,0.00003062411,0.00015400391,0.0000070047317,0.000005362617,0.000042491378,0.000025552454,0.96375686,0.00076623925,0.034781385,0.00041655137,0.000007720505],"about_ca_topic_score_codex":0.0009437028,"about_ca_topic_score_gemma":0.0007281493,"teacher_disagreement_score":0.0014100464,"about_ca_system_score_codex":0.00093851256,"about_ca_system_score_gemma":0.00035475785,"threshold_uncertainty_score":0.007457137},"labels":[],"label_agreement":null},{"id":"W2324293280","doi":"10.1007/s10922-016-9371-2","title":"Traffic Prediction for Reliable and Resilient Video Communications Over Multi-Location WMNs","year":2016,"lang":"en","type":"article","venue":"Journal of Network and Systems Management","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal; Communications Research Centre Canada","funders":"National Natural Science Foundation of China","keywords":"Computer science; Computer network; Telecommunications; Real-time computing","score_opus":0.03139244360404284,"score_gpt":0.27640866885157256,"score_spread":0.24501622524752972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2324293280","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21663664,0.0004815977,0.7800657,0.00041881937,0.00014527806,0.000046915095,0.00016558444,0.00058804237,0.0014514034],"genre_scores_gemma":[0.98410296,0.00008663978,0.015181928,0.000024464223,0.000033515764,0.00001941572,0.000075880904,0.000014354643,0.00046084594],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996841,0.00007077087,0.000020700947,0.00007576483,0.00007649683,0.00007212108],"domain_scores_gemma":[0.9980514,0.0012365835,0.00017236656,0.00010586565,0.00036772373,0.00006595401],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011126306,0.0004774013,0.0006047255,0.0006223207,0.0005131598,0.0005766818,0.0010483724,0.0005036598,0.0007434634],"category_scores_gemma":[0.004846734,0.00033792757,0.00021089894,0.00050413044,0.0003316528,0.0009786587,0.00057601824,0.0006446888,0.00012640681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023289569,0.00005590376,0.0018363013,0.00003250557,0.000021181393,0.00006943098,0.00004023714,0.939215,0.004357513,0.0028807505,0.0007705818,0.050487712],"study_design_scores_gemma":[0.0000010339055,0.000005556852,0.00008022478,9.959562e-7,0.0000017177032,0.0000031454324,0.000002989221,0.999213,0.00024670074,0.00042202644,0.000021475294,0.0000011551255],"about_ca_topic_score_codex":0.008925031,"about_ca_topic_score_gemma":0.009071037,"teacher_disagreement_score":0.008925031,"about_ca_system_score_codex":0.00092860067,"about_ca_system_score_gemma":0.0007344353,"threshold_uncertainty_score":0.01774615},"labels":[],"label_agreement":null},{"id":"W2331183460","doi":"10.1109/tvt.2016.2533160","title":"AFLAS: An Adaptive Frame Length Aggregation Scheme in Vehicular Networks","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Computer network; Computer science; Frame (networking); Wireless ad hoc network; Throughput; Network packet; Transmission (telecommunications); Vehicular ad hoc network; Wireless; Network topology; Data aggregator; Scheme (mathematics); Data link layer; Data transmission; Physical layer; Wireless sensor network; Telecommunications","score_opus":0.013724170624173235,"score_gpt":0.24133132194088697,"score_spread":0.22760715131671372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331183460","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08428489,0.001354231,0.9094371,0.00021670111,0.00024451397,0.00019323526,0.00010745698,0.002451329,0.0017105138],"genre_scores_gemma":[0.8575581,0.00044235823,0.13998818,0.00011464093,0.00012721377,0.00015889201,0.00018516787,0.000049278857,0.0013762377],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938345,0.00016260034,0.00006248782,0.00007866513,0.0002152051,0.00009751644],"domain_scores_gemma":[0.99885345,0.00028995486,0.00022706829,0.00018802159,0.00036312756,0.00007837128],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001100438,0.0007613059,0.000613298,0.001279701,0.00097629504,0.0006587778,0.0015555789,0.0005951251,0.00053117087],"category_scores_gemma":[0.0025671597,0.00019227313,0.00035807412,0.0007588562,0.000479836,0.0013685216,0.0007819363,0.00066247483,0.00019534436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012614507,0.00040187142,0.0045658825,0.00024520195,0.00017429641,0.00048021672,0.00084827666,0.21277583,0.12951925,0.02291648,0.0074922787,0.6193189],"study_design_scores_gemma":[0.000090386406,0.0009444739,0.0018350069,0.00003166812,0.000087641274,0.0004437267,0.000119929726,0.949193,0.030735025,0.0053424826,0.011054889,0.00012174738],"about_ca_topic_score_codex":0.004668684,"about_ca_topic_score_gemma":0.0040260046,"teacher_disagreement_score":0.004668684,"about_ca_system_score_codex":0.0009265605,"about_ca_system_score_gemma":0.00070525135,"threshold_uncertainty_score":0.009283006},"labels":[],"label_agreement":null},{"id":"W2334211410","doi":"10.6000/1927-5129.2012.08.02.32","title":"Fragmentation Analysis For Scalable Wireless Local Area Networks","year":2012,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer network; Computer science; Fragmentation (computing); Network packet; Scalability; Wireless WAN; Wireless network; Local area network; Wireless; Wi-Fi; Transmission delay; Distributed computing; Wi-Fi array; Telecommunications","score_opus":0.029498710221563685,"score_gpt":0.2800407301854299,"score_spread":0.2505420199638662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334211410","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07717481,0.0047537657,0.9042571,0.0006434446,0.00011993679,0.00026192854,0.00026222947,0.0006106147,0.011916151],"genre_scores_gemma":[0.9280228,0.0028444207,0.06470185,0.00015061857,0.00015842178,0.000323434,0.00042866543,0.00018476926,0.0031849954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904317,0.000246419,0.000041072257,0.00007534229,0.00044084384,0.00015311348],"domain_scores_gemma":[0.9952153,0.0030944247,0.0005182617,0.00031611646,0.0007074669,0.00014856122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002187579,0.00082002743,0.0007558517,0.001976882,0.0006804464,0.0009022386,0.0012088214,0.0007245036,0.0034032902],"category_scores_gemma":[0.013230726,0.00033389794,0.00061138195,0.0017311787,0.0008281213,0.002131721,0.001107041,0.0009197907,0.0003303618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007366519,0.0000294587,0.0013381197,0.0001735482,0.00005235519,0.00031603835,0.00013987266,0.89923143,0.0029246754,0.06515532,0.002228316,0.02833717],"study_design_scores_gemma":[0.0000065055347,0.000021092774,0.00030508253,0.000021495134,0.000010190698,0.000091689355,0.00003309879,0.97500956,0.00030833922,0.023341157,0.00084584916,0.0000059834256],"about_ca_topic_score_codex":0.0032131241,"about_ca_topic_score_gemma":0.0014327475,"teacher_disagreement_score":0.0034032902,"about_ca_system_score_codex":0.0018905677,"about_ca_system_score_gemma":0.00084968156,"threshold_uncertainty_score":0.013717115},"labels":[],"label_agreement":null},{"id":"W2335508526","doi":"10.1109/ccnc.2016.7444840","title":"Adaptive 802.15.4 backoff procedure to survive coexistence with 802.11 in extreme conditions","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computer science; Computer network; Distributed coordination function; Exponential backoff; Channel (broadcasting); Wireless; Network packet; Carrier sense multiple access with collision avoidance; IEEE 802.11; Internet of Things; Software deployment; Wireless lan; Computer security; Telecommunications","score_opus":0.060240264249896494,"score_gpt":0.2645122924991593,"score_spread":0.20427202824926283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2335508526","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39195704,0.0008275328,0.59921765,0.00022030353,0.0005013327,0.00035048564,0.000045807235,0.0022922081,0.0045876442],"genre_scores_gemma":[0.957307,0.00008255696,0.041555732,0.00006647843,0.000037672315,0.000074213836,0.000031946838,0.0000242337,0.00082015415],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99954945,0.000112236674,0.00005260939,0.000066251414,0.000111010144,0.00010830816],"domain_scores_gemma":[0.9988423,0.00038424143,0.00022074474,0.0002184199,0.00026889404,0.0000654833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012549931,0.00060877413,0.0003869335,0.00083890295,0.0006597005,0.0004273521,0.0011319633,0.0005989701,0.00080261077],"category_scores_gemma":[0.0030194519,0.0001780829,0.0002562968,0.00024701116,0.00046738394,0.00052322005,0.0006020608,0.0006939106,0.00022926393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025018607,0.0010228454,0.015167896,0.00038274558,0.0003488353,0.0015557801,0.0012096222,0.21697748,0.33915997,0.01882657,0.003852385,0.3989941],"study_design_scores_gemma":[0.00029464258,0.0016577021,0.01148508,0.000074156356,0.00024888106,0.0014916537,0.00023103635,0.87079006,0.09242903,0.009007254,0.012126463,0.00016397687],"about_ca_topic_score_codex":0.0009796764,"about_ca_topic_score_gemma":0.0010161207,"teacher_disagreement_score":0.0012549931,"about_ca_system_score_codex":0.00036446116,"about_ca_system_score_gemma":0.000662062,"threshold_uncertainty_score":0.0066370964},"labels":[],"label_agreement":null},{"id":"W2337942997","doi":"10.1109/access.2016.2553150","title":"On Enhancing Technology Coexistence in the IoT Era: ZigBee and 802.11 Case","year":2016,"lang":"en","type":"article","venue":"IEEE Access","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"NeuRFon; Computer science; Computer network; Interoperability; Internet of Things; Prioritization; Wireless; Wireless network; Embedded system; Telecommunications; Key distribution in wireless sensor networks; Engineering","score_opus":0.02885663479460117,"score_gpt":0.31323258111206825,"score_spread":0.2843759463174671,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2337942997","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13646623,0.01573051,0.636319,0.011459849,0.0007155659,0.00012048902,0.00005505426,0.00018428024,0.19894896],"genre_scores_gemma":[0.9514221,0.0062552704,0.034184244,0.0004823128,0.0005063443,0.00007063156,0.000015061635,0.000038098362,0.007026095],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984977,0.0006312679,0.000040859,0.00013089115,0.00042245412,0.00027690583],"domain_scores_gemma":[0.99699175,0.0020619715,0.00027817613,0.00023446995,0.00027004498,0.0001635795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017111878,0.0006526709,0.00040125338,0.0009882692,0.0012747324,0.0029110294,0.00078131503,0.0024919098,0.0023863204],"category_scores_gemma":[0.0060175606,0.00048162398,0.0005687629,0.0010485211,0.002999318,0.0073123076,0.0021273608,0.0014837796,0.00039800775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053986914,0.00007913789,0.0018273584,0.000086179825,0.00002095902,0.0007107239,0.0004066365,0.0393481,0.0017293246,0.9239612,0.0015514521,0.030224903],"study_design_scores_gemma":[0.000034857898,0.00021502636,0.0013005846,0.00015481477,0.0000491398,0.0014209677,0.0007374686,0.41881588,0.0022154378,0.552105,0.022879586,0.00007133753],"about_ca_topic_score_codex":0.0023266752,"about_ca_topic_score_gemma":0.001977617,"teacher_disagreement_score":0.0029110294,"about_ca_system_score_codex":0.0011510465,"about_ca_system_score_gemma":0.00088488834,"threshold_uncertainty_score":0.009049773},"labels":[],"label_agreement":null},{"id":"W2343995454","doi":"10.1007/s11277-016-3305-x","title":"QoS-Aware and Load-Balance Routing for IEEE 802.11s Based Neighborhood Area Network in Smart Grid","year":2016,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Japan Society for the Promotion of Science; National Natural Science Foundation of China","keywords":"Computer science; Computer network; Quality of service; IEEE 802; Grid; Smart grid; Load balancing (electrical power); Routing (electronic design automation); Electrical engineering","score_opus":0.04155431879289023,"score_gpt":0.28097664152404717,"score_spread":0.23942232273115693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2343995454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49264053,0.003018714,0.4884758,0.0016117964,0.00046168684,0.00010373232,0.00017008303,0.0015829689,0.01193466],"genre_scores_gemma":[0.98844236,0.00023282097,0.0099868495,0.00003005209,0.00003850527,0.000013719201,0.00004680894,0.000012283723,0.0011965131],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99980766,0.000055791887,0.000016601942,0.000033830514,0.000053603893,0.000032515196],"domain_scores_gemma":[0.99977213,0.00005887858,0.000032032738,0.000032034935,0.000084554056,0.0000203874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046095552,0.00023366458,0.00031977196,0.00028289016,0.0005010436,0.00059446914,0.0005433083,0.0002291586,0.0008098465],"category_scores_gemma":[0.00067952485,0.00011986368,0.00011923396,0.0003027932,0.0002486107,0.00086583337,0.0004413377,0.00028485153,0.0001412002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007896788,0.0003086891,0.007969858,0.00020287515,0.0000993468,0.0003940216,0.0005167404,0.49021968,0.06265947,0.04036331,0.013834696,0.38264158],"study_design_scores_gemma":[0.000016803404,0.00010102485,0.0012504134,0.0000073877777,0.00002432835,0.000119410324,0.0001623011,0.98346126,0.0050896634,0.0066333446,0.0031176822,0.000016260266],"about_ca_topic_score_codex":0.0024989326,"about_ca_topic_score_gemma":0.0040940885,"teacher_disagreement_score":0.0024989326,"about_ca_system_score_codex":0.0004958613,"about_ca_system_score_gemma":0.00034739616,"threshold_uncertainty_score":0.0049687624},"labels":[],"label_agreement":null},{"id":"W2352990026","doi":"","title":"Research on techniques of network planning in WLAN","year":2005,"lang":"en","type":"article","venue":"Journal of Chongqing University of Posts and Telecommunications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Computer science; Reuse; Transmission (telecommunications); Computer network; Construct (python library); Network planning and design; Distributed computing; Telecommunications","score_opus":0.0541529428878878,"score_gpt":0.34531622837047465,"score_spread":0.29116328548258685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2352990026","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001012206,0.0028523693,0.98861456,0.00032852363,0.00010885321,0.00003131706,0.000021761838,0.00011962086,0.0069108056],"genre_scores_gemma":[0.11552852,0.022503024,0.85358316,0.00031876148,0.0007819271,0.00031597214,0.00020829972,0.00027996182,0.006480441],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99807763,0.00070611376,0.00010936007,0.00036924728,0.0006220085,0.00011567515],"domain_scores_gemma":[0.99549073,0.0033830123,0.00021218142,0.00039210613,0.00045031912,0.00007168485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020556687,0.0013326965,0.0010774913,0.0019405199,0.0010739558,0.0022439181,0.002675028,0.0010709107,0.0054275994],"category_scores_gemma":[0.008110671,0.001154296,0.0015755923,0.0041075507,0.001874181,0.0055264914,0.0018131058,0.0029582349,0.0013973882],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006252019,0.00006188404,0.0006897944,0.00078651455,0.00009079577,0.000110343586,0.0005194579,0.24336255,0.0019794651,0.4912483,0.004295227,0.25679314],"study_design_scores_gemma":[0.0000415959,0.000118023825,0.00038416818,0.00030724987,0.00009207356,0.0003606239,0.00031018147,0.58546746,0.0053592073,0.33598554,0.071497455,0.0000764295],"about_ca_topic_score_codex":0.0038481476,"about_ca_topic_score_gemma":0.002433797,"teacher_disagreement_score":0.0054275994,"about_ca_system_score_codex":0.0023656886,"about_ca_system_score_gemma":0.0017188839,"threshold_uncertainty_score":0.018157125},"labels":[],"label_agreement":null},{"id":"W2356684428","doi":"10.1109/jiot.2016.2566659","title":"Distributed and Adaptive Medium Access Control for Internet-of-Things-Enabled Mobile Networks","year":2016,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":110,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer network; Computer science; Network packet; Superframe; Access control; Media access control; Throughput; Channel access method; Quality of service; Wireless; Telecommunications","score_opus":0.01897436929804255,"score_gpt":0.27555387948755167,"score_spread":0.25657951018950914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2356684428","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007480487,0.002495043,0.98694813,0.0002021832,0.0003690708,0.00006260955,0.000017893342,0.0003530536,0.002071527],"genre_scores_gemma":[0.8221263,0.0024964332,0.17084429,0.00035166863,0.0005043054,0.00027202332,0.00010987874,0.000042166823,0.0032528841],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993092,0.00019133002,0.000049617647,0.00012590353,0.00026255497,0.00006138308],"domain_scores_gemma":[0.9994217,0.000206278,0.000084481064,0.00007239968,0.00018719578,0.000028035924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008612998,0.0005145359,0.0005111685,0.00043428346,0.0006488192,0.0007358743,0.001252218,0.0006332835,0.0005815986],"category_scores_gemma":[0.0014730084,0.00014374276,0.00035289954,0.00047138619,0.0006286537,0.0009313235,0.00072342454,0.0009217089,0.00018622629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027632446,0.00020982638,0.0016049681,0.00068709423,0.00023037655,0.0007430975,0.0002919837,0.3240241,0.06358361,0.13828342,0.0073660803,0.46269906],"study_design_scores_gemma":[0.000036693935,0.00020430314,0.0003598351,0.000025996433,0.000051076804,0.00024189745,0.00005035303,0.96621656,0.0042289016,0.017139388,0.011411116,0.000033948905],"about_ca_topic_score_codex":0.0012814122,"about_ca_topic_score_gemma":0.0014883293,"teacher_disagreement_score":0.0012814122,"about_ca_system_score_codex":0.00044357646,"about_ca_system_score_gemma":0.00049357367,"threshold_uncertainty_score":0.0045550466},"labels":[],"label_agreement":null},{"id":"W2358299038","doi":"","title":"Admission Control Based on IEEE 802.11e EDCA","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; IEEE 802; Quality of service; Computer network; Admission control; IEEE 802.11e-2005; IEEE 802.1X; Scheme (mathematics); IEEE 802.11; Simple (philosophy); Wireless lan; Wireless; Wireless network; Telecommunications","score_opus":0.008610968764951436,"score_gpt":0.26054479999740376,"score_spread":0.25193383123245233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2358299038","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010605121,0.0018126621,0.9708226,0.0007113714,0.0006869278,0.00027357266,0.00005371923,0.001942432,0.013091675],"genre_scores_gemma":[0.860185,0.0017873358,0.1214612,0.00054448587,0.000818256,0.00032654742,0.00014368039,0.00005789505,0.014675595],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965013,0.00070062786,0.00027397444,0.00063974224,0.0014323317,0.00045211372],"domain_scores_gemma":[0.99883777,0.0003624332,0.00010394452,0.00015901668,0.00044882562,0.00008809601],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015160209,0.0007002612,0.0010934612,0.0010688814,0.0012686163,0.0025598055,0.00225014,0.001137254,0.0025699914],"category_scores_gemma":[0.003822279,0.00026587516,0.00046287835,0.0010950326,0.001118411,0.0016723473,0.0019669414,0.0020359077,0.00048021183],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00072671607,0.00045070227,0.0017896694,0.00027929095,0.00014613313,0.000747183,0.0004946872,0.15880272,0.032792814,0.28556526,0.017811352,0.50039345],"study_design_scores_gemma":[0.00017916976,0.0001526822,0.00055613,0.00003701734,0.000075416625,0.00048878364,0.000060112296,0.9282432,0.011211051,0.034752894,0.02412036,0.00012308205],"about_ca_topic_score_codex":0.0038161685,"about_ca_topic_score_gemma":0.0020015712,"teacher_disagreement_score":0.0038161685,"about_ca_system_score_codex":0.0012415579,"about_ca_system_score_gemma":0.0016421488,"threshold_uncertainty_score":0.009008229},"labels":[],"label_agreement":null},{"id":"W2375055641","doi":"","title":"Performance Analysis of VoIP Based on IEEE 802.11E EDCA","year":2007,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Voice over IP; Quality of service; IEEE 802; Computer network; Wireless lan; Wireless; Telecommunications; Operating system","score_opus":0.010766194956460336,"score_gpt":0.25957424650733046,"score_spread":0.24880805155087013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2375055641","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82527846,0.0058144354,0.14553648,0.00060553924,0.00017729626,0.00015116653,0.0002092913,0.00087145105,0.021355947],"genre_scores_gemma":[0.9965229,0.00045116837,0.0025455195,0.000025758862,0.000022865048,0.000016168704,0.000042073312,0.000014584351,0.00035903123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99789846,0.00056344323,0.000077402474,0.00024047753,0.0007454241,0.00047477346],"domain_scores_gemma":[0.995316,0.002826769,0.00030005415,0.00025139272,0.0011924147,0.000113265225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023385433,0.00079992577,0.0009267697,0.001572147,0.00077941245,0.001083275,0.00078742957,0.0008215424,0.001274614],"category_scores_gemma":[0.00701686,0.00030690158,0.0003910802,0.0009927152,0.0010362191,0.0014196436,0.00067024544,0.000776394,0.00017939792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016193837,0.0002599196,0.011771379,0.00030506484,0.00024034988,0.00056946476,0.00028133774,0.8614057,0.03381978,0.028409155,0.0012831165,0.06003535],"study_design_scores_gemma":[0.000027051403,0.0002845555,0.0032018556,0.000019526471,0.00004707763,0.00016540961,0.000046894937,0.9899449,0.004445054,0.001338124,0.00044926972,0.000030316825],"about_ca_topic_score_codex":0.0045463745,"about_ca_topic_score_gemma":0.0015070093,"teacher_disagreement_score":0.0045463745,"about_ca_system_score_codex":0.0014888942,"about_ca_system_score_gemma":0.00073711766,"threshold_uncertainty_score":0.012367547},"labels":[],"label_agreement":null},{"id":"W2384497483","doi":"","title":"Performance Analysis of Upstream Channel MAC Layer Protocol in HFC Networks","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Computer network; Upstream (networking); Computer science; Downstream (manufacturing); Bandwidth (computing); Channel (broadcasting); Cable modem; Passive optical network; Network topology; Engineering; Wavelength-division multiplexing","score_opus":0.030821768967898306,"score_gpt":0.2664753801865797,"score_spread":0.23565361121868136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2384497483","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6692842,0.0041328515,0.29967305,0.0008393659,0.00012488487,0.0002219333,0.00030654,0.0011720873,0.024245096],"genre_scores_gemma":[0.98991627,0.0005388698,0.008035453,0.000050960494,0.00003669112,0.0000529584,0.00009133181,0.000039876933,0.0012374955],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99778277,0.0005645232,0.000064516986,0.00017282904,0.0009788958,0.000436545],"domain_scores_gemma":[0.99298227,0.004418025,0.0005308609,0.00035981747,0.0016001957,0.0001087995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026388918,0.0006620074,0.0005062278,0.0015110839,0.0009428248,0.001124216,0.00062242214,0.0006736459,0.0017537377],"category_scores_gemma":[0.0087410165,0.00028538675,0.0003717533,0.0007764909,0.00087871286,0.0014027074,0.0006087312,0.0007672807,0.00022320602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011637072,0.00019523446,0.013805877,0.0003676085,0.00018736272,0.0006266096,0.00062097656,0.76016456,0.06056629,0.08728532,0.0039050914,0.07111141],"study_design_scores_gemma":[0.000008856246,0.00013448366,0.0012468863,0.000009689613,0.000034420278,0.00009603986,0.000043835807,0.9891705,0.006777792,0.002022721,0.0004387073,0.000016032032],"about_ca_topic_score_codex":0.0062571396,"about_ca_topic_score_gemma":0.003074693,"teacher_disagreement_score":0.0062571396,"about_ca_system_score_codex":0.0025535782,"about_ca_system_score_gemma":0.0013099525,"threshold_uncertainty_score":0.018527627},"labels":[],"label_agreement":null},{"id":"W2388270517","doi":"","title":"PID Control Based QoS Mechanism for WLAN","year":2008,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; PID controller; Quality of service; Bandwidth (computing); Computer network; Wireless; Compensation (psychology); Controller (irrigation); Service quality; Control (management); Service (business); Real-time computing; Telecommunications; Control engineering; Artificial intelligence","score_opus":0.016715037541706532,"score_gpt":0.2407524149206162,"score_spread":0.22403737737890966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2388270517","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033486146,0.0013202709,0.944825,0.00038273272,0.000746046,0.00017207794,0.000051039515,0.0038088951,0.01520776],"genre_scores_gemma":[0.94376785,0.00057823944,0.046164855,0.00029854468,0.00019121077,0.00017671629,0.0000683546,0.000042345546,0.008711854],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996094,0.00004331948,0.00002893733,0.000088576686,0.00018835401,0.00004137064],"domain_scores_gemma":[0.9997179,0.000054309043,0.000031458236,0.000026396472,0.00014725915,0.000022664522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004918369,0.0003712214,0.0003115866,0.000488544,0.0004208698,0.0009977017,0.0009898578,0.000610842,0.0020318232],"category_scores_gemma":[0.0014015163,0.00012890382,0.0002555694,0.00025179054,0.0003167025,0.00055373996,0.00045571884,0.0005916458,0.00049056154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007080913,0.00039685337,0.00278361,0.00074084295,0.00009109218,0.00067857065,0.0005383639,0.15069026,0.251785,0.06209218,0.009160408,0.5203346],"study_design_scores_gemma":[0.00026542885,0.0006580093,0.0020703604,0.00005637741,0.00007968252,0.0006166482,0.00007784885,0.9083886,0.05054326,0.009232269,0.027924294,0.00008726161],"about_ca_topic_score_codex":0.0011229529,"about_ca_topic_score_gemma":0.00046091553,"teacher_disagreement_score":0.0020318232,"about_ca_system_score_codex":0.00046655998,"about_ca_system_score_gemma":0.00057629665,"threshold_uncertainty_score":0.006797135},"labels":[],"label_agreement":null},{"id":"W2396682344","doi":"10.1007/978-1-4614-6602-4","title":"Distributed Medium Access Control in Wireless Networks","year":2013,"lang":"en","type":"book","venue":"SpringerBriefs in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Access control; Wireless; Computer science; Wireless network; Computer network; Control (management); Telecommunications; Artificial intelligence","score_opus":0.014050617787426601,"score_gpt":0.2579516822347202,"score_spread":0.2439010644472936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2396682344","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022865415,0.10933239,0.7831574,0.0014331536,0.009042786,0.000099861936,0.00014260836,0.0015368367,0.09296845],"genre_scores_gemma":[0.11049502,0.16107626,0.19766532,0.0018288537,0.011417861,0.0006338219,0.0009955337,0.0007511537,0.5151362],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993705,0.00011019357,0.000036362384,0.00008648747,0.0003647212,0.000031835993],"domain_scores_gemma":[0.999345,0.000324695,0.00003057973,0.00011005254,0.00016326843,0.000026462229],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005325858,0.001287325,0.0013037111,0.00077079545,0.00032988747,0.00136558,0.0011921052,0.00097289606,0.010700681],"category_scores_gemma":[0.0012940605,0.0003117937,0.00032493114,0.0016744217,0.0010211251,0.0017000402,0.00082148955,0.002106073,0.006133221],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071140035,0.00009873445,0.00010411632,0.00080959726,0.000045867244,0.000102509075,0.00009558725,0.016071133,0.0061781313,0.10079268,0.09588346,0.779747],"study_design_scores_gemma":[0.000050705054,0.00017424155,0.00051405473,0.00037683404,0.00006353274,0.0005957069,0.00006213372,0.12490942,0.003667628,0.12679455,0.7427355,0.00005561446],"about_ca_topic_score_codex":0.0005106924,"about_ca_topic_score_gemma":0.00055981363,"teacher_disagreement_score":0.010700681,"about_ca_system_score_codex":0.0005368994,"about_ca_system_score_gemma":0.0004694197,"threshold_uncertainty_score":0.035797298},"labels":[],"label_agreement":null},{"id":"W2398547177","doi":"","title":"Multi-Carrier Multi-Rate Utility Optimization in Heterogeneous Networks via CSMA-Based Algorithms","year":2012,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Computer science; Carrier sense multiple access with collision avoidance; Transmission (telecommunications); Throughput; Computer network; Channel (broadcasting); Algorithm; Context (archaeology); Femtocell; Distributed computing; Wireless; Base station; Telecommunications","score_opus":0.08591830289044206,"score_gpt":0.21823620320530931,"score_spread":0.13231790031486726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2398547177","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009286636,0.0002283585,0.9881294,0.00018542165,0.000023570325,0.00003375369,0.000013934289,0.0000713832,0.0020275577],"genre_scores_gemma":[0.7688161,0.0005911163,0.22721924,0.00015239391,0.000089010624,0.0001867789,0.000049042406,0.000074521595,0.002821742],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894875,0.0004890812,0.00003567334,0.0001252575,0.00026234717,0.00013890007],"domain_scores_gemma":[0.9974685,0.0019587805,0.00018840125,0.000105867504,0.0002060756,0.000072483046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027114567,0.0010205689,0.0010411786,0.0007251018,0.000548924,0.0016577913,0.0012165061,0.00088188634,0.0011157697],"category_scores_gemma":[0.0063831257,0.00047192888,0.000606191,0.0010871186,0.0013516692,0.0016148438,0.0013827677,0.0011660764,0.00020166376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028967523,0.000024350169,0.00016097543,0.000017075654,0.000016048438,0.000021949803,0.00002327932,0.9634319,0.00035518277,0.02642893,0.0003607971,0.00913057],"study_design_scores_gemma":[0.000004456542,0.0000046242435,0.000011955295,0.0000014620223,0.000001973082,0.0000019156803,0.0000028541594,0.9950134,0.00008911096,0.004779474,0.000087359396,0.0000013325418],"about_ca_topic_score_codex":0.0042743487,"about_ca_topic_score_gemma":0.0026215296,"teacher_disagreement_score":0.0042743487,"about_ca_system_score_codex":0.0019174991,"about_ca_system_score_gemma":0.001400525,"threshold_uncertainty_score":0.014339745},"labels":[],"label_agreement":null},{"id":"W2401687396","doi":"","title":"Inverse Binary Exponential Backoff: Enhancing Short-term Fairness for IEEE 802.11 Networks","year":2013,"lang":"en","type":"article","venue":"International Symposium on Wireless Communication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Exponential backoff; Distributed coordination function; Term (time); Computer science; Fairness measure; Binary number; Computer network; Exponential function; Inverse; IEEE 802.11; Wireless lan; Mathematics; Wireless; Telecommunications; Throughput; Arithmetic","score_opus":0.025509129266316714,"score_gpt":0.2758453670929328,"score_spread":0.25033623782661607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2401687396","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09581209,0.0014337448,0.89170974,0.0005235585,0.0005315065,0.00009246095,0.000056018875,0.0008622954,0.008978518],"genre_scores_gemma":[0.9173685,0.00057071156,0.076454654,0.00025816218,0.0002127525,0.000045514305,0.000054218704,0.00011111214,0.00492438],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979614,0.0005372931,0.00009123757,0.00018326768,0.0008323282,0.0003945395],"domain_scores_gemma":[0.99469465,0.002563399,0.00027516513,0.00083984114,0.0013024373,0.00032450838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038963677,0.000761787,0.0011024562,0.00081775046,0.0011345369,0.0016638578,0.00176695,0.0007676438,0.003584042],"category_scores_gemma":[0.010286719,0.0003231255,0.00027581005,0.0007112707,0.0009808046,0.002594437,0.0033884868,0.002047445,0.0006844152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038592368,0.0011649923,0.002294051,0.00042401333,0.000101153324,0.00031193034,0.00075629714,0.29957476,0.081112795,0.13595355,0.006532557,0.46791458],"study_design_scores_gemma":[0.000108353495,0.00026493662,0.00050855894,0.000036602087,0.000050142993,0.00016344359,0.000091634065,0.9460059,0.010805151,0.038344458,0.0035708845,0.000049942548],"about_ca_topic_score_codex":0.0016653752,"about_ca_topic_score_gemma":0.0026771596,"teacher_disagreement_score":0.0038963677,"about_ca_system_score_codex":0.0007152849,"about_ca_system_score_gemma":0.0016062671,"threshold_uncertainty_score":0.02060622},"labels":[],"label_agreement":null},{"id":"W2413171354","doi":"10.1109/iccnc.2017.7876094","title":"Decentralized AP selection in large-scale wireless LANs considering multi-AP interference","year":2017,"lang":"en","type":"preprint","venue":"2017 International Conference on Computing, Networking and Communications (ICNC)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Telecommunications link; Interference (communication); Computer science; Signal-to-interference-plus-noise ratio; Throughput; Computer network; Signal-to-noise ratio (imaging); Selection algorithm; Channel (broadcasting); Selection (genetic algorithm); Wireless; Telecommunications; Power (physics); Physics","score_opus":0.129335136256484,"score_gpt":0.368921600868739,"score_spread":0.239586464612255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413171354","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12474541,0.0008298671,0.87097615,0.00027896813,0.000073080024,0.00007776317,0.00003789881,0.00052578544,0.0024551512],"genre_scores_gemma":[0.9680873,0.00020553201,0.030831141,0.000033184475,0.00007384504,0.00004681439,0.00003047924,0.00001591882,0.0006757706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985447,0.0005624333,0.000049024784,0.00028291944,0.0003441969,0.00021667748],"domain_scores_gemma":[0.997147,0.0015052218,0.00042642132,0.0003319733,0.00040244576,0.00018692722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016122138,0.000783494,0.0014952524,0.0005986106,0.0013629061,0.0013393845,0.0019637977,0.0010333385,0.00062369823],"category_scores_gemma":[0.003657559,0.00059094245,0.00045599067,0.0009641653,0.001062774,0.0014585936,0.0016358458,0.00085298636,0.00021530304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016880361,0.00007977286,0.0021665194,0.000074634336,0.00006342282,0.0004467961,0.00012699627,0.9507085,0.007600062,0.006469831,0.0007123716,0.03138222],"study_design_scores_gemma":[0.00001780856,0.00005087251,0.0003675537,0.0000020585042,0.00001819147,0.000077647695,0.000035188088,0.996657,0.0006548392,0.0019010757,0.00021035575,0.0000072917487],"about_ca_topic_score_codex":0.0028837698,"about_ca_topic_score_gemma":0.003264424,"teacher_disagreement_score":0.0028837698,"about_ca_system_score_codex":0.0010403383,"about_ca_system_score_gemma":0.0010160229,"threshold_uncertainty_score":0.008526325},"labels":[],"label_agreement":null},{"id":"W2428764055","doi":"10.1109/mownet.2016.7496631","title":"Benefits of the IEEE 802.15.4's MAC layer acknowledgements in Ad-Hoc networks: An experimental analysis","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Computer network; Wireless ad hoc network; Physical layer; Bandwidth (computing); Wireless; Telecommunications","score_opus":0.02751125512164856,"score_gpt":0.28757357892489893,"score_spread":0.2600623238032504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2428764055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9836908,0.00040089796,0.012886717,0.000103519036,0.000095384756,0.000097077565,0.00021021454,0.00016123304,0.0023541856],"genre_scores_gemma":[0.99311185,0.00023869197,0.0055307816,0.0000329517,0.000030968156,0.00009778324,0.000170232,0.000022828588,0.0007639964],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99759513,0.00083899475,0.00022522631,0.00020565136,0.000772539,0.00036242223],"domain_scores_gemma":[0.9894258,0.0072153998,0.000685209,0.000967099,0.0015176496,0.00018889867],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002457751,0.00071001105,0.00034199565,0.0007031169,0.00044282866,0.00046596577,0.0006680711,0.0005879569,0.00098321],"category_scores_gemma":[0.0071561188,0.0002152308,0.0002937375,0.0004384642,0.0007911748,0.0011226952,0.0005309661,0.0006736821,0.00016142693],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010424442,0.013128494,0.024175605,0.0015739661,0.0004388158,0.00086700043,0.0007627815,0.20597166,0.57897496,0.0072203027,0.0023727885,0.15408927],"study_design_scores_gemma":[0.00050508516,0.03620664,0.034569226,0.00011985138,0.00045458402,0.0011130314,0.0007863445,0.28502858,0.63342917,0.0035498415,0.0040692496,0.00016836148],"about_ca_topic_score_codex":0.0009252844,"about_ca_topic_score_gemma":0.0008388846,"teacher_disagreement_score":0.002457751,"about_ca_system_score_codex":0.00043039993,"about_ca_system_score_gemma":0.00030822138,"threshold_uncertainty_score":0.012997985},"labels":[],"label_agreement":null},{"id":"W2462784749","doi":"10.1109/twc.2016.2586467","title":"LBT-Based Adaptive Channel Access for LTE-U Systems","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":129,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Huawei Technologies (Canada)","funders":"Huawei Technologies; National Natural Science Foundation of China","keywords":"Computer science; Computer network; Spectrum management; Base station; Small cell; Quality of service; Bandwidth (computing); Channel (broadcasting); Wireless; Cognitive radio; Telecommunications","score_opus":0.08006243217460127,"score_gpt":0.3187285195135167,"score_spread":0.23866608733891545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2462784749","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03754388,0.0014389439,0.9476802,0.00030378412,0.00020661486,0.00010563366,0.00007641054,0.0019653498,0.010679285],"genre_scores_gemma":[0.96080416,0.00050356885,0.036032025,0.00014893973,0.00007033288,0.0000815906,0.00006532709,0.00002615638,0.0022677947],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961096,0.00009266443,0.000016902924,0.000052720716,0.00013982094,0.00008695808],"domain_scores_gemma":[0.9996786,0.00008061712,0.00004157915,0.000038544786,0.00012723898,0.000033359513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004156053,0.00024911683,0.00033352958,0.00045061656,0.0006655704,0.0007483691,0.000757382,0.00043158297,0.0020924998],"category_scores_gemma":[0.0011513699,0.000097234755,0.00020282019,0.00044368158,0.00050525524,0.00056875125,0.0007117592,0.00050208444,0.00074639276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000791124,0.00027981043,0.0018708456,0.00036195279,0.00007267153,0.0010460574,0.00027666346,0.32504508,0.108061805,0.043067828,0.010912273,0.5082139],"study_design_scores_gemma":[0.000022149088,0.00012903595,0.00031419063,0.000014824955,0.000013401178,0.00025217532,0.000030613468,0.9874219,0.0042372094,0.0029300775,0.00461367,0.000020738144],"about_ca_topic_score_codex":0.0050527994,"about_ca_topic_score_gemma":0.004617883,"teacher_disagreement_score":0.0050527994,"about_ca_system_score_codex":0.0006369769,"about_ca_system_score_gemma":0.0005559675,"threshold_uncertainty_score":0.01004678},"labels":[],"label_agreement":null},{"id":"W2472224274","doi":"","title":"The impact of time varying channels on MAC layer in IEEE 802.11 networks","year":2011,"lang":"en","type":"article","venue":"International Conference on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Computer science; Channel (broadcasting); Throughput; Computer network; IEEE 802.11; Network allocation vector; Transmission (telecommunications); Real-time computing; Media access control; Wireless; Telecommunications","score_opus":0.16309720977101244,"score_gpt":0.3692168531477863,"score_spread":0.20611964337677385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2472224274","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42095459,0.0072415746,0.5597847,0.0011178671,0.00072440575,0.000089081805,0.00018961584,0.001384547,0.008513599],"genre_scores_gemma":[0.9842228,0.0013168239,0.013150906,0.000111125926,0.00010687253,0.000029665913,0.000039189563,0.00007940585,0.0009432525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977659,0.0006700532,0.0000795567,0.00026575054,0.0008299705,0.00038868858],"domain_scores_gemma":[0.991542,0.0060516293,0.0008152281,0.00069445226,0.0007450761,0.00015160009],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017103432,0.00067034195,0.00040403637,0.0004881353,0.0010258812,0.0012045795,0.0006893077,0.0007595725,0.000988798],"category_scores_gemma":[0.01130438,0.00053626567,0.00033679977,0.00070192624,0.0011617916,0.002023297,0.00081564503,0.0012535899,0.000200921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050078356,0.00012967584,0.011289429,0.00027025095,0.00010899107,0.000877783,0.00052314176,0.81365216,0.038438566,0.022798454,0.0018734754,0.10953728],"study_design_scores_gemma":[0.000019676896,0.00023349575,0.006279906,0.000041964213,0.00012798807,0.00051072973,0.00015988824,0.9571451,0.023882674,0.008555741,0.0029740601,0.00006881313],"about_ca_topic_score_codex":0.004815921,"about_ca_topic_score_gemma":0.0042124344,"teacher_disagreement_score":0.004815921,"about_ca_system_score_codex":0.0010090758,"about_ca_system_score_gemma":0.00084897823,"threshold_uncertainty_score":0.009575784},"labels":[],"label_agreement":null},{"id":"W2514967089","doi":"10.1109/compsac.2016.87","title":"Customizing IETF RFC 6280 Geopriv for Compliance of Wi-Fi Positioning System APIs with Privacy Laws","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University of Edmonton","funders":"","keywords":"Computer science; Computer security; Information privacy; Component (thermodynamics); Personalization; Computer network; World Wide Web","score_opus":0.029882341654326343,"score_gpt":0.2598132127865277,"score_spread":0.22993087113220134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2514967089","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07063197,0.0004553964,0.8384923,0.003348735,0.0009393765,0.0038465634,0.0005507449,0.017873712,0.063861266],"genre_scores_gemma":[0.60748065,0.0013883081,0.3405595,0.0065760305,0.0007451345,0.003484554,0.002947355,0.0037138793,0.033104625],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.97910094,0.004015749,0.0030114756,0.0015133526,0.010266997,0.00209147],"domain_scores_gemma":[0.9712974,0.005390304,0.0020122798,0.014623651,0.00624664,0.00042979248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.020275349,0.0007735854,0.0005860464,0.0019649372,0.0015415107,0.0047422643,0.0024415208,0.0028810934,0.002070811],"category_scores_gemma":[0.025859088,0.0010870803,0.0009988553,0.00086453656,0.0021664123,0.0038287952,0.003571968,0.004983934,0.0023346515],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009478975,0.002094013,0.024626892,0.0007931621,0.00021780217,0.0042740316,0.0057958877,0.033146016,0.18397309,0.27657092,0.057265073,0.4102953],"study_design_scores_gemma":[0.00027539468,0.0006302447,0.01819592,0.001142357,0.00030595312,0.002632028,0.0011464815,0.085031,0.18000054,0.044334006,0.66584736,0.0004587669],"about_ca_topic_score_codex":0.0054888134,"about_ca_topic_score_gemma":0.0038427792,"teacher_disagreement_score":0.020275349,"about_ca_system_score_codex":0.001960007,"about_ca_system_score_gemma":0.0045213997,"threshold_uncertainty_score":0.10722762},"labels":[],"label_agreement":null},{"id":"W2518824592","doi":"10.1109/tetc.2016.2608827","title":"Location Verification of Wireless Internet Clients: Evaluation and Improvements","year":2016,"lang":"en","type":"article","venue":"IEEE Transactions on Emerging Topics in Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Computer science; PlanetLab; Computer network; Wireless; The Internet; Wireless network; Computer security; Telecommunications; World Wide Web","score_opus":0.02921045612380668,"score_gpt":0.30836192682848973,"score_spread":0.27915147070468305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2518824592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76767814,0.0031024658,0.19982518,0.001044045,0.000406498,0.0007449092,0.0013019764,0.018877517,0.007019237],"genre_scores_gemma":[0.9341327,0.00032288744,0.06265946,0.0001263845,0.000039756782,0.00007821287,0.0012486153,0.00014003305,0.0012519371],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.98883307,0.0031989077,0.0007214396,0.0018305427,0.004648142,0.00076789275],"domain_scores_gemma":[0.96953034,0.015566026,0.0019049753,0.00579634,0.006436979,0.000765442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007958068,0.0011762388,0.0014305245,0.0011377058,0.00075176684,0.0019021354,0.004381361,0.0018348248,0.0017579157],"category_scores_gemma":[0.044238824,0.00049345917,0.00051924225,0.0012025302,0.00080764707,0.0029090259,0.0026135424,0.0015407475,0.00080002565],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004572385,0.0018378458,0.0482758,0.0009275102,0.00038437542,0.0005024161,0.0003911727,0.3687933,0.030738188,0.0043234196,0.009489637,0.529764],"study_design_scores_gemma":[0.00012226046,0.00057668675,0.0037099149,0.000026288963,0.000051567295,0.00022238662,0.00010991773,0.97796726,0.015218544,0.0007585673,0.0012061871,0.000030399327],"about_ca_topic_score_codex":0.013658133,"about_ca_topic_score_gemma":0.0070029767,"teacher_disagreement_score":0.013658133,"about_ca_system_score_codex":0.0025575492,"about_ca_system_score_gemma":0.0024266543,"threshold_uncertainty_score":0.04208678},"labels":[],"label_agreement":null},{"id":"W2531422311","doi":"10.1007/978-3-319-34208-5_24","title":"Next-Generation High-Efficiency WLAN","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Computer science; Cellular network; Software deployment; The Internet; Reuse; Internet access; Wireless network; Wi-Fi; Wireless; Telecommunications; Engineering; World Wide Web","score_opus":0.053182313858192366,"score_gpt":0.2464458758992405,"score_spread":0.19326356204104814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2531422311","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025817438,0.08107562,0.23396087,0.0027933202,0.0060219076,0.000111349,0.00030262023,0.0019032309,0.6712494],"genre_scores_gemma":[0.02177479,0.07270936,0.043482088,0.001288722,0.001953504,0.000080801256,0.00068838574,0.0003480238,0.85767424],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9998549,0.000011373569,0.000005117149,0.00002110515,0.000088355264,0.000019156443],"domain_scores_gemma":[0.9999069,0.000021243042,0.000004267662,0.000015139038,0.0000401201,0.000012235227],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027715467,0.0007074519,0.0003543664,0.0006327315,0.00034789942,0.0017331303,0.0013671383,0.0009460327,0.030002948],"category_scores_gemma":[0.000336547,0.00029580083,0.00024578813,0.0010160214,0.00028791936,0.0029478106,0.0010279068,0.001603157,0.019304289],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040203264,0.00007828722,0.000117028365,0.00040533775,0.00001978892,0.00015836654,0.0001214484,0.0021046733,0.0069492417,0.13585751,0.17900534,0.67514277],"study_design_scores_gemma":[0.0000055871433,0.000022135418,0.00010414886,0.00013392186,0.000011570186,0.00037698224,0.000030936386,0.0042989603,0.0020537975,0.021137498,0.97181267,0.000011843175],"about_ca_topic_score_codex":0.00048980344,"about_ca_topic_score_gemma":0.001291989,"teacher_disagreement_score":0.030002948,"about_ca_system_score_codex":0.00064541236,"about_ca_system_score_gemma":0.0005154239,"threshold_uncertainty_score":0.10036987},"labels":[],"label_agreement":null},{"id":"W2533825322","doi":"10.1109/icupc.1992.240739","title":"Application of wireless access to telecommunication services in developing countries","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NovAtel (Canada)","funders":"","keywords":"Wireline; Telecommunications; Telecommunications service; Wireless; Computer science; Wireless network; Developing country; Computer network; Personal Communications Service; Wi-Fi array; Economics","score_opus":0.021057929521555836,"score_gpt":0.3036603656262403,"score_spread":0.2826024361046845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2533825322","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08180759,0.052309465,0.1580921,0.0112468805,0.0011353651,0.00035981176,0.00025468273,0.00037494893,0.6944192],"genre_scores_gemma":[0.65533304,0.15907034,0.098127455,0.0019038313,0.00085491786,0.0003372578,0.00024259416,0.000076380245,0.08405422],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997923,0.00009048102,0.000015192316,0.000015269416,0.00004713873,0.00003966028],"domain_scores_gemma":[0.9997956,0.000103989936,0.000024570794,0.000014564642,0.000044696135,0.0000166032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002599132,0.00025391008,0.00011372717,0.0006590428,0.0006577934,0.001268594,0.00020914497,0.00043253147,0.003667101],"category_scores_gemma":[0.00061461364,0.0001184439,0.00016166522,0.0010933976,0.00051930436,0.0007189261,0.00092278357,0.0003678081,0.00076476124],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006930643,0.000065909895,0.007915432,0.0010544296,0.000029807074,0.0027372474,0.0021936353,0.010469606,0.0133669255,0.39957893,0.045358147,0.51716065],"study_design_scores_gemma":[0.000011779946,0.00012262467,0.005895203,0.0005998904,0.000034442914,0.0023444288,0.0019953982,0.015045057,0.01007468,0.043609053,0.9202384,0.000029023488],"about_ca_topic_score_codex":0.0021177107,"about_ca_topic_score_gemma":0.0020982488,"teacher_disagreement_score":0.003667101,"about_ca_system_score_codex":0.00075372297,"about_ca_system_score_gemma":0.0005229042,"threshold_uncertainty_score":0.012267649},"labels":[],"label_agreement":null},{"id":"W2535186372","doi":"10.1109/itict.2005.1609637","title":"A Novel Technique for Investigating Collisions and Backoff Strategies in Three Access Control Protocols","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Aloha; Exponential backoff; Computer science; Distributed coordination function; Computer network; Throughput; Markov chain; Window (computing); Protocol (science); Markov process; Carrier sense multiple access with collision avoidance; Random access; Wireless; Wireless network; Real-time computing; IEEE 802.11; Telecommunications; Mathematics; Statistics","score_opus":0.04925441463425712,"score_gpt":0.33512839584513876,"score_spread":0.28587398121088164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2535186372","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006919094,0.00021765199,0.9911363,0.00003357916,0.000038111943,0.00006733888,0.000013895037,0.00007938546,0.0014945591],"genre_scores_gemma":[0.34224328,0.0011008048,0.6528554,0.0001282067,0.00012480529,0.0005037963,0.000058578185,0.00008199454,0.0029031248],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988512,0.00034957178,0.000067688125,0.00016482692,0.00046394859,0.000102814105],"domain_scores_gemma":[0.9975412,0.0017076203,0.00023199982,0.0002823326,0.00018669038,0.00005013072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014367412,0.0009649332,0.00069877453,0.0011881703,0.00070939184,0.000859565,0.0012767585,0.0009558089,0.0014840184],"category_scores_gemma":[0.004502326,0.0005628668,0.0014200344,0.00080238056,0.0010732159,0.0023145592,0.0009991284,0.001958996,0.00038776305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019534313,0.00041752463,0.0024714004,0.00038726383,0.00028988143,0.0004040625,0.000761952,0.2025209,0.08736489,0.5826802,0.001019168,0.121487394],"study_design_scores_gemma":[0.00004690422,0.00035084927,0.00042936884,0.000035761957,0.00008985557,0.0005252721,0.00006993483,0.8901844,0.017079566,0.08409386,0.007035523,0.000058767542],"about_ca_topic_score_codex":0.0010139593,"about_ca_topic_score_gemma":0.000622668,"teacher_disagreement_score":0.0014840184,"about_ca_system_score_codex":0.00068641634,"about_ca_system_score_gemma":0.0009471695,"threshold_uncertainty_score":0.007598281},"labels":[],"label_agreement":null},{"id":"W2535825141","doi":"10.1109/milcom.1990.117382","title":"Issues of fairness in fast LANs under realistic traffic conditions","year":2002,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Protocol (science); Computer science; Network packet; Computer network; Simple (philosophy)","score_opus":0.03472613704605055,"score_gpt":0.2884897236219263,"score_spread":0.2537635865758758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2535825141","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15344879,0.0019819797,0.7787024,0.01037366,0.00068559626,0.00023457273,0.00020123343,0.0005205259,0.05385123],"genre_scores_gemma":[0.93989384,0.0005964498,0.053916182,0.00068829075,0.0005950403,0.00022216424,0.00005300295,0.00013028539,0.0039047317],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.97949994,0.011789686,0.00076175417,0.0017483792,0.0044527343,0.001747449],"domain_scores_gemma":[0.9364361,0.048487794,0.0030963807,0.0065239607,0.0042257574,0.001230098],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.026885169,0.0004644629,0.0010739972,0.0007771679,0.0042160545,0.0054993113,0.0022525995,0.0028075955,0.0025234448],"category_scores_gemma":[0.079142705,0.000578089,0.00052269467,0.00079016486,0.005453659,0.008936645,0.00302594,0.002853154,0.0004789691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030953175,0.000050370127,0.0015249925,0.00008167135,0.000029454475,0.00039772966,0.0011784066,0.061317563,0.0018725949,0.91029006,0.0026565972,0.020291053],"study_design_scores_gemma":[0.000062680025,0.00010612817,0.00066810095,0.000046845173,0.000021693517,0.00024924846,0.0004458347,0.1635023,0.0027635898,0.8245959,0.0074778576,0.000059587266],"about_ca_topic_score_codex":0.0032188715,"about_ca_topic_score_gemma":0.0016668863,"teacher_disagreement_score":0.026885169,"about_ca_system_score_codex":0.0030322426,"about_ca_system_score_gemma":0.00275386,"threshold_uncertainty_score":0.14218408},"labels":[],"label_agreement":null},{"id":"W2537305727","doi":"10.1109/itre.2003.1270638","title":"Deployment of Canada's largest campus wireless network at the University of British Columbia","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Software deployment; Campus network; Telecommunications; Wireless network; Computer science; Wireless","score_opus":0.005178986199414874,"score_gpt":0.16903537320272466,"score_spread":0.1638563870033098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2537305727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.776825,0.0013017368,0.011972471,0.0046004816,0.00039144346,0.00094302674,0.0045939577,0.003425357,0.19594646],"genre_scores_gemma":[0.9218023,0.001362045,0.014450549,0.0005179649,0.000030256148,0.00021082941,0.0044404683,0.00013106073,0.05705457],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993018,0.00004229243,0.000013633812,0.00008397823,0.0002511044,0.00030722673],"domain_scores_gemma":[0.9980878,0.000054402295,0.000019518351,0.00005587232,0.0012557422,0.00052663556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005240336,0.00032359932,0.00023406929,0.0009194551,0.0038036827,0.0012677382,0.0008844066,0.00036101363,0.004528572],"category_scores_gemma":[0.0014530808,0.00019548839,0.0001369449,0.0017608703,0.00047906494,0.0004370737,0.0011728342,0.0005751772,0.00118447],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013472557,0.00057220337,0.054743417,0.00039111153,0.00007278296,0.0025373711,0.004202001,0.03744936,0.032011442,0.025529793,0.39694414,0.44419903],"study_design_scores_gemma":[0.00045864045,0.0008248607,0.18697712,0.0003899697,0.00015389404,0.0007753891,0.0173096,0.1872575,0.031172246,0.002565752,0.57169664,0.00041831657],"about_ca_topic_score_codex":0.9693086,"about_ca_topic_score_gemma":0.97990924,"teacher_disagreement_score":0.030691385,"about_ca_system_score_codex":0.014058259,"about_ca_system_score_gemma":0.02318756,"threshold_uncertainty_score":0.102000296},"labels":[],"label_agreement":null},{"id":"W2539622116","doi":"10.1109/mascots.2014.10","title":"T-RATE: A Framework for the Trace-Driven Evaluation of 802.11 Rate Adaptation Algorithms","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; TRACE (psycholinguistics); Throughput; Channel (broadcasting); Adaptation (eye); Process (computing); Variety (cybernetics); Wireless; Key (lock); Interference (communication); Distributed computing; Real-time computing; Algorithm; Computer network; Artificial intelligence; Telecommunications","score_opus":0.07356414109554829,"score_gpt":0.3341617212457472,"score_spread":0.26059758015019896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2539622116","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0070195887,0.00017687249,0.9804863,0.00016275435,0.00012028139,0.0004982737,0.00062486227,0.008875614,0.002035432],"genre_scores_gemma":[0.22303066,0.0005470139,0.7689385,0.00019403565,0.00010830437,0.0020154729,0.0020937494,0.0017971713,0.0012751396],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9911107,0.0038253267,0.0009837901,0.0006357875,0.0030695633,0.00037482107],"domain_scores_gemma":[0.9824337,0.009289163,0.0014318172,0.0026639367,0.0036529119,0.00052846014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012636288,0.0025827105,0.0016032411,0.0031601274,0.0009028999,0.003158786,0.005008846,0.0019023309,0.0031831523],"category_scores_gemma":[0.040583104,0.0010082172,0.001621647,0.0015748851,0.0012643666,0.0031152498,0.002754494,0.0035607049,0.00086543127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005986638,0.000695802,0.005410301,0.00073815294,0.0003750733,0.00037337307,0.00049037446,0.79960835,0.011216997,0.060756654,0.01122906,0.108507186],"study_design_scores_gemma":[0.00005452151,0.00017394748,0.0002666016,0.000052231448,0.0000291416,0.000075917495,0.0000478315,0.9830032,0.0037996634,0.008015806,0.004431805,0.000049311682],"about_ca_topic_score_codex":0.010743512,"about_ca_topic_score_gemma":0.0061362013,"teacher_disagreement_score":0.012636288,"about_ca_system_score_codex":0.0017220925,"about_ca_system_score_gemma":0.0033298305,"threshold_uncertainty_score":0.06682789},"labels":[],"label_agreement":null},{"id":"W2541974074","doi":"10.1109/cns.1988.4979","title":"Ethernet with segmented carrier","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Ethernet; Computer science; Computer network; Collision; Local area network; Collision detection; Protocol (science); Throughput; ATA over Ethernet; Simple (philosophy); Multiple Access with Collision Avoidance for Wireless; Ethernet flow control; Routing protocol; Telecommunications; Computer security; Wireless","score_opus":0.010078897485217148,"score_gpt":0.22245324218859056,"score_spread":0.2123743447033734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2541974074","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13482112,0.0049340148,0.7831193,0.000985766,0.0014966524,0.00040146188,0.00032871775,0.0040620132,0.06985096],"genre_scores_gemma":[0.6972172,0.0018621344,0.27135205,0.00054510724,0.000532649,0.00024867666,0.00055201375,0.00014440888,0.02754572],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994855,0.00010927011,0.000026024092,0.000090313886,0.00020055803,0.00008843101],"domain_scores_gemma":[0.99966383,0.00007050073,0.000028192262,0.000103220715,0.00009242644,0.000041785835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041927304,0.0005011953,0.00034114002,0.00068029074,0.00043017557,0.0008808757,0.000895445,0.00070309045,0.005139496],"category_scores_gemma":[0.00089049054,0.00016072456,0.00022723069,0.00074408314,0.0005096413,0.001979423,0.0012706049,0.0006500057,0.00087442604],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014400068,0.00024574518,0.0012802641,0.00049822096,0.00005824657,0.0011888432,0.0005005942,0.03690386,0.1111513,0.43400756,0.019402964,0.3933224],"study_design_scores_gemma":[0.00030966822,0.0022406955,0.0022355237,0.00015783185,0.00013938591,0.0031145993,0.00025456026,0.38336784,0.08910167,0.11063235,0.4083088,0.00013710954],"about_ca_topic_score_codex":0.0007579831,"about_ca_topic_score_gemma":0.0007782736,"teacher_disagreement_score":0.005139496,"about_ca_system_score_codex":0.0005049488,"about_ca_system_score_gemma":0.00042216707,"threshold_uncertainty_score":0.017193317},"labels":[],"label_agreement":null},{"id":"W2543110322","doi":"10.1007/978-3-319-47346-8_3","title":"LTE-Advanced: An Overview","year":2016,"lang":"en","type":"book-chapter","venue":"Springer briefs in electrical and computer engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"LTE Advanced; Computer science; Context (archaeology); Computer network; Telecommunications link; Geography","score_opus":0.017068879006661156,"score_gpt":0.23389911505771377,"score_spread":0.21683023605105262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2543110322","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026797417,0.8133955,0.05508579,0.002571752,0.008769762,0.00012971743,0.00045857782,0.0008855748,0.11602359],"genre_scores_gemma":[0.021118956,0.82191366,0.018154632,0.0028635024,0.010018358,0.00013655509,0.0012742392,0.00029491622,0.12422522],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99966276,0.00004673703,0.000035969835,0.00004813232,0.00015394735,0.000052483247],"domain_scores_gemma":[0.99969935,0.00008862496,0.00002171525,0.000024950114,0.00012091942,0.000044404725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006329969,0.0014685421,0.0006914756,0.0027049002,0.0003228336,0.0022665218,0.00091813586,0.0015380615,0.010189443],"category_scores_gemma":[0.00078146846,0.0005312936,0.0004380907,0.003209258,0.00036789104,0.0040131113,0.0012359344,0.0015491099,0.0127267875],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070579554,0.000084677864,0.00029699042,0.0019726844,0.000029155914,0.0001429497,0.00006236363,0.0030273208,0.004218968,0.022811798,0.09926572,0.8680169],"study_design_scores_gemma":[0.0000076084602,0.00014695238,0.00048504068,0.000666574,0.000039008497,0.0005679241,0.00005407087,0.0020662847,0.0012103454,0.008824198,0.9858921,0.000039885712],"about_ca_topic_score_codex":0.0010056591,"about_ca_topic_score_gemma":0.0015940951,"teacher_disagreement_score":0.010189443,"about_ca_system_score_codex":0.00073740183,"about_ca_system_score_gemma":0.0009840928,"threshold_uncertainty_score":0.034087062},"labels":[],"label_agreement":null},{"id":"W2543893560","doi":"10.1109/icccas.2002.1180592","title":"A solution for multiple access in variable-radius mobile ad hoc networks","year":2003,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Wireless ad hoc network; Terminal (telecommunication); Computer network; Computer science; RADIUS; Mobile ad hoc network; Multiple Access with Collision Avoidance for Wireless; Ad hoc wireless distribution service; Wireless; Optimized Link State Routing Protocol; Wireless network; Vehicular ad hoc network; Distributed computing; Telecommunications; Network packet","score_opus":0.02724232119726586,"score_gpt":0.288235090457123,"score_spread":0.2609927692598571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2543893560","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017092201,0.00068344065,0.9905704,0.0007044257,0.00044775975,0.00012845131,0.00003492303,0.0003787876,0.0053424877],"genre_scores_gemma":[0.06732668,0.0013874313,0.91556513,0.0005775092,0.0004888826,0.0005728872,0.0001456724,0.00010102247,0.013834761],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99865305,0.00041234816,0.00007949042,0.00019369104,0.0005061682,0.00015510748],"domain_scores_gemma":[0.99930906,0.00021992983,0.00006281063,0.00013682114,0.00020932863,0.000062122985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012261232,0.00086512417,0.0008105318,0.00072696677,0.0016864536,0.0014019301,0.0028260523,0.002357272,0.005648651],"category_scores_gemma":[0.003691113,0.00037855507,0.00078678824,0.001016214,0.00077864714,0.0024526813,0.003010163,0.0021748482,0.0026226656],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015337458,0.00016991825,0.00034340573,0.0005320132,0.00012089074,0.00037513563,0.00039601972,0.07199843,0.005732278,0.504697,0.0344709,0.38101062],"study_design_scores_gemma":[0.00027983368,0.0003097688,0.000183603,0.00016372294,0.00011868078,0.00073742843,0.00030562555,0.6127533,0.0044593196,0.21204068,0.16857566,0.000072525],"about_ca_topic_score_codex":0.0009355092,"about_ca_topic_score_gemma":0.0011862811,"teacher_disagreement_score":0.005648651,"about_ca_system_score_codex":0.000507129,"about_ca_system_score_gemma":0.0010401793,"threshold_uncertainty_score":0.01889658},"labels":[],"label_agreement":null},{"id":"W2547175864","doi":"10.1145/2988287.2989160","title":"T-SIMn","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; TRACE (psycholinguistics); Bandwidth (computing); Frame (networking); Adaptation (eye); Channel (broadcasting); Throughput; Real-time computing; Computer network; Wireless; Telecommunications","score_opus":0.01107671833684427,"score_gpt":0.2279395849664967,"score_spread":0.21686286662965243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2547175864","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04684448,0.00034534716,0.8857054,0.00037000098,0.00044941704,0.0009000706,0.0019350552,0.043080635,0.020369574],"genre_scores_gemma":[0.51450825,0.00033768424,0.46831822,0.0004540863,0.000074853786,0.0009297177,0.0058475505,0.0034315365,0.0060981335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962148,0.0010279962,0.0003037308,0.0005253992,0.0016010626,0.00032693165],"domain_scores_gemma":[0.9952134,0.0013180579,0.00035405118,0.0011568095,0.0016683605,0.00028927176],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0046763797,0.0009899617,0.0007488335,0.0011115719,0.0007210428,0.0017054382,0.0033590693,0.0006956264,0.006548875],"category_scores_gemma":[0.01053318,0.00045944995,0.00072516536,0.0007631545,0.00084031426,0.0025744445,0.0019737226,0.0014639427,0.0017520782],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022872826,0.0009004452,0.018913789,0.00080466294,0.00035747368,0.0005308927,0.0005579399,0.46731156,0.021354636,0.08317815,0.057112843,0.34669042],"study_design_scores_gemma":[0.000056314955,0.00021459747,0.00052751286,0.000026320187,0.00002303798,0.0001234495,0.000053072592,0.96800035,0.009247167,0.0060882424,0.015613117,0.000026740483],"about_ca_topic_score_codex":0.009358074,"about_ca_topic_score_gemma":0.0077026417,"teacher_disagreement_score":0.9934511,"about_ca_system_score_codex":0.0018003003,"about_ca_system_score_gemma":0.0026424709,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W2547900636","doi":"10.1145/2988287.2989159","title":"Examining Relationships Between 802.11n Physical Layer Transmission Feature Combinations","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physical layer; Computer science; Throughput; MIMO; Guard interval; Channel (broadcasting); Guard (computer science); Transmission (telecommunications); Algorithm; Feature (linguistics); Layer (electronics); Computer network; Electronic engineering; Wireless; Orthogonal frequency-division multiplexing; Engineering; Telecommunications; Materials science","score_opus":0.0857394829124281,"score_gpt":0.29223402436821794,"score_spread":0.20649454145578983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2547900636","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9812444,0.00078391394,0.0119159855,0.00037776923,0.000035548,0.00006153507,0.00082356017,0.00017204923,0.0045852545],"genre_scores_gemma":[0.99513453,0.00016239987,0.0037373046,0.000031203825,0.000015810645,0.000020879368,0.0005215675,0.000034854696,0.00034136017],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9976312,0.00086181343,0.00014694547,0.0004935948,0.00053537864,0.00033092606],"domain_scores_gemma":[0.90313417,0.08445294,0.0043851463,0.0019366881,0.005270065,0.00082097726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033887383,0.00090584176,0.0004562922,0.0027649174,0.00056969473,0.0016988072,0.00054845307,0.0005739111,0.0024748233],"category_scores_gemma":[0.049126223,0.0004731617,0.00035770168,0.0018207714,0.0005033924,0.002930844,0.00066181034,0.0013547029,0.00040053835],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00229917,0.0009965033,0.73909533,0.00024759953,0.0005518515,0.000917747,0.00038739006,0.10391904,0.01711428,0.0024591638,0.0029460795,0.12906581],"study_design_scores_gemma":[0.00008764842,0.0017405861,0.5402619,0.00007969398,0.00074988184,0.0015023154,0.0015862371,0.42866448,0.013813543,0.0091757355,0.002168799,0.00016917168],"about_ca_topic_score_codex":0.0022199873,"about_ca_topic_score_gemma":0.0029292516,"teacher_disagreement_score":0.0033887383,"about_ca_system_score_codex":0.00056453346,"about_ca_system_score_gemma":0.0004713646,"threshold_uncertainty_score":0.017921567},"labels":[],"label_agreement":null},{"id":"W2548431837","doi":"10.1109/aps.2016.7696735","title":"IEEE 802.15.4 performance evaluation for the underground mine radio-channel","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Computer science; Bit error rate; Multipath propagation; Frame (networking); Channel (broadcasting); Physical layer; Radio channel; Computer network; Wireless; Fading; Electronic engineering; Engineering; Telecommunications","score_opus":0.054670876689351285,"score_gpt":0.29380466642644476,"score_spread":0.23913378973709348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2548431837","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8593634,0.00210514,0.120913886,0.0003981678,0.000260246,0.00020338809,0.00046351322,0.0011449535,0.015147261],"genre_scores_gemma":[0.98902833,0.000469183,0.008921238,0.000041842315,0.000013220045,0.000047849448,0.00017905109,0.00003209098,0.0012671989],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990496,0.00036801814,0.00005130566,0.000068698966,0.00032167666,0.00014067159],"domain_scores_gemma":[0.99840456,0.00064641994,0.00015911394,0.0001238042,0.0006286435,0.000037456164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012913647,0.0007678457,0.00043153402,0.00059138867,0.00033757463,0.0004646577,0.00064305775,0.0006195454,0.0012421901],"category_scores_gemma":[0.0032728098,0.0001397405,0.0002898075,0.0004717734,0.00038797676,0.0006529294,0.0003526586,0.00035764734,0.00023607704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059730693,0.00018227538,0.007865894,0.00022700336,0.00009976328,0.00022465092,0.00008023678,0.9422296,0.015091279,0.0022588244,0.0013133825,0.029829869],"study_design_scores_gemma":[0.00004248298,0.0008874418,0.0033114809,0.000028908391,0.000089244495,0.00025392981,0.00007765173,0.9745472,0.018178137,0.0007731924,0.0017783212,0.00003191517],"about_ca_topic_score_codex":0.003217853,"about_ca_topic_score_gemma":0.002242071,"teacher_disagreement_score":0.003217853,"about_ca_system_score_codex":0.00070871745,"about_ca_system_score_gemma":0.00055243575,"threshold_uncertainty_score":0.0068294406},"labels":[],"label_agreement":null},{"id":"W2552315990","doi":"10.1007/978-1-4939-6719-3_3","title":"Contention-Based Medium Access Control","year":2016,"lang":"en","type":"book-chapter","venue":"Springer briefs in electrical and computer engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Computer network; Quality of service; Scalability; Access control; Distributed computing; Throughput; Channel (broadcasting); Wireless","score_opus":0.010234600567286157,"score_gpt":0.21291027267892065,"score_spread":0.2026756721116345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2552315990","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0038256792,0.029731167,0.9252898,0.0007516664,0.0026054839,0.00014324975,0.00012327744,0.0015092116,0.036020443],"genre_scores_gemma":[0.62389654,0.043285616,0.21516567,0.0013922127,0.0051476783,0.0007047791,0.00083001156,0.00047433603,0.109103195],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99884063,0.00016228126,0.000059696977,0.00018298085,0.0006163997,0.0001380714],"domain_scores_gemma":[0.9985092,0.0006871248,0.00008564713,0.00022116752,0.00043615495,0.00006062834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012478324,0.0010151936,0.0009912947,0.0013595704,0.0008304592,0.002310039,0.002425753,0.00087800313,0.0075447555],"category_scores_gemma":[0.003162984,0.0003600921,0.00027912788,0.0018995438,0.0013648473,0.001771012,0.0013053195,0.0022834344,0.0022199126],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023214781,0.00018805427,0.00026732756,0.0004903881,0.00009273624,0.00011567846,0.00014346965,0.03887791,0.023767177,0.22665636,0.031264268,0.6779045],"study_design_scores_gemma":[0.00012706661,0.00027078218,0.0005274103,0.00021931317,0.00013731461,0.00051088777,0.000065242144,0.6425015,0.01701997,0.18170188,0.15677102,0.00014764028],"about_ca_topic_score_codex":0.0014941869,"about_ca_topic_score_gemma":0.0016554695,"teacher_disagreement_score":0.0075447555,"about_ca_system_score_codex":0.0008642417,"about_ca_system_score_gemma":0.0010294023,"threshold_uncertainty_score":0.025239706},"labels":[],"label_agreement":null},{"id":"W2561096756","doi":"10.1109/lcn.2016.53","title":"Meta-Heuristic Solution for Dynamic Association Control in Virtualized Multi-Rate WLANs","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Testbed; Computer science; Computer network; Telecommunications link; Software deployment; Throughput; Bandwidth (computing); Wireless; Heuristic; Distributed computing; Telecommunications","score_opus":0.042273185122866444,"score_gpt":0.2924738320356714,"score_spread":0.25020064691280497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2561096756","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06758267,0.0007337253,0.92469627,0.0003420136,0.00009955931,0.00015214027,0.000071858296,0.00029366973,0.006028034],"genre_scores_gemma":[0.8694361,0.00026519242,0.12757163,0.00014214573,0.000036306858,0.00022381588,0.000070716604,0.000053420226,0.0022006822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994056,0.00023083565,0.000027766095,0.000094184434,0.000101652135,0.00013997058],"domain_scores_gemma":[0.99820554,0.0011782672,0.00024897238,0.00006310064,0.00018560287,0.00011855835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00158555,0.000945746,0.0012745666,0.00097355765,0.0005664466,0.0015336025,0.0015696214,0.0013882946,0.0016398365],"category_scores_gemma":[0.0025660072,0.00067074574,0.000809086,0.0007119865,0.00088613364,0.0007326685,0.0010496731,0.0010354932,0.00016136614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024978643,0.000020311192,0.00014092067,0.000015940384,0.000018947467,0.000029083954,0.000014778229,0.9936498,0.00020329225,0.0017047233,0.00010786242,0.004069404],"study_design_scores_gemma":[0.000007958189,0.000012183596,0.000026992955,0.0000026293649,0.000004217812,0.0000039837287,0.0000073851234,0.99924695,0.000057863246,0.0005312986,0.00009681319,0.000001747177],"about_ca_topic_score_codex":0.007033102,"about_ca_topic_score_gemma":0.005298207,"teacher_disagreement_score":0.007033102,"about_ca_system_score_codex":0.0012515367,"about_ca_system_score_gemma":0.001735621,"threshold_uncertainty_score":0.013984323},"labels":[],"label_agreement":null},{"id":"W2570766309","doi":"10.1007/s11235-016-0264-1","title":"SDN-based wireless user management system","year":2017,"lang":"en","type":"article","venue":"Telecommunication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Quality of service; Wireless network; Throughput; IEEE 802.11; Session (web analytics); Wireless; Service set; Wi-Fi; Telecommunications; World Wide Web","score_opus":0.031282637210681204,"score_gpt":0.28629062051109405,"score_spread":0.25500798330041285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2570766309","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18165869,0.0014875069,0.7163708,0.0010076883,0.0016612151,0.0010662228,0.0014178413,0.05466166,0.04066827],"genre_scores_gemma":[0.92304116,0.00033409978,0.057723194,0.00072496175,0.0003125448,0.00035837266,0.0017703028,0.00025402312,0.015481344],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992889,0.00010841902,0.00007990643,0.00016512859,0.0002511179,0.000106517786],"domain_scores_gemma":[0.9987949,0.00012990761,0.0000584679,0.00020206266,0.0006409308,0.00017372654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011965835,0.0004593554,0.0008869607,0.0008444867,0.0008093563,0.0011715506,0.0015588395,0.00046236266,0.0050373324],"category_scores_gemma":[0.0012542827,0.00020033239,0.00022911732,0.00048996124,0.00029711568,0.0010158055,0.0012359275,0.00076738046,0.0015594757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030675267,0.0023017216,0.014126268,0.00052564597,0.00029641757,0.00070045935,0.0005208227,0.05289437,0.14577734,0.02783287,0.092454605,0.65950185],"study_design_scores_gemma":[0.00025943958,0.0005690955,0.0035764065,0.000046386,0.00016503806,0.00042127285,0.000081537706,0.90016955,0.05066436,0.0060222764,0.03792896,0.00009568847],"about_ca_topic_score_codex":0.0021924085,"about_ca_topic_score_gemma":0.002136567,"teacher_disagreement_score":0.0050373324,"about_ca_system_score_codex":0.000812064,"about_ca_system_score_gemma":0.0012184127,"threshold_uncertainty_score":0.016851544},"labels":[],"label_agreement":null},{"id":"W2578750412","doi":"10.1109/rtuwo.2016.7821871","title":"Voice over Wi-Fi: Feasibility analysis","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Handover; Computer science; Computer network; Jitter; Voice over IP; Packet loss; Quality of service; Network packet; Wireless; Repeater (horology); Telecommunications; The Internet","score_opus":0.025712410713961967,"score_gpt":0.2931599026283168,"score_spread":0.26744749191435485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2578750412","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40877762,0.0011290612,0.39572173,0.0025924104,0.00012036454,0.0017240905,0.0009510093,0.0003703833,0.18861333],"genre_scores_gemma":[0.9319735,0.0006836414,0.056835648,0.00012145061,0.00007860773,0.000557796,0.00041429905,0.000044298482,0.009290653],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884015,0.0004979167,0.00002887433,0.00010672195,0.0003556398,0.00017078828],"domain_scores_gemma":[0.9890843,0.008982674,0.0002892434,0.00020431557,0.0013041033,0.00013545531],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025679364,0.00051145314,0.0003283059,0.0007690727,0.00046142307,0.0013373833,0.0007749279,0.0010543565,0.019606164],"category_scores_gemma":[0.013148312,0.0002722356,0.0004900082,0.0005475017,0.00050282106,0.001642173,0.000788607,0.0006203623,0.0013087671],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036702037,0.001335393,0.02071972,0.0020543886,0.00009007994,0.005074459,0.0006233526,0.57748073,0.039825384,0.15942249,0.010175443,0.17952839],"study_design_scores_gemma":[0.00012369073,0.0010979644,0.0036536544,0.00011665469,0.000059064638,0.0010389157,0.0007835767,0.95888215,0.0067931986,0.021370836,0.0060370993,0.000043178257],"about_ca_topic_score_codex":0.0023053281,"about_ca_topic_score_gemma":0.0015887636,"teacher_disagreement_score":0.019606164,"about_ca_system_score_codex":0.0006475035,"about_ca_system_score_gemma":0.0014039362,"threshold_uncertainty_score":0.06558919},"labels":[],"label_agreement":null},{"id":"W2584406730","doi":"10.1109/glocom.2016.7841643","title":"BSMAC: A Hybrid MAC Protocol for IoT Systems","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Superframe; Computer science; Computer network; Network packet; Reliability (semiconductor); Protocol (science); Transmission (telecommunications); Markov chain; Network allocation vector; Broadcasting (networking); Wireless; Real-time computing; Throughput; Power (physics); Telecommunications; IEEE 802.11","score_opus":0.03950968567759915,"score_gpt":0.316268633725287,"score_spread":0.27675894804768786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2584406730","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014639661,0.0035721788,0.9658599,0.00043276322,0.00071400695,0.0004508907,0.00019306889,0.003830901,0.010306715],"genre_scores_gemma":[0.6042114,0.004036532,0.3695434,0.0010897575,0.0006662326,0.0019441141,0.00073855236,0.00043279133,0.017337214],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903536,0.0002021778,0.00008157216,0.00009100101,0.0004993295,0.000090551795],"domain_scores_gemma":[0.99923587,0.00015435767,0.00009710061,0.00014011869,0.00032137477,0.000051205912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009833346,0.0008253366,0.0005820259,0.0009804253,0.00076473464,0.0011502326,0.0017743811,0.00065793516,0.002194451],"category_scores_gemma":[0.0017377853,0.00031367983,0.0005392702,0.00069181575,0.00040893155,0.0012362506,0.0011669814,0.001100014,0.00074699114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076885615,0.00037230866,0.0019113573,0.0015874364,0.00037649978,0.0006399098,0.0005158303,0.14567366,0.11306225,0.15817322,0.03567771,0.541241],"study_design_scores_gemma":[0.00009184252,0.0005453069,0.00084461644,0.00011499535,0.00015355095,0.00056617655,0.000082757935,0.86900806,0.015550276,0.021375712,0.09156991,0.000096748656],"about_ca_topic_score_codex":0.0013749708,"about_ca_topic_score_gemma":0.0014076299,"teacher_disagreement_score":0.002194451,"about_ca_system_score_codex":0.0006195091,"about_ca_system_score_gemma":0.0010311966,"threshold_uncertainty_score":0.007341206},"labels":[],"label_agreement":null},{"id":"W2588137234","doi":"10.1109/icece.2016.7853936","title":"Saturation throughput using different backoff algorithms in IEEE 802.15.4","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Exponential backoff; Throughput; Computer science; Exponential function; Algorithm; Distributed coordination function; Multiplicative function; Binary number; IEEE 802.11; Computer network; Wireless; Mathematics; Telecommunications; Arithmetic","score_opus":0.040665125737950274,"score_gpt":0.2895648005950493,"score_spread":0.24889967485709902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588137234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8538698,0.0028629843,0.13623531,0.00025313537,0.0001309145,0.00010584746,0.00006826795,0.0008734848,0.0056002173],"genre_scores_gemma":[0.99094725,0.00032096554,0.008268457,0.000028719911,0.000014052701,0.000029506487,0.00003081408,0.000021372483,0.00033885846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978415,0.000683228,0.00012393702,0.00021367193,0.00076190813,0.00037577774],"domain_scores_gemma":[0.995934,0.002599578,0.00035500902,0.00027858204,0.0007263087,0.00010640515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033107607,0.0006808323,0.0006842822,0.0013797272,0.000675857,0.00088753476,0.00094514794,0.00058706687,0.00047076694],"category_scores_gemma":[0.007232955,0.00024926342,0.00038650588,0.0011759324,0.0008406097,0.0017153282,0.0005815607,0.0005122662,0.00010149512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0034757748,0.0010970804,0.018366527,0.0005581467,0.00023836832,0.00035685292,0.0010164713,0.64820576,0.057355948,0.0135321645,0.0013670813,0.25442994],"study_design_scores_gemma":[0.000082713006,0.0011199028,0.005726063,0.00004040844,0.00010240719,0.00016229053,0.00022689023,0.9549545,0.03360686,0.0029722282,0.00094609073,0.000059617545],"about_ca_topic_score_codex":0.0030630236,"about_ca_topic_score_gemma":0.0017399837,"teacher_disagreement_score":0.0033107607,"about_ca_system_score_codex":0.0017904539,"about_ca_system_score_gemma":0.00091547903,"threshold_uncertainty_score":0.017509162},"labels":[],"label_agreement":null},{"id":"W2597185057","doi":"","title":"Impact of Wireless Channel on VoIP QoS and Admission Regions in IEEE 802.11g WLANs","year":2008,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer network; Computer science; Voice over IP; Physical layer; Wireless network; Quality of service; Network packet; Wireless; Link adaptation; Channel (broadcasting); IEEE 802.11; Fading; Telecommunications","score_opus":0.020823906578031164,"score_gpt":0.263030296311426,"score_spread":0.24220638973339484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2597185057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9797022,0.0005797472,0.017977515,0.00014742879,0.00001540887,0.000016754715,0.000027806494,0.00013665433,0.0013963968],"genre_scores_gemma":[0.9993438,0.00006695265,0.00048802988,0.0000146746615,0.0000045225047,0.0000037028735,0.000007707948,0.000007361333,0.00006330226],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99826294,0.000582809,0.00005118358,0.00012229828,0.00048537043,0.000495446],"domain_scores_gemma":[0.9794754,0.016861355,0.0017129456,0.0004985241,0.0009176986,0.0005341517],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002581136,0.00046495462,0.0005363533,0.0006267265,0.0006041681,0.0011942822,0.00052702456,0.00061818934,0.00063930143],"category_scores_gemma":[0.020565126,0.00030265813,0.00024934945,0.00039524067,0.0013683315,0.0012706474,0.0011588765,0.0007668092,0.00010261112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00069601485,0.00014792621,0.018320637,0.000055415694,0.000053951968,0.0002440871,0.00022762489,0.9469527,0.017701786,0.0034830656,0.00017802972,0.011938742],"study_design_scores_gemma":[0.000028363744,0.00029207073,0.0077151847,0.000017569224,0.000050223338,0.00013831184,0.0001489751,0.97558016,0.014607738,0.0012430521,0.00014700672,0.00003141434],"about_ca_topic_score_codex":0.0049720015,"about_ca_topic_score_gemma":0.00276248,"teacher_disagreement_score":0.0049720015,"about_ca_system_score_codex":0.0015916124,"about_ca_system_score_gemma":0.0009672997,"threshold_uncertainty_score":0.013650537},"labels":[],"label_agreement":null},{"id":"W2597716093","doi":"10.11591/ijeecs.v5.i2.pp376-382","title":"Performance Evaluation of Different Backoff Algorithms in IEEE 802.15.4 using Double Sensing","year":2017,"lang":"en","type":"article","venue":"Indonesian Journal of Electrical Engineering and Computer Science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Exponential backoff; Throughput; Algorithm; Computer science; Exponential function; Multiplicative function; Binary number; Distributed coordination function; IEEE 802.11; Carrier sense multiple access with collision avoidance; Computer network; Real-time computing; Wireless; Mathematics; Arithmetic; Telecommunications","score_opus":0.03305968389020004,"score_gpt":0.2807360308767915,"score_spread":0.24767634698659147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2597716093","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92750484,0.0032148515,0.06312456,0.0002610889,0.000266763,0.00014438377,0.000081771635,0.000697564,0.004704143],"genre_scores_gemma":[0.98932207,0.00034856924,0.0097086,0.000048341437,0.000016125548,0.000033681623,0.00006051302,0.0000214131,0.00044055926],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971998,0.0007474391,0.00025593248,0.00034267036,0.0009091237,0.00054505747],"domain_scores_gemma":[0.99171853,0.005566419,0.0005994097,0.00038721733,0.0014348463,0.0002935776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003367896,0.0011852651,0.0008535429,0.001179365,0.0007668498,0.0011457703,0.0010467676,0.00094369834,0.00073567627],"category_scores_gemma":[0.009496642,0.0002592319,0.00029458842,0.00068003533,0.0005768533,0.0012947712,0.0006289267,0.00069160183,0.00010069643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010119223,0.0023252137,0.024303071,0.0010656534,0.00042923415,0.00048723142,0.0007647658,0.5962741,0.05572459,0.006282599,0.0024869961,0.2997373],"study_design_scores_gemma":[0.00017166305,0.0026149056,0.0044077663,0.00003851735,0.00011342643,0.000261689,0.00021557238,0.97308546,0.017588416,0.0008090301,0.0006327982,0.00006073393],"about_ca_topic_score_codex":0.0037345488,"about_ca_topic_score_gemma":0.0028786175,"teacher_disagreement_score":0.0037345488,"about_ca_system_score_codex":0.0010945742,"about_ca_system_score_gemma":0.0010259036,"threshold_uncertainty_score":0.017811358},"labels":[],"label_agreement":null},{"id":"W2599866319","doi":"10.1109/vtcfall.2016.7880863","title":"A New Performance Evaluation Metric for Radio Resource Management in Wireless Local Area Networks","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ericsson (Canada)","funders":"","keywords":"Computer science; Computer network; Radio resource management; Metric (unit); Performance indicator; Throughput; Local area network; Wi-Fi; Performance metric; Wireless; Wireless network; Key (lock); Wireless lan; Telecommunications; Engineering; Computer security","score_opus":0.0267544613669346,"score_gpt":0.26813970811081517,"score_spread":0.24138524674388057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2599866319","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049689196,0.0049542384,0.9279941,0.000598629,0.0006701032,0.00048608796,0.0010752656,0.0023715785,0.012160801],"genre_scores_gemma":[0.7645792,0.0017557467,0.22745453,0.0003063436,0.0006532685,0.0007785538,0.0018572753,0.00036740483,0.0022477682],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.98593116,0.0040742583,0.0015829599,0.0013109515,0.0065053487,0.00059529144],"domain_scores_gemma":[0.9707393,0.01489786,0.004061977,0.0023964616,0.006858959,0.0010454719],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0074820113,0.0023231017,0.0014665946,0.00404136,0.0008718863,0.002942368,0.0016482304,0.0013440433,0.0012580372],"category_scores_gemma":[0.026681779,0.00027418032,0.00049169257,0.0031494072,0.001213863,0.0063542426,0.0016596739,0.001691498,0.0007673608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012759783,0.00088473066,0.03981178,0.0021289226,0.00051869854,0.00041753793,0.0006529408,0.26505306,0.06411118,0.07031635,0.016127355,0.5387015],"study_design_scores_gemma":[0.00005064347,0.0030357337,0.01791894,0.0002513307,0.00022685663,0.001438067,0.00044152242,0.89046675,0.037794426,0.0191379,0.028925616,0.00031224842],"about_ca_topic_score_codex":0.00096177903,"about_ca_topic_score_gemma":0.0006900491,"teacher_disagreement_score":0.0074820113,"about_ca_system_score_codex":0.0016242036,"about_ca_system_score_gemma":0.0010151708,"threshold_uncertainty_score":0.03956908},"labels":[],"label_agreement":null},{"id":"W2611361801","doi":"10.1109/wcncw.2017.7919116","title":"A Practical Air Time Control Strategy for Wi-Fi in Diverse Environment","year":2017,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Token bucket; Computer science; Computer network; Bandwidth (computing); Chipset; Throughput; Spectrum management; Wireless; Access control; Bandwidth management; Bandwidth allocation; Wireless network; Security token; Telecommunications; Cognitive radio","score_opus":0.050239466404998656,"score_gpt":0.32365385040305705,"score_spread":0.2734143839980584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611361801","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06634464,0.00019491294,0.92786914,0.00008994518,0.000079489444,0.00014690592,0.000027707296,0.0007699049,0.0044773575],"genre_scores_gemma":[0.91879267,0.000069775626,0.07892103,0.00004987144,0.000029193137,0.00008986341,0.000030070918,0.000037713893,0.0019798337],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995622,0.00006690134,0.000027489687,0.00013514337,0.000121118064,0.000087092514],"domain_scores_gemma":[0.99960977,0.000088347755,0.0000630042,0.0000692764,0.00012484269,0.000044667548],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043895055,0.0006133532,0.00030789126,0.0005391992,0.00061571534,0.0007775119,0.0010036234,0.00042072602,0.0022217669],"category_scores_gemma":[0.0012348302,0.0001421365,0.00016911395,0.00039742936,0.0004656998,0.00082938216,0.00069399324,0.00038934636,0.0005870518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00092845666,0.00043570346,0.001910778,0.00022499647,0.000038278406,0.00026091546,0.00038459298,0.100098886,0.3121855,0.03281799,0.00275955,0.5479544],"study_design_scores_gemma":[0.00007516048,0.00071317493,0.0015579758,0.000026892463,0.00004543458,0.00041325498,0.00017975192,0.8903571,0.08671224,0.008500348,0.011358727,0.000059917278],"about_ca_topic_score_codex":0.0010795991,"about_ca_topic_score_gemma":0.0010044418,"teacher_disagreement_score":0.0022217669,"about_ca_system_score_codex":0.0005040973,"about_ca_system_score_gemma":0.00052060507,"threshold_uncertainty_score":0.0074325204},"labels":[],"label_agreement":null},{"id":"W2611768984","doi":"10.1109/tvt.2017.2701351","title":"Performance Analysis of Downlink MU-TXOP Sharing in IEEE 802.11ac","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Telecommunications link; Computer network; Throughput; Computer science; Channel (broadcasting); Bandwidth (computing); Transmission (telecommunications); Queueing theory; Electronic engineering; Wireless; Engineering; Telecommunications","score_opus":0.019642628193971542,"score_gpt":0.27315469016779415,"score_spread":0.2535120619738226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611768984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88879704,0.0016767008,0.0970999,0.00033568317,0.00007189114,0.00005770141,0.00014342096,0.00039610537,0.01142153],"genre_scores_gemma":[0.9977387,0.000120088946,0.001814244,0.000017728888,0.000012133794,0.000007700442,0.000021662021,0.000007890514,0.00025979194],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99780685,0.00050799333,0.00006340534,0.00021930267,0.00065868493,0.0007437772],"domain_scores_gemma":[0.99595,0.0018037297,0.00051637297,0.00034661725,0.0012047311,0.00017855928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016763622,0.0009406454,0.000726029,0.0008603824,0.0007911665,0.0012849265,0.00089697825,0.000621543,0.0011044198],"category_scores_gemma":[0.0041712425,0.00027808663,0.00035930375,0.0010860007,0.00092008564,0.000989418,0.00088558125,0.00060386275,0.00015759337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005971316,0.00014813799,0.004983434,0.000088041474,0.000055594566,0.00022848856,0.00010963503,0.9486078,0.017373636,0.008804294,0.00066189136,0.018341836],"study_design_scores_gemma":[0.00000513189,0.00014185022,0.00076274085,0.000004817517,0.000017601842,0.000054802473,0.000035617482,0.99588484,0.0024771676,0.00048121775,0.00012552692,0.000008701403],"about_ca_topic_score_codex":0.010984487,"about_ca_topic_score_gemma":0.0053692004,"teacher_disagreement_score":0.010984487,"about_ca_system_score_codex":0.0020990227,"about_ca_system_score_gemma":0.0015567486,"threshold_uncertainty_score":0.021841109},"labels":[],"label_agreement":null},{"id":"W2618736582","doi":"10.1109/tcns.2017.2709939","title":"Proportionally Fair Resource Allocation in Multirate WLAN&lt;roman&gt;s&lt;/roman&gt;","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Control of Network Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Throughput; Adaptation (eye); Nash equilibrium; Distributed computing; Distributed algorithm; Heuristic; Protocol (science); Wireless; Resource allocation; Computer network; Wireless network; Resource management (computing); Mathematical optimization; Mathematics; Telecommunications","score_opus":0.01765888890633696,"score_gpt":0.24796703109309043,"score_spread":0.23030814218675347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2618736582","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029094016,0.00039583727,0.966652,0.0001948081,0.00007027815,0.000069546404,0.000014192968,0.0002944358,0.0032149074],"genre_scores_gemma":[0.8246746,0.00020216272,0.17141552,0.000110808585,0.00006691678,0.000108234985,0.0000199197,0.00005838968,0.003343506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979572,0.00086444477,0.000072598275,0.00035445983,0.0004843175,0.00026699583],"domain_scores_gemma":[0.99843603,0.0009141386,0.00016573105,0.000174676,0.00019303439,0.00011642358],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037973695,0.0004991136,0.00087982835,0.0005356218,0.0009780676,0.0011907484,0.0019946538,0.0008434272,0.0013428516],"category_scores_gemma":[0.005313631,0.0003992342,0.00039916535,0.0005960279,0.0013003051,0.0014456752,0.0013063139,0.000855224,0.00027075212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032264745,0.0001592633,0.0006813388,0.000083406034,0.00004430891,0.00019236325,0.0002132728,0.8345929,0.0060453746,0.05717366,0.0019828836,0.09850865],"study_design_scores_gemma":[0.000019135272,0.000025700112,0.00008335934,0.0000036263968,0.00000637729,0.000035546742,0.000016490822,0.9891053,0.0013773233,0.00882774,0.00049216213,0.0000072329663],"about_ca_topic_score_codex":0.0038039375,"about_ca_topic_score_gemma":0.0041546496,"teacher_disagreement_score":0.0038039375,"about_ca_system_score_codex":0.0014569985,"about_ca_system_score_gemma":0.0017881835,"threshold_uncertainty_score":0.020082653},"labels":[],"label_agreement":null},{"id":"W2626580752","doi":"","title":"Passive Wi-Fi Link Capacity Estimation on Commodity Access Points","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Computer science; Link layer; Physical layer; Bandwidth (computing); Computer network; Throughput; Link (geometry); Anechoic chamber; Frame (networking); The Internet; Radio Link Protocol; Wireless; Telecommunications; Network packet; Operating system","score_opus":0.03137797866478241,"score_gpt":0.2705428681540093,"score_spread":0.23916488948922687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2626580752","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2526529,0.00029258657,0.74322784,0.00010166714,0.000019325304,0.000028213131,0.00023100757,0.00045639244,0.0029901974],"genre_scores_gemma":[0.97353214,0.00015390907,0.02492145,0.00001289914,0.000022024526,0.000022017806,0.00020244841,0.000015407406,0.0011177539],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99962497,0.00010489723,0.000011275945,0.000093842944,0.00010505702,0.000059885206],"domain_scores_gemma":[0.9986129,0.0010093425,0.00008585565,0.00010663938,0.00015707313,0.000028324746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005576337,0.0006316963,0.0004655158,0.00072743144,0.00026338166,0.00078530813,0.00087321544,0.00065537205,0.0011383313],"category_scores_gemma":[0.003265383,0.0003463287,0.00026813673,0.00090321695,0.00038517488,0.0011477749,0.00066908164,0.00050652656,0.00032110023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043410945,0.00009450492,0.0075546815,0.00017376429,0.000070633905,0.00027375124,0.00007735299,0.8513774,0.033820506,0.009427618,0.0007145514,0.095981024],"study_design_scores_gemma":[0.0000029330838,0.000027635526,0.00156338,0.000004764867,0.000010979682,0.000039379003,0.000009839946,0.99306434,0.0035603633,0.0015719617,0.00013849558,0.0000058309206],"about_ca_topic_score_codex":0.0027489185,"about_ca_topic_score_gemma":0.001823321,"teacher_disagreement_score":0.0027489185,"about_ca_system_score_codex":0.0004821536,"about_ca_system_score_gemma":0.0003483493,"threshold_uncertainty_score":0.0054658055},"labels":[],"label_agreement":null},{"id":"W2739536691","doi":"10.1109/icc.2017.7997015","title":"Evaluation of MU-TXOP sharing probabilities in IEEE 802.11ac","year":2017,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Throughput; Computer network; IEEE 802; Telecommunications link; Queueing theory; Wireless lan; Markov chain; Transmission (telecommunications); Real-time computing; Wireless; Quality of service; Telecommunications","score_opus":0.13118310329956462,"score_gpt":0.3655231791062354,"score_spread":0.23434007580667077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2739536691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9308048,0.00056122494,0.06458895,0.00016397971,0.000041743206,0.00006967908,0.000104580045,0.00026040414,0.0034047659],"genre_scores_gemma":[0.99585104,0.00005767468,0.0039079096,0.000008231179,0.0000047791355,0.000012237771,0.000019539164,0.0000072557173,0.00013146961],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99700195,0.0009088446,0.00011957496,0.0003021906,0.0011503629,0.00051702984],"domain_scores_gemma":[0.9874348,0.008836353,0.0010334867,0.0007144506,0.0017379844,0.00024294929],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003022383,0.0008719831,0.00049771444,0.0007836579,0.0006309036,0.0009165219,0.0012477041,0.0007888896,0.0009231182],"category_scores_gemma":[0.009423952,0.00028399978,0.0002864933,0.0010051357,0.00084933586,0.001532577,0.0005860352,0.0008401541,0.0000904429],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00057919434,0.00024268866,0.0060360837,0.00007540806,0.000045104796,0.00013504128,0.0000672257,0.96140206,0.012899236,0.0034255837,0.00019897071,0.014893452],"study_design_scores_gemma":[0.000016963078,0.0004151839,0.0016497308,0.000007256579,0.000023491146,0.00006227369,0.000037576676,0.9846016,0.012274826,0.00076927827,0.00012464463,0.00001714728],"about_ca_topic_score_codex":0.004475821,"about_ca_topic_score_gemma":0.002410856,"teacher_disagreement_score":0.004475821,"about_ca_system_score_codex":0.0015621813,"about_ca_system_score_gemma":0.0011063262,"threshold_uncertainty_score":0.015984118},"labels":[],"label_agreement":null},{"id":"W2748021239","doi":"10.1007/978-3-319-64268-0_2","title":"Heterogeneous Wireless Networks","year":2017,"lang":"en","type":"book-chapter","venue":"Springer briefs in electrical and computer engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Cisco Systems (Canada)","funders":"","keywords":"Computer network; Heterogeneous network; Computer science; Wireless network; PHY; Wireless; Wireless WAN; Macro; Throughput; Distributed computing; Wi-Fi array; Telecommunications; Physical layer","score_opus":0.008968565558449512,"score_gpt":0.20202216044426446,"score_spread":0.19305359488581494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2748021239","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009183035,0.06607386,0.4500593,0.004644425,0.0095282085,0.00011522469,0.000438398,0.0014504337,0.45850712],"genre_scores_gemma":[0.17033452,0.07126206,0.07815709,0.0020195576,0.006966294,0.00026742023,0.0015638708,0.00066800753,0.66876113],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999801,0.000030222032,0.000009251509,0.000048344442,0.00008795848,0.00002319941],"domain_scores_gemma":[0.99982256,0.000053665564,0.000011847762,0.000053662134,0.000034540153,0.000023778184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030143687,0.0006750507,0.0004791355,0.0005882518,0.00041499423,0.0016178148,0.00079653785,0.00066682976,0.014954086],"category_scores_gemma":[0.0007975358,0.00030611377,0.00024576657,0.0009355355,0.00048125617,0.0022405814,0.0016729756,0.0010781157,0.005229422],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045180575,0.000048274465,0.00022016114,0.00031918383,0.000039931725,0.00021964555,0.00012297984,0.009909515,0.0057222256,0.3771151,0.108116895,0.49812096],"study_design_scores_gemma":[0.000008458931,0.00003584045,0.0003828228,0.0001402048,0.00003189011,0.00042220007,0.000073001225,0.018817954,0.0024164454,0.23489568,0.74275553,0.000019957539],"about_ca_topic_score_codex":0.00037436638,"about_ca_topic_score_gemma":0.0005713154,"teacher_disagreement_score":0.014954086,"about_ca_system_score_codex":0.00053469185,"about_ca_system_score_gemma":0.0003494744,"threshold_uncertainty_score":0.050026417},"labels":[],"label_agreement":null},{"id":"W2754189535","doi":"10.1109/icccn.2017.8038500","title":"User Association Algorithm for Throughput Improvement in High-Density Wireless Networks","year":2017,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Throughput; Computer science; Network packet; Wireless; Algorithm; Computer network; Wireless network; Performance improvement; Real-time computing; Engineering; Telecommunications","score_opus":0.013714337398784552,"score_gpt":0.26798285479692324,"score_spread":0.2542685173981387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754189535","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042184554,0.00073818554,0.95270896,0.00017546807,0.000102079226,0.00008934623,0.000051824754,0.0016637172,0.0022859473],"genre_scores_gemma":[0.69654036,0.0004906218,0.29874945,0.00013686951,0.00011533682,0.0002070102,0.00016551232,0.00009297744,0.0035018434],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855417,0.0004487213,0.00009378775,0.00020447029,0.0005222776,0.00017655006],"domain_scores_gemma":[0.9968156,0.0014343044,0.000350961,0.00045482226,0.0007906751,0.00015361946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001762363,0.00062315515,0.0009797656,0.0011064785,0.0011575762,0.0011270188,0.0016492992,0.00075204164,0.0018659827],"category_scores_gemma":[0.006429598,0.00033128465,0.00029863362,0.0018270565,0.0007003793,0.001717827,0.0011855774,0.0009264603,0.0008387575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007483635,0.00047106916,0.005432886,0.00016201082,0.000089196365,0.00026134832,0.00037863926,0.42920485,0.01904475,0.025762832,0.0064735636,0.5119705],"study_design_scores_gemma":[0.000022790931,0.000117462696,0.00053469185,0.000006214872,0.000014087063,0.00020450664,0.000026928137,0.9901121,0.0032129304,0.0039323224,0.0017996103,0.000016339596],"about_ca_topic_score_codex":0.0015112681,"about_ca_topic_score_gemma":0.002063861,"teacher_disagreement_score":0.0018659827,"about_ca_system_score_codex":0.0007938509,"about_ca_system_score_gemma":0.0011576214,"threshold_uncertainty_score":0.009320378},"labels":[],"label_agreement":null},{"id":"W2760650744","doi":"10.1109/mownet.2017.8045956","title":"Cross-layer design for IEEE 802.11 wireless ad-hoc network utility maximization with active queue management","year":2017,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Wireless ad hoc network; Computer network; Utility maximization problem; Utility maximization; Wireless network; Distributed computing; Queue; Network congestion; Overhead (engineering); Mathematical optimization; Wireless; Network packet; Mathematics; Telecommunications","score_opus":0.05709468661303444,"score_gpt":0.3157442708659106,"score_spread":0.25864958425287615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2760650744","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010351665,0.00035439932,0.9877714,0.000099831734,0.00004852148,0.000068894566,0.000008706659,0.00020860702,0.0010880405],"genre_scores_gemma":[0.667717,0.00047199443,0.3297428,0.00025747824,0.00007572229,0.0002538125,0.000045639885,0.00007924087,0.0013563383],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998473,0.0006444645,0.00010908522,0.00018958564,0.0004372394,0.00014677887],"domain_scores_gemma":[0.99849176,0.00053126225,0.00016922553,0.00018206901,0.0005481506,0.00007753837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003970216,0.00056043,0.00032489703,0.0004111553,0.00037807884,0.0012191909,0.0013818297,0.00046965087,0.0013144417],"category_scores_gemma":[0.004378539,0.0004473553,0.00033414125,0.00036961818,0.00044425076,0.0008893539,0.0009704854,0.0010137366,0.00036380644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030627262,0.00042363518,0.0028573037,0.0003305477,0.00020026899,0.0002791154,0.00042280878,0.62570584,0.05709053,0.067964196,0.0041895593,0.24022987],"study_design_scores_gemma":[0.00002582679,0.00010907364,0.00016588894,0.000009046261,0.000022722048,0.000057760044,0.000017155526,0.9908187,0.0045124027,0.002478138,0.0017747312,0.000008542476],"about_ca_topic_score_codex":0.00094938267,"about_ca_topic_score_gemma":0.0013565278,"teacher_disagreement_score":0.003970216,"about_ca_system_score_codex":0.0009363965,"about_ca_system_score_gemma":0.0012104576,"threshold_uncertainty_score":0.020996809},"labels":[],"label_agreement":null},{"id":"W2766007449","doi":"10.1109/sarnof.2017.8080385","title":"Evaluation of ultra-wideband radio for industrial wireless control","year":2017,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Computer network; Wireless; Wireless sensor network; Physical layer; Transceiver; Computer science; Protocol stack; Network packet; Reliability (semiconductor); Ultra-wideband; Wireless network; Electronic engineering; Engineering; Telecommunications","score_opus":0.09890602795315165,"score_gpt":0.33419274067028004,"score_spread":0.2352867127171284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766007449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8070616,0.002470244,0.15959491,0.00024795573,0.00019818061,0.00030053995,0.00010640347,0.0013344585,0.028685702],"genre_scores_gemma":[0.983466,0.00027749492,0.013949843,0.000035465666,0.000014847122,0.00003992881,0.00008009593,0.000028917233,0.0021073085],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99823654,0.0005348971,0.00006144163,0.0001293246,0.0009223073,0.00011551827],"domain_scores_gemma":[0.9982913,0.00061127526,0.000102345904,0.0001657023,0.00075791863,0.00007146476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016277473,0.000321118,0.00030797702,0.00052424095,0.00028050045,0.0006809955,0.0006761389,0.00038521603,0.0019356498],"category_scores_gemma":[0.0029581138,0.00008569882,0.0001837145,0.00031208724,0.00023867753,0.00075134105,0.0004014179,0.00021865613,0.00032243927],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031188356,0.00088051584,0.019172315,0.000728311,0.0001581105,0.0006173758,0.00034860516,0.104610376,0.2588244,0.007326126,0.0019116228,0.6023033],"study_design_scores_gemma":[0.00035349414,0.013842066,0.035000622,0.00012373939,0.00033467385,0.0011643539,0.0007136291,0.5124018,0.40175098,0.0015990747,0.032615416,0.00010019774],"about_ca_topic_score_codex":0.0007825229,"about_ca_topic_score_gemma":0.0005195398,"teacher_disagreement_score":0.0019356498,"about_ca_system_score_codex":0.00053077633,"about_ca_system_score_gemma":0.0002803692,"threshold_uncertainty_score":0.00860846},"labels":[],"label_agreement":null},{"id":"W2769532","doi":"10.1007/978-3-642-31638-8_32","title":"Providing QoS in the Integration of RFID and Wi-Fi WLAN","year":2012,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph; Toronto Metropolitan University","funders":"","keywords":"Computer science; Computer network; Quality of service; Throughput; Interference (communication); Radio-frequency identification; Transmission (telecommunications); Wireless; Telecommunications; Computer security","score_opus":0.03050417333077188,"score_gpt":0.26895532474566564,"score_spread":0.23845115141489376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769532","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057737947,0.023546884,0.83685905,0.0020857803,0.0009935136,0.000051358336,0.00007864861,0.0022952908,0.07635165],"genre_scores_gemma":[0.7271697,0.012778665,0.19116637,0.00061205996,0.0011436562,0.00005390421,0.00017242308,0.00033434902,0.06656882],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999534,0.00009191746,0.000027703796,0.00007080054,0.00018985501,0.00008572129],"domain_scores_gemma":[0.9996136,0.00015826993,0.000031064927,0.000057449954,0.00010462778,0.00003499165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074913655,0.0004460876,0.00035193685,0.00039083126,0.00041266278,0.001981752,0.0011584884,0.0011044792,0.0026333241],"category_scores_gemma":[0.0013611789,0.00042809724,0.0002574123,0.00076829805,0.00057036703,0.0026755775,0.0009978281,0.0015234207,0.0014496517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004919387,0.00015219262,0.0021073837,0.00057169556,0.00005383076,0.0010321052,0.00074589613,0.023066526,0.117110625,0.21690273,0.0072275605,0.6305374],"study_design_scores_gemma":[0.00005985979,0.00063659163,0.0033688354,0.00054931035,0.00023188324,0.0045618564,0.00089659926,0.40591025,0.1069199,0.17413199,0.3025238,0.00020909547],"about_ca_topic_score_codex":0.00069262617,"about_ca_topic_score_gemma":0.0007177045,"teacher_disagreement_score":0.0026333241,"about_ca_system_score_codex":0.0005049204,"about_ca_system_score_gemma":0.00032930964,"threshold_uncertainty_score":0.008809388},"labels":[],"label_agreement":null},{"id":"W2769843710","doi":"10.1109/wimob.2017.8115747","title":"Fine-grained access provisioning via joint gateway selection and flow routing on SDN-aware Wi-Fi mesh networks","year":2017,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Wireless mesh network; Provisioning; Distributed computing; Software-defined networking; Default gateway; Key (lock); Wireless network; Wireless; Telecommunications","score_opus":0.0316231198065475,"score_gpt":0.2933044314668155,"score_spread":0.261681311660268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769843710","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04100969,0.00028314433,0.955528,0.00017263541,0.00003451727,0.00006597938,0.000037107315,0.00012954467,0.002739341],"genre_scores_gemma":[0.87454915,0.00032977224,0.123460256,0.000052834454,0.000044507153,0.00008462381,0.0000615342,0.000026393996,0.0013909383],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950385,0.00021056908,0.000017678969,0.000074308824,0.00010463267,0.000088973684],"domain_scores_gemma":[0.9995844,0.00024049406,0.000051431663,0.000039729326,0.000047184873,0.0000367858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010379144,0.0005940967,0.0006039764,0.00036889105,0.00043572485,0.0008295627,0.000852187,0.0006303564,0.0010920995],"category_scores_gemma":[0.001400567,0.00028836002,0.00037601189,0.00042640127,0.0006634131,0.0008052963,0.001157966,0.0006519147,0.00010214584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003177665,0.000023901192,0.00022588755,0.000023610233,0.000011187605,0.000054636228,0.00002560773,0.9768372,0.0017021188,0.009398371,0.0003218848,0.011343862],"study_design_scores_gemma":[0.000003124626,0.000009630254,0.000029266228,0.0000015806725,0.0000021419687,0.0000055522896,0.0000057598345,0.99763215,0.00016388795,0.0019610582,0.0001841918,0.0000015859044],"about_ca_topic_score_codex":0.003191541,"about_ca_topic_score_gemma":0.00409259,"teacher_disagreement_score":0.003191541,"about_ca_system_score_codex":0.0009549,"about_ca_system_score_gemma":0.00080036453,"threshold_uncertainty_score":0.006928265},"labels":[],"label_agreement":null},{"id":"W2771819322","doi":"10.1109/wcsp.2017.8171008","title":"Achieving optimum throughput for LTE and WiFi coexistence","year":2017,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Throughput; Computer network; Computer science; Spectrum management; Constraint (computer-aided design); Wireless; Telecommunications; Cognitive radio; Engineering","score_opus":0.052046140521756185,"score_gpt":0.3293132332051716,"score_spread":0.27726709268341543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2771819322","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07578895,0.0020899675,0.8995528,0.0009629007,0.00010232274,0.000051083436,0.00008980063,0.00034636373,0.021015827],"genre_scores_gemma":[0.9485342,0.0011921298,0.046978034,0.00012908492,0.00015200119,0.00006673758,0.000037060414,0.00008564993,0.002825134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984994,0.00036915785,0.00003755587,0.00025123582,0.00033059114,0.00051209057],"domain_scores_gemma":[0.99854386,0.00095783063,0.0001718758,0.00008931088,0.00018358498,0.00005354073],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012651858,0.0010587702,0.001096833,0.0006160693,0.0012144129,0.0020329684,0.000751797,0.0015682926,0.0022873343],"category_scores_gemma":[0.0060588624,0.00058521214,0.00043615847,0.00092065654,0.0015762361,0.0029853273,0.0015634067,0.0010351883,0.0005895672],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034191986,0.000106947926,0.0011109456,0.0002647113,0.000071315415,0.000514482,0.00035771963,0.7449698,0.027737565,0.18403761,0.0021407942,0.038346175],"study_design_scores_gemma":[0.000024450042,0.00011284052,0.0005465963,0.000049816,0.00005340024,0.00023094271,0.00019007939,0.8939789,0.008059971,0.09370577,0.003005341,0.0000419005],"about_ca_topic_score_codex":0.0016376209,"about_ca_topic_score_gemma":0.0018964732,"teacher_disagreement_score":0.0022873343,"about_ca_system_score_codex":0.0018595841,"about_ca_system_score_gemma":0.0015471847,"threshold_uncertainty_score":0.013492346},"labels":[],"label_agreement":null},{"id":"W2782948146","doi":"10.1109/access.2018.2790842","title":"Efficient and Agile Carrier Sense Multiple Access in Capillary Machine-to-Machine Communication Networks","year":2018,"lang":"en","type":"article","venue":"IEEE Access","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Exponential backoff; Computer network; Carrier sense multiple access with collision avoidance; Burstiness; Distributed computing; Random access; Node (physics); Default gateway; Throughput; Network packet; Wireless; Engineering","score_opus":0.02451224446749282,"score_gpt":0.3139398533697652,"score_spread":0.28942760890227237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782948146","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10206689,0.00035463786,0.89478326,0.00013181553,0.000031672556,0.00005194559,0.0000122236515,0.00035439784,0.0022131314],"genre_scores_gemma":[0.9673336,0.00011531933,0.031912625,0.00003746378,0.000016386297,0.000029620463,0.000007736073,0.000010572889,0.0005367286],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990374,0.00031498924,0.00002440497,0.000117993855,0.00034488944,0.00016037801],"domain_scores_gemma":[0.99791974,0.0013109802,0.00024606395,0.00016624467,0.00025834172,0.00009864495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012174897,0.00038976694,0.00048939016,0.0006328814,0.0006362434,0.00081606867,0.001192376,0.0006475143,0.00040511627],"category_scores_gemma":[0.0042506233,0.00023056564,0.00022561308,0.00071329996,0.0015914971,0.0012752588,0.00085188175,0.00056168373,0.000103395614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019975587,0.00007995238,0.0014094997,0.000088027926,0.000035173365,0.00048937695,0.00024591255,0.8018866,0.02719858,0.11615694,0.0008575218,0.051352702],"study_design_scores_gemma":[0.0000072537086,0.00007984328,0.00014018921,0.0000031680977,0.000005774018,0.00007605719,0.000018168244,0.989073,0.0016573144,0.008453423,0.0004760734,0.0000097659695],"about_ca_topic_score_codex":0.0027087566,"about_ca_topic_score_gemma":0.002896814,"teacher_disagreement_score":0.0027087566,"about_ca_system_score_codex":0.00083306,"about_ca_system_score_gemma":0.00084625155,"threshold_uncertainty_score":0.006438732},"labels":[],"label_agreement":null},{"id":"W2785393741","doi":"10.1109/pimrc.2017.8292189","title":"Dynamic user-AP association for QoS-aware CSMA in wireless virtualized networks","year":2017,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Quality of service; Computer network; Scheduling (production processes); Distributed computing; Wireless network; Throughput; Isolation (microbiology); Wireless; Channel (broadcasting); Frame (networking); Mathematical optimization; Mathematics","score_opus":0.01513444603826351,"score_gpt":0.29659691251711917,"score_spread":0.28146246647885564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785393741","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03836635,0.00018263649,0.96023387,0.00008482134,0.000029025943,0.00002167804,0.000007724997,0.00004362033,0.0010303567],"genre_scores_gemma":[0.9296075,0.00019715741,0.06914346,0.000040196162,0.00003090523,0.00004792305,0.000013413571,0.000015980728,0.00090350636],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927014,0.0003272717,0.000018819806,0.00010652095,0.00014026267,0.00013702628],"domain_scores_gemma":[0.99906737,0.0005867206,0.00013154813,0.00006287291,0.00009225385,0.000059207614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00096226344,0.0005879113,0.00058098114,0.0002517968,0.0005135696,0.00083819183,0.00095223845,0.0005585204,0.0006519265],"category_scores_gemma":[0.0021395406,0.00032618598,0.00033355466,0.0004579061,0.0010824961,0.0010039303,0.0011856778,0.00096857327,0.00006982834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000556084,0.00002766493,0.00038558323,0.000032550903,0.000015925738,0.000076020144,0.00006399834,0.96471936,0.0036342368,0.021295225,0.00016636851,0.009527473],"study_design_scores_gemma":[0.0000018512455,0.000013840464,0.000023058783,0.0000010180331,0.0000023176194,0.0000081782955,0.000008405432,0.9983133,0.00026652677,0.0012457839,0.00011389335,0.0000018584183],"about_ca_topic_score_codex":0.0027042595,"about_ca_topic_score_gemma":0.002382235,"teacher_disagreement_score":0.0027042595,"about_ca_system_score_codex":0.0009270024,"about_ca_system_score_gemma":0.0014311036,"threshold_uncertainty_score":0.0067259073},"labels":[],"label_agreement":null},{"id":"W2786400303","doi":"10.1109/tcomm.2018.2801789","title":"Efficient LTE/Wi-Fi Coexistence in Unlicensed Spectrum Using Virtual Network Entity: Optimization and Performance Analysis","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Huawei Technologies","keywords":"Spectrum management; Computer science; Computer network; Scheduling (production processes); Throughput; Time division multiple access; Optimization problem; Admission control; Duty cycle; Quality of service; Wireless; Cognitive radio; Mathematical optimization; Algorithm; Engineering; Telecommunications; Mathematics","score_opus":0.03563410528360565,"score_gpt":0.2854527882261712,"score_spread":0.24981868294256554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2786400303","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1524025,0.0008949094,0.8354248,0.00028981228,0.000028100649,0.00006435941,0.000052584553,0.00013520739,0.010707747],"genre_scores_gemma":[0.96382105,0.00038530448,0.034260627,0.00002755353,0.000017040378,0.000052422827,0.00003494225,0.000023181254,0.0013779243],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995759,0.00016546203,0.000009149221,0.00003940065,0.00011052883,0.0000994502],"domain_scores_gemma":[0.99931514,0.00044308865,0.00008636728,0.000027192591,0.000094528725,0.00003364886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010381602,0.00071068393,0.00066068734,0.000391169,0.00035664494,0.0011076634,0.0006199568,0.0007734207,0.0011056035],"category_scores_gemma":[0.0017562372,0.000297161,0.00040000433,0.00065004133,0.00078085065,0.00079252623,0.00071207975,0.00052558485,0.00013310234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003516116,0.000028196959,0.00027758654,0.000023410144,0.0000108824515,0.000025141348,0.000014568761,0.98711294,0.0013299678,0.0062567983,0.00017289673,0.0047124033],"study_design_scores_gemma":[8.7311065e-7,0.000008697553,0.00003536667,6.564372e-7,0.000001738484,0.0000028967454,0.0000032882733,0.999426,0.00015071247,0.0003349396,0.000033625358,0.0000011192429],"about_ca_topic_score_codex":0.0042244224,"about_ca_topic_score_gemma":0.0028174464,"teacher_disagreement_score":0.0042244224,"about_ca_system_score_codex":0.0012391873,"about_ca_system_score_gemma":0.0010772239,"threshold_uncertainty_score":0.008990943},"labels":[],"label_agreement":null},{"id":"W2786678561","doi":"10.1109/pimrc.2017.8292269","title":"Cross-layer design for multihop MANETs utility optimization with AQM","year":2017,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Computer network; Mobile ad hoc network; Utility maximization; Active queue management; Wireless ad hoc network; Network congestion; Overhead (engineering); Distributed computing; Queue; Utility maximization problem; Optimized Link State Routing Protocol; Network layer; Layer (electronics); Routing protocol; Network packet; Wireless","score_opus":0.08479833795282016,"score_gpt":0.3426242223123537,"score_spread":0.2578258843595335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2786678561","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010604685,0.0003726539,0.9875261,0.00008903483,0.00003689844,0.000060931918,0.000008630073,0.00014110221,0.0011599917],"genre_scores_gemma":[0.76098794,0.00050988066,0.2365917,0.00018362093,0.00006803428,0.00023858137,0.000031742482,0.00006519703,0.0013233518],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905676,0.00043521335,0.00004567293,0.00011000297,0.00026316312,0.000089214554],"domain_scores_gemma":[0.99925345,0.0003142127,0.000108744665,0.000058436643,0.00022277406,0.000042406944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002521075,0.0006130741,0.00049122435,0.00044419337,0.00030391797,0.0008728777,0.0011282461,0.0005109181,0.0013547273],"category_scores_gemma":[0.0025430229,0.00035913664,0.00036609205,0.00035459147,0.00046533463,0.0005579463,0.001032384,0.0007268968,0.00026480758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000093607865,0.00011435437,0.0007201164,0.0001426544,0.000079739686,0.00010635208,0.000103281396,0.9062186,0.012904803,0.016196309,0.0010526547,0.062267493],"study_design_scores_gemma":[0.000009634845,0.000057288293,0.000052204934,0.000003634854,0.000006591167,0.000013166509,0.0000052788555,0.9978517,0.00074692914,0.00087535987,0.00037509415,0.0000031162865],"about_ca_topic_score_codex":0.0008908215,"about_ca_topic_score_gemma":0.00091066805,"teacher_disagreement_score":0.002521075,"about_ca_system_score_codex":0.0006334172,"about_ca_system_score_gemma":0.00073272537,"threshold_uncertainty_score":0.013332844},"labels":[],"label_agreement":null},{"id":"W2787094220","doi":"10.48550/arxiv.1802.01799","title":"Optimal Scheduling across Heterogeneous Air Interfaces of LTE/WiFi Aggregation","year":2018,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Higher Education Discipline Innovation Project; China Scholarship Council; Beijing University of Posts and Telecommunications; National Natural Science Foundation of China","keywords":"Computer science; Quality of service; Computer network; Scheduling (production processes); Provisioning; Bandwidth (computing); Distributed computing; Mathematical optimization","score_opus":0.06497717865068907,"score_gpt":0.22966630948850394,"score_spread":0.1646891308378149,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787094220","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20824724,0.0004483142,0.78351283,0.0003523523,0.00006840779,0.00008479705,0.00009298748,0.0002039928,0.0069889957],"genre_scores_gemma":[0.95767635,0.00009073099,0.040878173,0.000046714507,0.00002457319,0.00004627867,0.000044433582,0.000030069335,0.0011626398],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943095,0.00021420627,0.000014489878,0.00008967413,0.00008559336,0.0001650565],"domain_scores_gemma":[0.99917895,0.00048650245,0.00010825036,0.00004485794,0.00009360697,0.00008780966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011220643,0.00069256546,0.00091020745,0.0003655942,0.0005816724,0.0009873883,0.000831632,0.00062817516,0.0011122423],"category_scores_gemma":[0.0020253747,0.00053690805,0.0003848906,0.00048183178,0.00065095857,0.00074223126,0.0007679822,0.0007214239,0.00013556473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005697819,0.000028803906,0.0003036515,0.000012924099,0.000011686032,0.00003451225,0.000020932219,0.9869919,0.0009851434,0.0055911425,0.0003596187,0.005602693],"study_design_scores_gemma":[0.000002334255,0.000005063564,0.000037530386,5.046375e-7,0.0000014974021,0.0000014924777,0.0000034871998,0.9990645,0.00008189615,0.0007598223,0.000041049483,8.4042875e-7],"about_ca_topic_score_codex":0.015579413,"about_ca_topic_score_gemma":0.01323016,"teacher_disagreement_score":0.015579413,"about_ca_system_score_codex":0.0020115182,"about_ca_system_score_gemma":0.002161208,"threshold_uncertainty_score":0.030977428},"labels":[],"label_agreement":null},{"id":"W2790998462","doi":"10.1109/tvt.2018.2805767","title":"Joint Optimization of Channel Selection and Frame Scheduling for Coexistence of LTE and WLAN","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"National Research Foundation of Korea","keywords":"Scheduling (production processes); Computer science; Computer network; LTE Advanced; Throughput; Frame (networking); Wireless; Wi-Fi; Selection algorithm; Wireless network; Telecommunications link; Selection (genetic algorithm); Engineering; Telecommunications","score_opus":0.02010951569257009,"score_gpt":0.25582625324085057,"score_spread":0.23571673754828049,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790998462","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.176354,0.00051930593,0.81749314,0.00029616573,0.00006381133,0.000074747,0.000055074837,0.00022055204,0.004923195],"genre_scores_gemma":[0.9622296,0.0001319156,0.036745355,0.000032580232,0.000024305129,0.00004121993,0.00002836765,0.000020553465,0.0007460649],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952817,0.00017994885,0.000012829279,0.000056826386,0.000079461344,0.00014274767],"domain_scores_gemma":[0.99912244,0.0005900342,0.0000945609,0.000029490935,0.000093786904,0.000069687216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009203276,0.0007048213,0.0006140984,0.00037071193,0.00036387824,0.0005468816,0.00047039601,0.00042886636,0.0010587228],"category_scores_gemma":[0.0020507348,0.00025943763,0.00024734912,0.00048893463,0.00054722675,0.0005303606,0.0005000162,0.00040681637,0.00011629643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012514052,0.000054932094,0.00051132054,0.000023509687,0.000014226421,0.000036104524,0.000021910782,0.9745026,0.002774748,0.003486072,0.00048080197,0.017968623],"study_design_scores_gemma":[0.000011226248,0.000034404908,0.00012245678,0.0000010387064,0.000004869877,0.0000065674317,0.000010647273,0.9984068,0.00043776512,0.00086045294,0.00010120105,0.0000025146394],"about_ca_topic_score_codex":0.0061507267,"about_ca_topic_score_gemma":0.006960354,"teacher_disagreement_score":0.0061507267,"about_ca_system_score_codex":0.00086137827,"about_ca_system_score_gemma":0.0021483605,"threshold_uncertainty_score":0.01222986},"labels":[],"label_agreement":null},{"id":"W2791952354","doi":"10.1109/tnet.2018.2806352","title":"Modeling Compound TCP Over WiFi for IoT","year":2018,"lang":"en","type":"article","venue":"IEEE/ACM Transactions on Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Computer network; Throughput; TCP acceleration; TCP Friendly Rate Control; Network packet; CUBIC TCP; TCP tuning; TCP global synchronization; Packet loss; Network congestion; Zeta-TCP; Transmission Control Protocol; Wireless; Real-time computing; Telecommunications","score_opus":0.057697222599225155,"score_gpt":0.3086903651843955,"score_spread":0.25099314258517036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791952354","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14339074,0.00072452787,0.84425294,0.00047783647,0.00014195967,0.00011279177,0.00025947267,0.00053081627,0.010108865],"genre_scores_gemma":[0.9688496,0.00067329383,0.026213944,0.00006078652,0.00007250349,0.00015694245,0.0001043072,0.00005227328,0.0038163671],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99968433,0.00006640591,0.000015414202,0.00007348173,0.0000876014,0.00007285935],"domain_scores_gemma":[0.99930716,0.00035151225,0.00010879169,0.000057853264,0.00013508557,0.000039595547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065717346,0.0006139056,0.0005072878,0.00052307243,0.0006917782,0.0011285094,0.0009958626,0.001213834,0.0012999226],"category_scores_gemma":[0.0028593878,0.0003528042,0.0005749905,0.00056785205,0.0007676328,0.0022234356,0.0007621762,0.0008545944,0.00020914676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020532489,0.000021463879,0.00083200133,0.000016632648,0.000009351913,0.00008355891,0.000052852098,0.97011065,0.0010636066,0.022877028,0.00039307878,0.004519218],"study_design_scores_gemma":[0.0000013913324,0.0000049848345,0.000077746256,0.0000020605669,0.0000021735195,0.000012996273,0.000004718349,0.9962077,0.000068424146,0.003388689,0.0002263893,0.000002677698],"about_ca_topic_score_codex":0.012416193,"about_ca_topic_score_gemma":0.0067714727,"teacher_disagreement_score":0.012416193,"about_ca_system_score_codex":0.0013212872,"about_ca_system_score_gemma":0.0012487569,"threshold_uncertainty_score":0.024687827},"labels":[],"label_agreement":null},{"id":"W2792268254","doi":"10.5539/cis.v11n1p78","title":"A Simulation Model of IEEE 802.15.4 GTS Mechanism and GTS Attacks in OMNeT++ / MiXiM + NETA","year":2018,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; IEEE 802.15; Computer network; PHY; Latency (audio); Bandwidth (computing); Wireless; Scheme (mathematics); Carrier sense multiple access with collision avoidance; Physical layer; Wireless lan; Telecommunications; Wireless sensor network","score_opus":0.02745832796239281,"score_gpt":0.28632610558304306,"score_spread":0.2588677776206503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792268254","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36247906,0.0007403355,0.52930474,0.0018824638,0.0005675432,0.0008780189,0.0055400603,0.003613693,0.09499416],"genre_scores_gemma":[0.91638875,0.00055955723,0.06731819,0.00035316942,0.000041603427,0.00080113136,0.0019199959,0.00021188051,0.012405704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99962616,0.00011269439,0.000022428516,0.00004983059,0.00010786395,0.00008105376],"domain_scores_gemma":[0.99927527,0.0003424112,0.000088589484,0.0000652884,0.00016848452,0.000059992162],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069289753,0.000659548,0.0004691882,0.00056391367,0.00045434665,0.0007946766,0.0018798385,0.0010133986,0.0038869625],"category_scores_gemma":[0.0016188249,0.0003006645,0.0005769303,0.0006025709,0.00041842496,0.0009676394,0.0006317974,0.0010038362,0.00065757876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009384189,0.00006990971,0.0012056659,0.000057250723,0.000019719859,0.00008924132,0.00004985916,0.9776673,0.0011246103,0.014124991,0.0014752889,0.0040224004],"study_design_scores_gemma":[0.000019419693,0.000029965147,0.00013349805,0.0000067323886,0.0000090937065,0.000014352913,0.000011652799,0.9961283,0.00056729454,0.0012160499,0.0018564027,0.0000071662557],"about_ca_topic_score_codex":0.012198367,"about_ca_topic_score_gemma":0.0076237353,"teacher_disagreement_score":0.012198367,"about_ca_system_score_codex":0.00086554466,"about_ca_system_score_gemma":0.0012479342,"threshold_uncertainty_score":0.02425474},"labels":[],"label_agreement":null},{"id":"W2794277489","doi":"10.1109/jiot.2018.2818115","title":"Proxy Cache Maintenance Using Multicasting in CoAP IoT Domains","year":2018,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Multicast; Computer science; Cache; Computer network; Energy consumption; Proxy (statistics); Unicast","score_opus":0.03433989239552808,"score_gpt":0.30501772212914263,"score_spread":0.27067782973361454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794277489","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6219372,0.00054455723,0.3741641,0.00016381047,0.000046750625,0.000080733254,0.000032010947,0.00038645635,0.002644269],"genre_scores_gemma":[0.9822712,0.00004997047,0.017332897,0.000013305895,0.000006567031,0.000015718508,0.000013496936,0.000008207365,0.00028865816],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943084,0.0002211657,0.000038230057,0.00010556957,0.00010724443,0.000096939664],"domain_scores_gemma":[0.99879396,0.00042265,0.00022344552,0.0002770247,0.00021433736,0.00006855848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008707872,0.00037811178,0.00054888113,0.00044190642,0.00076800166,0.0007453536,0.001121115,0.0007852932,0.0002990798],"category_scores_gemma":[0.0022287862,0.00017707577,0.00034825067,0.00047202737,0.0005358347,0.0013134349,0.0008112639,0.00032939095,0.000055689154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010404078,0.00048040025,0.020354716,0.00033988425,0.00018388598,0.0024294949,0.000795021,0.6946516,0.12793662,0.03145613,0.0010824392,0.11924938],"study_design_scores_gemma":[0.000018629984,0.00017074679,0.0012568671,0.000010243537,0.000048203383,0.00043132267,0.0001648096,0.97843814,0.015480718,0.0030545075,0.0009092251,0.000016635848],"about_ca_topic_score_codex":0.001747681,"about_ca_topic_score_gemma":0.0012838794,"teacher_disagreement_score":0.001747681,"about_ca_system_score_codex":0.00048097208,"about_ca_system_score_gemma":0.00043293947,"threshold_uncertainty_score":0.0046052337},"labels":[],"label_agreement":null},{"id":"W2795477040","doi":"10.1109/access.2018.2823725","title":"Topology-Transparent Scheduling Based on Reinforcement Learning in Self-Organized Wireless Networks","year":2018,"lang":"en","type":"article","venue":"IEEE Access","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Computer science; Reinforcement learning; Distributed computing; Scheduling (production processes); Network topology; Computer network; Reservation; Wireless network; Overhead (engineering); Wireless; Topology (electrical circuits); Artificial intelligence; Mathematical optimization","score_opus":0.030802622981897707,"score_gpt":0.30911889859031105,"score_spread":0.2783162756084133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795477040","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048683595,0.00018889265,0.9488986,0.00014180555,0.000048406047,0.000043070148,0.000012013889,0.00031354933,0.0016700804],"genre_scores_gemma":[0.9707699,0.00010055466,0.02812791,0.000052363903,0.000024224473,0.000056245706,0.000017546134,0.000021346385,0.0008300259],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995727,0.00013764101,0.000022264756,0.00007209902,0.00012556712,0.00006966199],"domain_scores_gemma":[0.99861825,0.0006835988,0.00024357573,0.000115098956,0.00022988538,0.00010955557],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010094753,0.00043751433,0.00070590555,0.00036037492,0.0003794502,0.0005086377,0.0011319623,0.00050002715,0.00064656796],"category_scores_gemma":[0.0024508575,0.0002596717,0.00025347492,0.0003435673,0.0007956662,0.0007362282,0.00062537263,0.0006737181,0.000121046854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043529995,0.00005725922,0.0003925273,0.000022007856,0.000017273867,0.00004472193,0.000038583832,0.9707324,0.001665085,0.0060595763,0.0003403706,0.020586716],"study_design_scores_gemma":[0.0000031293248,0.0000105375175,0.000025938674,7.074969e-7,0.0000012716595,0.0000038827593,0.0000015082203,0.99896955,0.00012502,0.00081268355,0.00004442091,0.0000014436763],"about_ca_topic_score_codex":0.003461217,"about_ca_topic_score_gemma":0.0024649492,"teacher_disagreement_score":0.003461217,"about_ca_system_score_codex":0.00076150213,"about_ca_system_score_gemma":0.001055272,"threshold_uncertainty_score":0.006882131},"labels":[],"label_agreement":null},{"id":"W2808421368","doi":"10.1109/twc.2018.2845410","title":"Uplink Access Protocol in IEEE 802.11ac","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Telecommunications link; Computer network; Subcarrier; Throughput; Transmission (telecommunications); Real-time computing; Channel (broadcasting); Orthogonal frequency-division multiplexing; Wireless; Telecommunications","score_opus":0.06357195339687718,"score_gpt":0.35979983858943504,"score_spread":0.2962278851925578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808421368","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046502493,0.0070358063,0.87498546,0.0015015216,0.00397211,0.0009418153,0.00042690558,0.006739555,0.057894304],"genre_scores_gemma":[0.7510984,0.0037032263,0.20031694,0.002667489,0.0012849341,0.0023315318,0.00095389487,0.00025717742,0.03738637],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99806625,0.0004836229,0.00022181783,0.00025201187,0.0007076228,0.00026884305],"domain_scores_gemma":[0.9982231,0.00039593052,0.0002066757,0.00030250102,0.00078914175,0.000082512866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016927795,0.00058039895,0.00041777294,0.00094738026,0.0011440014,0.0020727937,0.0013048546,0.0012601556,0.0029719],"category_scores_gemma":[0.002966722,0.0002898788,0.00034020824,0.00095113233,0.000782558,0.0011941635,0.0009736249,0.00209224,0.001266752],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007720168,0.0005298972,0.004522346,0.0011125393,0.00015974545,0.0014147948,0.0007948247,0.023176033,0.11906967,0.26258242,0.03245163,0.55341405],"study_design_scores_gemma":[0.0003202074,0.0019724593,0.004962102,0.00043348855,0.0003994253,0.0037926103,0.00045063946,0.25797066,0.13494003,0.044358738,0.55006146,0.00033820962],"about_ca_topic_score_codex":0.002398486,"about_ca_topic_score_gemma":0.0016350136,"teacher_disagreement_score":0.0029719,"about_ca_system_score_codex":0.00065738894,"about_ca_system_score_gemma":0.0009833453,"threshold_uncertainty_score":0.009941936},"labels":[],"label_agreement":null},{"id":"W2885298542","doi":"10.1109/access.2018.2864679","title":"AP-STA Association Control for Throughput Maximization in Virtualized WiFi Networks","year":2018,"lang":"en","type":"article","venue":"IEEE Access","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Throughput; Computer network; Transmission (telecommunications); Optimization problem; Markov chain; Convex optimization; Mathematical optimization; Distributed computing; Wireless; Algorithm; Regular polygon","score_opus":0.02617871163852976,"score_gpt":0.32214709229956845,"score_spread":0.2959683806610387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885298542","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05016366,0.000141596,0.9475119,0.00009999361,0.000031987747,0.000023971521,0.000026257158,0.00015893581,0.0018417354],"genre_scores_gemma":[0.97999305,0.00009395137,0.018929668,0.000019124584,0.000013823666,0.000026596308,0.000017478185,0.000016623557,0.0008897767],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992725,0.00022247937,0.000026909132,0.00014158085,0.00014436172,0.00019215225],"domain_scores_gemma":[0.9990706,0.00053762057,0.00016879222,0.000049570517,0.00011363873,0.000059888083],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012914441,0.00076631724,0.0007217997,0.0004387307,0.000603044,0.0012728131,0.00112113,0.00048734885,0.0013507556],"category_scores_gemma":[0.0021162995,0.00038144662,0.00041316403,0.0007142485,0.0011011583,0.00093067164,0.0010723395,0.00080330507,0.00012297594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039901523,0.000015892965,0.00018124418,0.000012883226,0.000007919606,0.000020270807,0.000024756195,0.9863827,0.0010608905,0.0065856115,0.00015238496,0.0055155163],"study_design_scores_gemma":[0.0000018254003,0.000008115254,0.00002742388,6.0926664e-7,0.0000019231975,0.0000027375547,0.000003461686,0.9989102,0.0001744915,0.0008189292,0.00004902683,0.0000013443314],"about_ca_topic_score_codex":0.008051382,"about_ca_topic_score_gemma":0.0065252096,"teacher_disagreement_score":0.008051382,"about_ca_system_score_codex":0.0017417895,"about_ca_system_score_gemma":0.0015788437,"threshold_uncertainty_score":0.016009033},"labels":[],"label_agreement":null},{"id":"W2888838255","doi":"10.1007/978-3-030-00247-3_13","title":"The Trade-Offs of Cell Over-Provisioning in IEEE 802.15.4 TSCH Networks","year":2018,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Retransmission; Computer science; Computer network; Goodput; Network packet; Quality of service; Reliability (semiconductor); Jitter; Throughput; Wireless; End-to-end delay; IEEE 802.15; Wireless sensor network; Telecommunications; Power (physics)","score_opus":0.013949451698195676,"score_gpt":0.24749290272541907,"score_spread":0.2335434510272234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888838255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5717707,0.024362672,0.26837248,0.005717859,0.0011798806,0.00015044508,0.00068670046,0.000967132,0.12679213],"genre_scores_gemma":[0.9898359,0.001601002,0.005759417,0.00013092974,0.00015700275,0.000021262727,0.000037116788,0.00006569631,0.002391634],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806446,0.0007396129,0.00006347847,0.00021066848,0.0004951411,0.00042657543],"domain_scores_gemma":[0.9870208,0.010309054,0.000671341,0.00067401037,0.000900799,0.0004239024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032959136,0.0008674548,0.0008834065,0.0006771568,0.0013474128,0.0034375438,0.0018205364,0.0012761974,0.005285351],"category_scores_gemma":[0.016280882,0.0006106869,0.00023817288,0.0011097663,0.0016709666,0.004878713,0.0016329995,0.0014606932,0.00049272284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011764099,0.0002201712,0.002335042,0.00032388946,0.00009543138,0.00041319564,0.0005261589,0.60196555,0.015921233,0.18365987,0.010748904,0.18261425],"study_design_scores_gemma":[0.000030893934,0.00037079668,0.001596465,0.00012367275,0.000107209446,0.00073577766,0.00062168273,0.8590419,0.005536532,0.12688126,0.0048678457,0.00008590483],"about_ca_topic_score_codex":0.002129903,"about_ca_topic_score_gemma":0.0049663438,"teacher_disagreement_score":0.005285351,"about_ca_system_score_codex":0.0028250834,"about_ca_system_score_gemma":0.0009000722,"threshold_uncertainty_score":0.0204975},"labels":[],"label_agreement":null},{"id":"W2889236630","doi":"10.1109/ccece.2018.8447665","title":"Enhanced LBT Mechanism for LTE-Unlicensed Using Reinforcement Learning","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Computer network; Spectrum management; Exploit; Bandwidth (computing); Wireless; Reinforcement learning; Multimedia; Telecommunications; Computer security; Cognitive radio","score_opus":0.034928459828310145,"score_gpt":0.30151746106187416,"score_spread":0.266589001233564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889236630","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.058699258,0.0003339997,0.93484735,0.00028908902,0.00014857035,0.00014380472,0.000038717033,0.0021864197,0.0033127617],"genre_scores_gemma":[0.9692705,0.000074532734,0.028733915,0.00015867065,0.00003937293,0.00008252302,0.00002853884,0.000026046637,0.0015858904],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990533,0.00023190078,0.00006932908,0.00018720316,0.00025571318,0.0002026231],"domain_scores_gemma":[0.99756074,0.0010624451,0.0002628049,0.00024677644,0.0006624712,0.00020478961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014529902,0.00058372586,0.0007174795,0.00045369533,0.0006401513,0.0007939136,0.0018250496,0.0008498596,0.002259229],"category_scores_gemma":[0.004127383,0.00015778764,0.00034914925,0.00032085727,0.00072371,0.0009560694,0.0010344741,0.0010964443,0.0005146931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015072114,0.001400246,0.004760868,0.00029833466,0.00016400825,0.0011428072,0.0005117056,0.56242526,0.053030167,0.022086484,0.005449551,0.3472234],"study_design_scores_gemma":[0.000042792875,0.00013055939,0.00020204645,0.000005808361,0.00001288226,0.000095438525,0.000013449089,0.9935393,0.003139149,0.0022036082,0.00060195196,0.000012972058],"about_ca_topic_score_codex":0.0042839185,"about_ca_topic_score_gemma":0.0031204713,"teacher_disagreement_score":0.0042839185,"about_ca_system_score_codex":0.0007177069,"about_ca_system_score_gemma":0.0010483883,"threshold_uncertainty_score":0.008517921},"labels":[],"label_agreement":null},{"id":"W2889399796","doi":"10.1109/wowmom.2018.8449741","title":"Netview: A User-Centric Network Coverage Application","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer science; Software deployment; Context (archaeology); Selection (genetic algorithm); Order (exchange); Quality of experience; User information; Work (physics); Quality (philosophy); Accommodation; Cellular network; Computer network; World Wide Web; Quality of service; Business; Engineering; Artificial intelligence; Software engineering","score_opus":0.009058924116184662,"score_gpt":0.24929186074380513,"score_spread":0.24023293662762046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889399796","genre_codex":"methods","genre_gemma":"software","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"software","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03125934,0.0010002027,0.501652,0.00077691773,0.00031250765,0.0008830589,0.0110851005,0.40937588,0.043655038],"genre_scores_gemma":[0.5657085,0.0025032538,0.305935,0.0015888268,0.00033653926,0.0020482652,0.028200349,0.032131515,0.061547723],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99969876,0.00005293928,0.000022136754,0.000054330383,0.0001437116,0.000028107743],"domain_scores_gemma":[0.9992446,0.00038635603,0.000066918044,0.00011056704,0.00009931489,0.00009227638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005626249,0.0009518203,0.00048071815,0.00082995574,0.00033251708,0.00092615845,0.0014876903,0.00067275635,0.012640514],"category_scores_gemma":[0.0021295706,0.00042986503,0.0003436137,0.00055292755,0.00025154557,0.0014019707,0.002086262,0.00085744343,0.0036138115],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020164046,0.00046889007,0.013511408,0.0013278143,0.00030858433,0.0022356748,0.0018404715,0.029911995,0.04739318,0.01386882,0.37090042,0.5162164],"study_design_scores_gemma":[0.0005077455,0.0005446503,0.014281991,0.00031170557,0.00014462839,0.0026156935,0.0004471664,0.4182678,0.05367217,0.017815666,0.49106833,0.00032247131],"about_ca_topic_score_codex":0.0018511834,"about_ca_topic_score_gemma":0.0036223168,"teacher_disagreement_score":0.012640514,"about_ca_system_score_codex":0.00036105356,"about_ca_system_score_gemma":0.00035998193,"threshold_uncertainty_score":0.042286694},"labels":[],"label_agreement":null},{"id":"W2889411877","doi":"10.1109/iwcmc.2018.8450365","title":"Impact of hidden nodes on uplink transmission in IEEE 802.11ax heterogeneous network","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Telecommunications link; Computer network; Computer science; Hidden node problem; Node (physics); Transmission (telecommunications); Throughput; Network packet; IEEE 802; Carrier sense multiple access with collision avoidance; IEEE 802.11; Wireless network; Wireless; Telecommunications; Engineering; Quality of service; Wi-Fi array","score_opus":0.022014592981582242,"score_gpt":0.3062852781454561,"score_spread":0.2842706851638738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889411877","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77302355,0.0033773468,0.21542834,0.0007250113,0.00018982518,0.000050776966,0.00007519873,0.0002669147,0.0068630707],"genre_scores_gemma":[0.9979381,0.00026989353,0.0015153344,0.00003189729,0.000015104618,0.000005431521,0.000009209744,0.000007773048,0.00020725233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997759,0.00069337955,0.000092513044,0.00020773236,0.00069953525,0.00054783555],"domain_scores_gemma":[0.98704356,0.009820258,0.0013122266,0.0006303161,0.0009909184,0.00020266726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022154376,0.00055690017,0.0006491548,0.00049222226,0.0010066504,0.0011503904,0.0008533847,0.000652972,0.0007834115],"category_scores_gemma":[0.013028674,0.00034473254,0.00036775993,0.0005266422,0.0014331043,0.0015971275,0.0011106504,0.0008878312,0.0000900333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011597925,0.00020574807,0.029597854,0.0004122828,0.00020497742,0.004727157,0.0010129198,0.82493305,0.04693969,0.04257326,0.0015508621,0.046682514],"study_design_scores_gemma":[0.000021038662,0.0003772365,0.0047574965,0.00004711262,0.00018144671,0.001077795,0.00043613356,0.96970403,0.018188944,0.004718774,0.00044929227,0.000040619234],"about_ca_topic_score_codex":0.0045314333,"about_ca_topic_score_gemma":0.003569915,"teacher_disagreement_score":0.0045314333,"about_ca_system_score_codex":0.0014174121,"about_ca_system_score_gemma":0.0010862403,"threshold_uncertainty_score":0.011716425},"labels":[],"label_agreement":null},{"id":"W2889508249","doi":"10.1109/iwcmc.2018.8450373","title":"Performance of Caching in a Layered CoAP Proxy","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Proxy (statistics); Computer network; Computer science; Cache; Architecture; Default gateway; Wireless sensor network","score_opus":0.015351999370917557,"score_gpt":0.26201840717256597,"score_spread":0.24666640780164842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889508249","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9826382,0.00044030044,0.015127695,0.0000597155,0.000023444682,0.000023957298,0.00005716424,0.0004487098,0.0011809353],"genre_scores_gemma":[0.99791163,0.00004745703,0.0017849173,0.000011323525,0.000002697613,0.000007149317,0.000045084176,0.000013701387,0.00017609674],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99778086,0.0005169587,0.00018542008,0.00032735537,0.00067377783,0.0005155556],"domain_scores_gemma":[0.99032253,0.0043066833,0.0010146791,0.0013311992,0.0024028004,0.000622152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021523046,0.00091033924,0.0010804145,0.00068543095,0.0008485755,0.0021780946,0.0013153559,0.0012324196,0.00062225066],"category_scores_gemma":[0.01218684,0.00033903355,0.00035217396,0.001165858,0.0012120238,0.002142079,0.0011227203,0.00081770646,0.00019258763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038818885,0.0004933997,0.032506656,0.00023403962,0.0003648057,0.0009674301,0.00034183107,0.85117227,0.075747065,0.005437691,0.00078275014,0.028070265],"study_design_scores_gemma":[0.00002378185,0.0003798794,0.0037262107,0.000012986306,0.00007425257,0.00020624397,0.000094784366,0.97115266,0.023434956,0.0006475341,0.00020597134,0.000040732826],"about_ca_topic_score_codex":0.0060257115,"about_ca_topic_score_gemma":0.001991212,"teacher_disagreement_score":0.0060257115,"about_ca_system_score_codex":0.0015775175,"about_ca_system_score_gemma":0.0012895378,"threshold_uncertainty_score":0.011981249},"labels":[],"label_agreement":null},{"id":"W2898496147","doi":"10.1145/3265863.3265877","title":"QoS based Joint Radio Resource Allocation for Multi-Homing Calls in Heterogeneous Wireless Access Network","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Quality of service; Subcarrier; Resource allocation; Computer network; Multihoming; Wireless network; Mathematical optimization; Lagrange multiplier; Wireless; Throughput; Distributed computing; Orthogonal frequency-division multiplexing; Telecommunications; Mathematics","score_opus":0.07468612381736336,"score_gpt":0.3221653282446404,"score_spread":0.24747920442727703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898496147","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047680177,0.00033169214,0.9500331,0.000118244105,0.00005148793,0.000031557647,0.000013093367,0.00017828243,0.0015622624],"genre_scores_gemma":[0.88716114,0.0001610254,0.11129333,0.000071731934,0.000056073477,0.000058555335,0.00003153225,0.000033213186,0.001133454],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993223,0.0002740328,0.00002911065,0.00010471547,0.00015542236,0.00011450293],"domain_scores_gemma":[0.9993543,0.00034015888,0.00006722117,0.000070139686,0.00011620294,0.00005209789],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008336119,0.00047243788,0.0006367308,0.00033266516,0.0004963852,0.000680567,0.00095452066,0.00052156864,0.0008663648],"category_scores_gemma":[0.001791367,0.00020498852,0.00027325648,0.000372071,0.0004902881,0.0011983054,0.00088644953,0.0006420182,0.00018147657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028758514,0.00022739393,0.0019454848,0.00011249765,0.000062880245,0.00020300526,0.00017968366,0.7574253,0.02580986,0.023373876,0.0016845232,0.18868788],"study_design_scores_gemma":[0.000005848251,0.00003523645,0.000132225,0.0000016424984,0.000005631062,0.000034240526,0.000016654145,0.9964606,0.0011791479,0.0018411126,0.0002807952,0.0000068621343],"about_ca_topic_score_codex":0.00093310623,"about_ca_topic_score_gemma":0.0013887316,"teacher_disagreement_score":0.00095452066,"about_ca_system_score_codex":0.00038801727,"about_ca_system_score_gemma":0.00046243428,"threshold_uncertainty_score":0.0044086576},"labels":[],"label_agreement":null},{"id":"W2899899244","doi":"10.1109/icnidc.2018.8525810","title":"A Load Balance Self-Healing Algorithm Based on AHP for Backhaul Transmission in UDNs","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Backhaul (telecommunications); Computer science; Computer network; Robustness (evolution); Relay; Distributed computing; Load management; Quality of service; Engineering; Power (physics)","score_opus":0.014329902267145733,"score_gpt":0.27754711705944646,"score_spread":0.2632172147923007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2899899244","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021491623,0.00020113743,0.97691536,0.00012429913,0.000045724213,0.000091946225,0.000022279122,0.00018862417,0.0009190196],"genre_scores_gemma":[0.73673844,0.00024168057,0.2615863,0.000091565526,0.00004980582,0.00024398667,0.00008668076,0.00003361486,0.0009278923],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993874,0.00016552313,0.00006122534,0.00010455324,0.00020441737,0.000076789685],"domain_scores_gemma":[0.9992499,0.0003234964,0.000092429764,0.000033221288,0.00024811988,0.00005280964],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001242612,0.00052550493,0.0009202623,0.00085400906,0.0010685795,0.00077985454,0.0015103911,0.0005809496,0.00083550136],"category_scores_gemma":[0.002196441,0.00028449896,0.00047308367,0.0007484055,0.0004924834,0.00095909234,0.0010345747,0.0007425691,0.00010079519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015528596,0.00014734773,0.0018630772,0.00017120142,0.00010065448,0.00016663487,0.00043395723,0.81253123,0.00635706,0.009249114,0.0014561908,0.1673683],"study_design_scores_gemma":[0.000007962762,0.000021491296,0.000066864384,0.0000037426926,0.000006832425,0.000015412843,0.00002970376,0.99807113,0.00042478897,0.001150624,0.00019656283,0.0000049309356],"about_ca_topic_score_codex":0.0054559535,"about_ca_topic_score_gemma":0.0041652494,"teacher_disagreement_score":0.0054559535,"about_ca_system_score_codex":0.0007111124,"about_ca_system_score_gemma":0.0011677153,"threshold_uncertainty_score":0.010848343},"labels":[],"label_agreement":null},{"id":"W2911405393","doi":"10.1109/jsac.2019.2898786","title":"Interference Mitigation for Ultrareliable Low-Latency Wireless Communication","year":2019,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Nokia","keywords":"Single antenna interference cancellation; Wireless; Fading; Bandwidth (computing); Telecommunications link; Scalability; Power control; Antenna diversity; Interference (communication); Wireless network","score_opus":0.023038368523198592,"score_gpt":0.2923211005685652,"score_spread":0.2692827320453666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911405393","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057294868,0.0010052476,0.93753064,0.0001739721,0.000064776366,0.000047386024,0.000015833506,0.00037850425,0.003488684],"genre_scores_gemma":[0.8873867,0.00051005505,0.10971716,0.00017412784,0.00007094659,0.00006704684,0.00003057486,0.00004287844,0.002000465],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992834,0.00015777074,0.000035395024,0.00008619175,0.0003167479,0.00012053196],"domain_scores_gemma":[0.9980229,0.00090621976,0.00035372484,0.00040082543,0.00024391088,0.00007243341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007831581,0.00058232894,0.00057725894,0.00051023846,0.0008577944,0.00074784807,0.0011721607,0.00047582257,0.0011246154],"category_scores_gemma":[0.0018063105,0.0002488972,0.00023309118,0.00042219082,0.0010005716,0.0015277824,0.0018756872,0.0011559427,0.00023789961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007229991,0.00028214854,0.0015604274,0.0006599255,0.0001511447,0.0007296055,0.0011482375,0.1484126,0.36251563,0.14295992,0.0033524972,0.33750492],"study_design_scores_gemma":[0.000062479645,0.00096603064,0.0007088002,0.000073458206,0.0000922708,0.0010530734,0.0004012507,0.76122594,0.18426968,0.03519515,0.01585714,0.000094715484],"about_ca_topic_score_codex":0.00039229263,"about_ca_topic_score_gemma":0.00077313144,"teacher_disagreement_score":0.0011721607,"about_ca_system_score_codex":0.0005240286,"about_ca_system_score_gemma":0.0006346527,"threshold_uncertainty_score":0.0041418076},"labels":[],"label_agreement":null},{"id":"W2912347247","doi":"10.1109/iccchina.2018.8641202","title":"Adaptive Uplink OFDMA Random Access Grouping Scheme for Ultra-Dense Networks in IEEE 802.11ax","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Huawei Technologies (Canada); Western University","funders":"","keywords":"Computer science; Telecommunications link; Computer network; Scheme (mathematics); Random access; Software deployment; IEEE 802; Orthogonal frequency-division multiplexing; Distributed computing; Real-time computing; Quality of service","score_opus":0.04765017202792537,"score_gpt":0.3182407701541253,"score_spread":0.2705905981261999,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912347247","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10269099,0.0005741071,0.8938569,0.00017248692,0.00008515781,0.00006713115,0.000021896964,0.000524882,0.0020065617],"genre_scores_gemma":[0.91838896,0.00020812474,0.08043338,0.00010510518,0.000050393188,0.00006824808,0.000028111499,0.0000132975865,0.0007044477],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939895,0.00024360394,0.00003503425,0.00009640931,0.0001201905,0.000105775514],"domain_scores_gemma":[0.9991486,0.00023733111,0.00019537391,0.0002234087,0.00015092519,0.000044363587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077486323,0.00035081166,0.0003761359,0.0004663524,0.0006631511,0.00040821335,0.0008102932,0.00035602006,0.00043095642],"category_scores_gemma":[0.0017730513,0.00013786244,0.00026419703,0.0005267195,0.00046144065,0.0007277646,0.0006436166,0.00041765106,0.00015912829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005893253,0.00037211977,0.0065500173,0.00023356441,0.00014837907,0.00090657984,0.0008527262,0.42147022,0.15170272,0.051283035,0.0040637394,0.36182752],"study_design_scores_gemma":[0.000046785623,0.00047933566,0.0028993574,0.00001591793,0.000059389004,0.0006461803,0.000118308206,0.969849,0.015705314,0.0058630053,0.0042683934,0.00004903465],"about_ca_topic_score_codex":0.0015279839,"about_ca_topic_score_gemma":0.0019560514,"teacher_disagreement_score":0.0015279839,"about_ca_system_score_codex":0.00039930103,"about_ca_system_score_gemma":0.00044934842,"threshold_uncertainty_score":0.004097879},"labels":[],"label_agreement":null},{"id":"W2914958944","doi":"10.1109/tvt.2019.2897127","title":"Performance Evaluation of Heterogeneous IoT Nodes With Differentiated QoS in IEEE 802.11ah RAW Mechanism","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer network; Computer science; Quality of service; IEEE 802.1X; Protocol (science); Service set; Media access control; Inter-Access Point Protocol; Throughput; IEEE 802.11; Wireless network; Wireless; Wi-Fi; Telecommunications","score_opus":0.013925109365239401,"score_gpt":0.23655681329662304,"score_spread":0.22263170393138362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2914958944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97528684,0.0007496286,0.020538453,0.00009777955,0.0000658941,0.00006845795,0.0000783345,0.00022325876,0.0028912625],"genre_scores_gemma":[0.99774855,0.000079324105,0.001855603,0.000014238313,0.0000064551296,0.000016734233,0.00004087868,0.000005980401,0.00023216271],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981483,0.00052401115,0.0001404067,0.0002312982,0.0006285583,0.0003273529],"domain_scores_gemma":[0.99477494,0.00285462,0.0005489357,0.00046007874,0.0011478333,0.00021365818],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028863146,0.0006873869,0.0005923598,0.0006635025,0.00044477344,0.00068232603,0.0008682229,0.00055943464,0.00073258154],"category_scores_gemma":[0.006125593,0.00013494477,0.00022775322,0.0006205045,0.00049214275,0.00094384304,0.0006269902,0.00033417568,0.00012553726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0053985645,0.0010638044,0.02699559,0.0007468546,0.0003083219,0.0010368302,0.00054919446,0.6715208,0.18416417,0.007454574,0.0015569675,0.09920438],"study_design_scores_gemma":[0.00009768313,0.004480943,0.011574936,0.000030495046,0.00017658129,0.000401718,0.00030728115,0.9181192,0.06297445,0.0010118195,0.0007660122,0.000058940783],"about_ca_topic_score_codex":0.0012301181,"about_ca_topic_score_gemma":0.0007848922,"teacher_disagreement_score":0.0028863146,"about_ca_system_score_codex":0.0006765807,"about_ca_system_score_gemma":0.00034240913,"threshold_uncertainty_score":0.0152644515},"labels":[],"label_agreement":null},{"id":"W2915289913","doi":"10.1109/glocom.2018.8647598","title":"Differentiated QoS to Heterogeneous IoT Nodes in IEEE 802.11ah RAW Mechanism","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer network; Computer science; Quality of service; IEEE 802.1X; Protocol (science); Heterogeneous network; Access control; Internet of Things; Media access control; Service set; Throughput; Distributed computing; Wireless network; IEEE 802.11; Wireless; Wi-Fi; Computer security; Telecommunications","score_opus":0.019283225285172803,"score_gpt":0.2683627503296905,"score_spread":0.2490795250445177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915289913","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62351173,0.0016307068,0.36362332,0.00034521488,0.00024193399,0.0003204012,0.00012917526,0.000721295,0.00947617],"genre_scores_gemma":[0.9760991,0.00017491753,0.022984892,0.00007181388,0.000027923008,0.000077454504,0.00004365351,0.000018309194,0.00050195475],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978776,0.00058587914,0.00016059901,0.00021602325,0.00090238923,0.00025747734],"domain_scores_gemma":[0.9958768,0.0018679072,0.00047456365,0.0006663488,0.0009803415,0.00013401649],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036333343,0.000673642,0.0004649528,0.00068414985,0.000497533,0.0013590648,0.0010954285,0.0006002849,0.0007627422],"category_scores_gemma":[0.00586232,0.00023320699,0.00039661053,0.00045014927,0.0008141479,0.001537529,0.0009966495,0.00077730784,0.0001196118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020325289,0.0008189997,0.025794161,0.00097123487,0.00033516294,0.0015472361,0.0010126363,0.24922642,0.4037476,0.13814312,0.0026514544,0.17371944],"study_design_scores_gemma":[0.00014798311,0.0029570833,0.013368752,0.000113483475,0.00027833483,0.0016289783,0.0004995221,0.8201129,0.12991393,0.023666782,0.0071173036,0.00019493258],"about_ca_topic_score_codex":0.00062374404,"about_ca_topic_score_gemma":0.0004054468,"teacher_disagreement_score":0.0036333343,"about_ca_system_score_codex":0.0006900819,"about_ca_system_score_gemma":0.0005363439,"threshold_uncertainty_score":0.019215167},"labels":[],"label_agreement":null},{"id":"W2915561364","doi":"10.1109/access.2019.2900290","title":"An Experimental Study on Multipath TCP Congestion Control With Heterogeneous Radio Access Technologies","year":2019,"lang":"en","type":"article","venue":"IEEE Access","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"United Arab Emirates University","keywords":"Multipath TCP; Computer science; Computer network; Multipath propagation; Testbed; Throughput; Network congestion; Wireless; Node (physics); Wireless network; Transmission Control Protocol; Radio resource management; Data transmission; Transmission (telecommunications); Channel (broadcasting); Network packet; Telecommunications; Engineering","score_opus":0.031571877531601046,"score_gpt":0.33457426938021334,"score_spread":0.3030023918486123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915561364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9914655,0.00010140919,0.007427921,0.000041597337,0.000042765223,0.00007212136,0.000060276085,0.000119245844,0.0006691903],"genre_scores_gemma":[0.99716717,0.000041294836,0.0025271573,0.000009694538,0.000009927874,0.000039962655,0.00004080331,0.000007123383,0.00015675974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99817085,0.0006409892,0.00012681514,0.0002851556,0.000394617,0.0003815835],"domain_scores_gemma":[0.9939667,0.0035553088,0.0006480326,0.0007338422,0.00079289766,0.00030315205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018333783,0.00070181186,0.0006179806,0.0006588117,0.00057804905,0.0005833535,0.00096992013,0.00049204443,0.00076613505],"category_scores_gemma":[0.005119516,0.00019404897,0.00027740872,0.00057588564,0.0009950593,0.0010008505,0.00054831564,0.0008298083,0.0000685922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008902886,0.016885413,0.025671342,0.0009540864,0.00039156748,0.001489261,0.0010306909,0.49689928,0.3519401,0.008052574,0.0022927127,0.08549008],"study_design_scores_gemma":[0.00043153067,0.013304134,0.010301622,0.00003636669,0.00015575318,0.00030729774,0.00046124498,0.85401416,0.11853235,0.0015083273,0.00087652844,0.000070585855],"about_ca_topic_score_codex":0.0020106004,"about_ca_topic_score_gemma":0.00096359046,"teacher_disagreement_score":0.0020106004,"about_ca_system_score_codex":0.0006482602,"about_ca_system_score_gemma":0.0005483679,"threshold_uncertainty_score":0.009695947},"labels":[],"label_agreement":null},{"id":"W2918058626","doi":"10.1109/tvt.2019.2900032","title":"Throughput Analysis of Vehicular Internet Access via Roadside WiFi Hotspot","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Computer network; Hotspot (geology); Computer science; Throughput; The Internet; Internet access; Markov chain; Wireless; Telecommunications; World Wide Web","score_opus":0.013080918369007202,"score_gpt":0.2669934613356641,"score_spread":0.2539125429666569,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2918058626","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9501887,0.0009853096,0.04261802,0.00021146254,0.000029886009,0.000037183097,0.00033485604,0.0003943336,0.005200264],"genre_scores_gemma":[0.9991079,0.0001219118,0.0004363457,0.0000059970016,0.000004808384,0.000006180166,0.000053170104,0.0000072330126,0.00025646208],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926955,0.00016818143,0.000020797135,0.00009421815,0.00016073548,0.00028652477],"domain_scores_gemma":[0.9977264,0.0013862854,0.00030754413,0.00011745385,0.00039089276,0.000071343726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007767218,0.0006037045,0.00066023413,0.0011876865,0.00052807207,0.0007085996,0.0006524511,0.0004797159,0.00090548233],"category_scores_gemma":[0.0024833265,0.00020713265,0.00047858575,0.0013299386,0.00067192083,0.0008068798,0.00058312784,0.0003930366,0.00013835075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027568077,0.000054132048,0.0075661046,0.00005705577,0.00006504934,0.00026275706,0.00012539257,0.97260666,0.007113523,0.00594598,0.00049691397,0.0054307682],"study_design_scores_gemma":[0.000002856888,0.000061930186,0.002440718,0.0000041841186,0.000022796405,0.000048416357,0.00005593166,0.99484444,0.0017257754,0.0006677957,0.00011206091,0.000013125026],"about_ca_topic_score_codex":0.015604553,"about_ca_topic_score_gemma":0.0057009235,"teacher_disagreement_score":0.015604553,"about_ca_system_score_codex":0.0019733028,"about_ca_system_score_gemma":0.0006864991,"threshold_uncertainty_score":0.031027436},"labels":[],"label_agreement":null},{"id":"W2941835884","doi":"10.1109/mnet.2019.1700224","title":"Bridging the Transition from IEEE 802.11ac to IEEE 802.11ax: Survival of EDCA in a Coexistence Environment","year":2019,"lang":"en","type":"article","venue":"IEEE Network","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Telecommunications link; Computer network; Spectral efficiency; Orthogonal frequency-division multiple access; MIMO; Throughput; Orthogonal frequency-division multiplexing; Telecommunications; Wireless","score_opus":0.01847770020638592,"score_gpt":0.2365665827166566,"score_spread":0.21808888251027067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2941835884","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.093278654,0.012973982,0.8182769,0.01660393,0.003092441,0.00020972108,0.00009288539,0.0012449886,0.054226473],"genre_scores_gemma":[0.71681166,0.0072558834,0.24721621,0.0041862135,0.00215266,0.00020811413,0.00015420633,0.00016705751,0.021847954],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99818254,0.0003909294,0.00012232049,0.00029595112,0.0006746305,0.0003335818],"domain_scores_gemma":[0.9935389,0.0014385023,0.00046395077,0.00086130144,0.0031686889,0.0005286751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0048662927,0.0006335144,0.00050364586,0.00074429845,0.001082311,0.0034786751,0.0014499638,0.0020479555,0.0017071302],"category_scores_gemma":[0.00658138,0.00038187648,0.00034153624,0.0008534896,0.0025349145,0.0066425633,0.0023956718,0.006133663,0.0005590703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004426779,0.00040627448,0.0051910523,0.00029023335,0.00004283486,0.00044524836,0.0016307955,0.005989218,0.0267253,0.525012,0.008249124,0.42557523],"study_design_scores_gemma":[0.00017760997,0.0027832254,0.009795617,0.00089087116,0.00014965518,0.003485403,0.002050193,0.14210425,0.052116536,0.1871759,0.59890324,0.00036750993],"about_ca_topic_score_codex":0.0025467859,"about_ca_topic_score_gemma":0.0012103003,"teacher_disagreement_score":0.0048662927,"about_ca_system_score_codex":0.0012755747,"about_ca_system_score_gemma":0.0021759835,"threshold_uncertainty_score":0.025735676},"labels":[],"label_agreement":null},{"id":"W2941951647","doi":"10.1109/tim.2019.2910344","title":"Statistical Evaluation of the Behavior of 5-GHz Radio LAN Devices","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Universal Software Radio Peripheral; Testbed; Computer science; Software-defined radio; Baseband; Wireless; Computer network; Bandwidth (computing); Telecommunications","score_opus":0.05872807183606595,"score_gpt":0.29916960128584025,"score_spread":0.2404415294497743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2941951647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96459776,0.00014340943,0.03218022,0.00008155108,0.000032485095,0.000052689,0.00035098725,0.00050230237,0.002058513],"genre_scores_gemma":[0.99748397,0.000024914581,0.0018812075,0.000015212719,0.000007770918,0.000021256985,0.00030452493,0.00001584477,0.0002454129],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99771285,0.0005871991,0.00016552732,0.00037407875,0.00088380685,0.0002764592],"domain_scores_gemma":[0.988789,0.0063508595,0.0016374256,0.0014600111,0.0015009729,0.00026174186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022054184,0.0002773294,0.0002860937,0.000916787,0.0002452149,0.00048628598,0.00060616725,0.00039840824,0.00087375386],"category_scores_gemma":[0.011759453,0.00012903061,0.00019570827,0.0007573355,0.00047295785,0.0006175598,0.0004384184,0.0003531508,0.00033570538],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013384667,0.00083096896,0.43128762,0.00049147714,0.00034926613,0.0012333209,0.00059176935,0.29073188,0.10721531,0.009273943,0.002881399,0.1537746],"study_design_scores_gemma":[0.000029567022,0.0019380746,0.28054926,0.000037657686,0.000081574435,0.0013909037,0.00044635058,0.658044,0.052719485,0.0016707471,0.0030251304,0.00006729284],"about_ca_topic_score_codex":0.0006958817,"about_ca_topic_score_gemma":0.00080332125,"teacher_disagreement_score":0.0022054184,"about_ca_system_score_codex":0.00046778485,"about_ca_system_score_gemma":0.00028622738,"threshold_uncertainty_score":0.0116634965},"labels":[],"label_agreement":null},{"id":"W2948586400","doi":"10.1109/cybermatics_2018.2018.00071","title":"Efficiency of Restricted Access Window Scheme of IEEE 802.11ah Under Non-Ideal Channel Condition","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Computer network; Window (computing); Ideal (ethics); Channel (broadcasting); Scheme (mathematics); Telecommunications; Mathematics; Political science","score_opus":0.031130637605633192,"score_gpt":0.31708453192821445,"score_spread":0.2859538943225813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2948586400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73249716,0.0023392038,0.2553415,0.00026261387,0.00010300293,0.00015920712,0.00012474104,0.0010353528,0.008137183],"genre_scores_gemma":[0.9907747,0.00026859375,0.0084293205,0.000020666486,0.000016581142,0.00003051915,0.000034992518,0.000022089254,0.0004025239],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981712,0.000647365,0.00010430608,0.00022374447,0.00052271446,0.00033063252],"domain_scores_gemma":[0.99496233,0.0027541774,0.0005681534,0.0009291378,0.0006864067,0.00009977909],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018875909,0.0005476541,0.0006401797,0.0005385628,0.00043785834,0.0006911199,0.0010977043,0.00052486616,0.00087696593],"category_scores_gemma":[0.006021349,0.00017494938,0.00022026127,0.00040199902,0.00060443627,0.0013857306,0.0005228848,0.00042951584,0.00026568712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004313347,0.0010665811,0.022194074,0.0010855471,0.00028454507,0.001498043,0.0010715709,0.21070763,0.44046378,0.03383826,0.0027978814,0.28067884],"study_design_scores_gemma":[0.00016468558,0.0030705747,0.017753437,0.000085208616,0.00023760543,0.0026630107,0.00036680847,0.7779584,0.17991751,0.014244537,0.0034017805,0.00013647655],"about_ca_topic_score_codex":0.00059967616,"about_ca_topic_score_gemma":0.00040916045,"teacher_disagreement_score":0.0018875909,"about_ca_system_score_codex":0.00031350076,"about_ca_system_score_gemma":0.0004460249,"threshold_uncertainty_score":0.0099826455},"labels":[],"label_agreement":null},{"id":"W2949886575","doi":"","title":"Throughput-Optimal Random Access with Order-Optimal Delay","year":2010,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Network topology; Scheduling (production processes); Network packet; Computer network; Network congestion; Wireless network; Random access; Topology (electrical circuits); Distributed computing; Wireless; Mathematical optimization; Mathematics; Telecommunications","score_opus":0.05865531833255154,"score_gpt":0.21750115381653146,"score_spread":0.1588458354839799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949886575","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18597518,0.0006276104,0.8034387,0.0005340012,0.00013700045,0.00010038462,0.000108935725,0.00032397138,0.008754271],"genre_scores_gemma":[0.9764163,0.00016654078,0.021800496,0.00007839718,0.000046643883,0.00004085483,0.000023560415,0.00003059716,0.0013966794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9986601,0.00046498483,0.00006006053,0.00020586561,0.0002952178,0.000313734],"domain_scores_gemma":[0.9947431,0.0034742875,0.0006441605,0.00041187735,0.000520957,0.00020569097],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017301257,0.0005515618,0.0007713605,0.00063818006,0.0005434562,0.0012769774,0.000819561,0.00057628896,0.0014996184],"category_scores_gemma":[0.006424501,0.00030403127,0.00039727957,0.000737262,0.0015499198,0.0014759521,0.00076112093,0.0010005091,0.00020087177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003433208,0.00013249634,0.000986059,0.0000981524,0.000036042366,0.00014579769,0.000117126045,0.7698593,0.01054949,0.20620272,0.0010271036,0.010502456],"study_design_scores_gemma":[0.000022821823,0.00007202712,0.00013577325,0.0000053923673,0.000007955156,0.00003735018,0.000018176777,0.9696951,0.0019680783,0.027627364,0.00040019891,0.000009831798],"about_ca_topic_score_codex":0.0015500698,"about_ca_topic_score_gemma":0.0011223417,"teacher_disagreement_score":0.0019529457,"about_ca_system_score_codex":0.0019529457,"about_ca_system_score_gemma":0.0016239377,"threshold_uncertainty_score":0.014169693},"labels":[],"label_agreement":null},{"id":"W2956441526","doi":"10.1109/icc.2019.8761211","title":"Dataset Modeling for Data-Driven AI-Based Personalized Wireless Networks","year":2019,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Personalization; Provisioning; Context (archaeology); Wireless network; Computer user satisfaction; User satisfaction; Wireless; Distributed computing; Computer network; User experience design; Human–computer interaction; World Wide Web; User interface design; Telecommunications","score_opus":0.05566828420395405,"score_gpt":0.3167033556421913,"score_spread":0.2610350714382373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2956441526","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06652377,0.00035341206,0.9237674,0.0008005735,0.00007499467,0.00031009622,0.0047881473,0.0016471661,0.0017343239],"genre_scores_gemma":[0.7076283,0.00037187937,0.27996403,0.00018282222,0.00007621616,0.00083857286,0.009322271,0.00007833753,0.0015375514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891686,0.00035440992,0.00011439701,0.00030301424,0.00022798931,0.00008326823],"domain_scores_gemma":[0.99616325,0.0022073712,0.00037413248,0.0004884976,0.000646987,0.00011968329],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019354351,0.00054074737,0.00057373254,0.0011875418,0.00052265386,0.0012755067,0.0017392774,0.0008072262,0.0013150001],"category_scores_gemma":[0.0069235372,0.00030499775,0.0009974365,0.0016627476,0.0003640163,0.001262095,0.00088343216,0.0012774933,0.0002881253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010942748,0.00011646595,0.005240866,0.00008610188,0.000067372544,0.000060810038,0.00008171273,0.9463327,0.0012480326,0.007311952,0.0016920973,0.03765241],"study_design_scores_gemma":[0.0000025891109,0.0000088079505,0.000480286,0.0000025228057,0.0000037470832,0.000005938845,0.000008789709,0.99736637,0.0001779923,0.0015666288,0.00037323625,0.0000030471822],"about_ca_topic_score_codex":0.015268454,"about_ca_topic_score_gemma":0.020012774,"teacher_disagreement_score":0.015268454,"about_ca_system_score_codex":0.0018193221,"about_ca_system_score_gemma":0.0010306613,"threshold_uncertainty_score":0.030359149},"labels":[],"label_agreement":null},{"id":"W2963726946","doi":"10.1109/icc.2018.8422747","title":"Optimal Scheduling across Heterogeneous Air Interfaces of LTE/WiFi Aggregation","year":2018,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Quality of service; Computer network; Scheduling (production processes); Provisioning; Bandwidth (computing); Distributed computing; Mathematical optimization","score_opus":0.021157437665754668,"score_gpt":0.302769076959156,"score_spread":0.28161163929340133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963726946","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.218456,0.00043790974,0.7739445,0.0002863996,0.00006187216,0.00008286511,0.0000762543,0.00019768658,0.0064565027],"genre_scores_gemma":[0.96098685,0.00008004527,0.037832033,0.000038078557,0.000020526077,0.000041796036,0.000035547964,0.000024276145,0.0009408293],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994704,0.00019321669,0.000013872266,0.00008107213,0.000084804524,0.0001566305],"domain_scores_gemma":[0.99929774,0.00040264204,0.00009898911,0.000039156945,0.000084505955,0.00007698509],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010853487,0.00064064143,0.00086733035,0.0003566349,0.00058509863,0.000939844,0.00075929856,0.0005639204,0.0009443271],"category_scores_gemma":[0.0018281379,0.00049456954,0.0003546623,0.00046915666,0.0006155364,0.0007172419,0.00069622474,0.0006438154,0.00011886275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000524019,0.000028334996,0.00028530866,0.0000112045,0.000010607782,0.000032138818,0.000018979797,0.98741674,0.0010785699,0.00475663,0.00029001228,0.0060190107],"study_design_scores_gemma":[0.0000023258124,0.0000053701083,0.00003917767,4.509765e-7,0.0000014997153,0.0000014516525,0.0000033406463,0.9991937,0.00009071354,0.0006227451,0.00003845209,8.3288995e-7],"about_ca_topic_score_codex":0.015685713,"about_ca_topic_score_gemma":0.013619356,"teacher_disagreement_score":0.015685713,"about_ca_system_score_codex":0.001924178,"about_ca_system_score_gemma":0.0021523086,"threshold_uncertainty_score":0.031188786},"labels":[],"label_agreement":null},{"id":"W2966892942","doi":"10.1109/stict.2019.8789369","title":"Toward Predictive Handover Mechanism in Software-Defined Enterprise Wi-Fi Networks","year":2019,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Handover; Computer science; Computer network; Throughput; Quality of experience; Resource allocation; Point (geometry); Quality of service; Wireless; Operating system","score_opus":0.010368755470564059,"score_gpt":0.2202758040219241,"score_spread":0.20990704855136003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2966892942","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039491568,0.0003818109,0.95833564,0.00016507812,0.00003973336,0.00002246871,0.000022434175,0.0006335854,0.00090764964],"genre_scores_gemma":[0.918726,0.00019803549,0.079746254,0.000089596244,0.000049559178,0.000027139826,0.00005964163,0.000020236057,0.0010835223],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951124,0.00011267767,0.000029494871,0.000105103885,0.00015755693,0.00008387984],"domain_scores_gemma":[0.9992859,0.00037649795,0.0000923184,0.0000527274,0.0001593507,0.00003316683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009253306,0.00043659506,0.00059150934,0.00061653566,0.00041155142,0.00070437876,0.0010675743,0.0007195512,0.00047236067],"category_scores_gemma":[0.001975243,0.00023890611,0.00029467716,0.0004050296,0.00040549666,0.00086612947,0.0005813335,0.0008104352,0.0001293862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018546874,0.00012239927,0.0019263834,0.000045422992,0.00004059818,0.00012567229,0.00009118437,0.7777384,0.010513123,0.005682482,0.0011379898,0.20239086],"study_design_scores_gemma":[0.0000016521308,0.0000097300135,0.00012488457,0.000001280599,0.0000025596607,0.0000073826823,0.000004304872,0.9984976,0.00068999815,0.00057458295,0.0000838836,0.0000021666083],"about_ca_topic_score_codex":0.004891411,"about_ca_topic_score_gemma":0.0034873614,"teacher_disagreement_score":0.004891411,"about_ca_system_score_codex":0.0006870073,"about_ca_system_score_gemma":0.00060968543,"threshold_uncertainty_score":0.009725928},"labels":[],"label_agreement":null},{"id":"W2968008834","doi":"10.1016/j.comcom.2019.08.006","title":"Performance analysis of video on demand in an IEEE 802.11p-based vehicular network","year":2019,"lang":"en","type":"article","venue":"Computer Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"","keywords":"Computer science; Computer network; IEEE 802.11p; Sizing; Download; Key (lock); Travel time; Real-time computing; Service (business); Video on demand; IEEE 802; Vehicular ad hoc network; Quality of service; Transport engineering; Telecommunications; Wireless ad hoc network; Engineering; Operating system; Wireless","score_opus":0.029712029065385188,"score_gpt":0.2843773682192572,"score_spread":0.254665339153872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968008834","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9472692,0.0012481667,0.042356133,0.0006168752,0.00011364258,0.0001022536,0.00026905982,0.00033505226,0.007689615],"genre_scores_gemma":[0.9985916,0.00011784328,0.0008506819,0.000015749538,0.000009112933,0.000008705862,0.00006470038,0.000009011748,0.00033245838],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981828,0.00048179965,0.00006408444,0.00017338297,0.00057090446,0.0005269781],"domain_scores_gemma":[0.99464697,0.0028896048,0.00028006098,0.00017461256,0.0018034325,0.00020528722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00181347,0.0008697361,0.00077715673,0.0011021266,0.00068268925,0.0010055437,0.0009145902,0.0006922745,0.001315642],"category_scores_gemma":[0.0050879843,0.00020795406,0.00027735796,0.0009659049,0.0007138188,0.00085686764,0.0008205461,0.0005328915,0.0001578665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017770785,0.00021888748,0.00714477,0.00025772932,0.00010801092,0.0003521924,0.00015262328,0.9295492,0.022531083,0.0057464098,0.0019074664,0.030254576],"study_design_scores_gemma":[0.00000956723,0.00028893803,0.0014694909,0.0000056904632,0.00002193732,0.00007382088,0.00008171631,0.99393255,0.0034899078,0.0004532255,0.00016125638,0.000011881929],"about_ca_topic_score_codex":0.017141512,"about_ca_topic_score_gemma":0.01142199,"teacher_disagreement_score":0.017141512,"about_ca_system_score_codex":0.0028066677,"about_ca_system_score_gemma":0.0009720983,"threshold_uncertainty_score":0.034083486},"labels":[],"label_agreement":null},{"id":"W2971065749","doi":"10.1109/spawc.2019.8815570","title":"Compliance Evaluation of Wi-Fi™ Devices","year":2019,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Universal Software Radio Peripheral; Testbed; Computer science; Baseband; Software-defined radio; Wireless; Key (lock); Software; Embedded system; Computer network; Telecommunications; Operating system; Bandwidth (computing)","score_opus":0.09130217303303935,"score_gpt":0.34673371185381235,"score_spread":0.255431538820773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2971065749","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9422424,0.00022395597,0.051600896,0.0001580985,0.00015244473,0.0003954255,0.0002268361,0.00072861783,0.0042712265],"genre_scores_gemma":[0.98866975,0.00006516715,0.009429477,0.00006308397,0.000013549456,0.00018698741,0.00029217033,0.000039763723,0.0012399434],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9865827,0.003636929,0.0010891745,0.0011479334,0.006676637,0.0008666804],"domain_scores_gemma":[0.98989993,0.0030697966,0.0018464428,0.0019106191,0.003021861,0.00025132357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005538515,0.00049379864,0.000489157,0.0010213767,0.0005865836,0.00092222454,0.0020785152,0.0011062887,0.0022899027],"category_scores_gemma":[0.01910105,0.00022022368,0.00031978017,0.0007664195,0.00087923545,0.0015498084,0.0012182523,0.00063105876,0.0006831663],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0040084072,0.004306102,0.13680087,0.0017032597,0.0003587168,0.00199663,0.002181544,0.086922415,0.4437881,0.020087648,0.0060937963,0.2917525],"study_design_scores_gemma":[0.00029017424,0.013156658,0.083690174,0.0002730139,0.00022594332,0.0021570707,0.0019888997,0.26492378,0.6110302,0.003119408,0.018955477,0.00018913898],"about_ca_topic_score_codex":0.0007174597,"about_ca_topic_score_gemma":0.0005616013,"teacher_disagreement_score":0.005538515,"about_ca_system_score_codex":0.0009091019,"about_ca_system_score_gemma":0.0006599693,"threshold_uncertainty_score":0.029290795},"labels":[],"label_agreement":null},{"id":"W2971404181","doi":"10.1109/ccoms.2019.8821712","title":"Secured LTE-Wi-Fi Offloading Using RTT Based Evading Malicious Access Point (EMAP) Algorithm","year":2019,"lang":"en","type":"article","venue":"2019 IEEE 4th International Conference on Computer and Communication Systems (ICCCS)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sheridan College","funders":"","keywords":"Computer science; Computer network; Cellular network; Mobile device; Point (geometry); Data access; Set (abstract data type); Algorithm; Database; Operating system","score_opus":0.06831348194611474,"score_gpt":0.3300045741057093,"score_spread":0.2616910921595946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2971404181","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08304169,0.00038413305,0.91055244,0.00014492584,0.00012314085,0.00012109274,0.000061293635,0.0021958838,0.0033753067],"genre_scores_gemma":[0.8695507,0.00016733745,0.12586471,0.00009918975,0.000042674325,0.00008881091,0.00018344872,0.000044265147,0.003958806],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950266,0.00005984203,0.00003563197,0.00010022342,0.00021191739,0.000089622416],"domain_scores_gemma":[0.99960166,0.0000993863,0.00008674258,0.0000684166,0.00011362054,0.000030233246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023372454,0.00058506354,0.00070805487,0.0005192262,0.00038425508,0.00047450134,0.00069822103,0.0005473327,0.00084511575],"category_scores_gemma":[0.0011532222,0.00013574582,0.000385187,0.0003140488,0.0003666177,0.0007191683,0.0005764057,0.00036260908,0.00052194885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008256222,0.00027212204,0.004726062,0.00013291436,0.00011902612,0.00080951414,0.00017767485,0.40028104,0.07296038,0.004892685,0.004277083,0.5105258],"study_design_scores_gemma":[0.00001628248,0.000093368544,0.00063684385,0.0000053390113,0.00001157582,0.00033016206,0.000020479172,0.9871293,0.009872289,0.00095759216,0.0009144801,0.000012313798],"about_ca_topic_score_codex":0.0022058159,"about_ca_topic_score_gemma":0.0022766958,"teacher_disagreement_score":0.0022058159,"about_ca_system_score_codex":0.00036952904,"about_ca_system_score_gemma":0.0005189518,"threshold_uncertainty_score":0.0043858886},"labels":[],"label_agreement":null},{"id":"W2974803701","doi":"10.1109/access.2019.2942114","title":"Self-Organizing TDMA: A Distributed Contention-Resolution MAC Protocol","year":2019,"lang":"en","type":"article","venue":"IEEE Access","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Huawei Technologies","keywords":"Time division multiple access; Computer science; Computer network; Throughput; Channel (broadcasting); Node (physics); Transmission (telecommunications); Asynchronous communication; Frame (networking); Queue; Channel allocation schemes; Channel access method; Distributed computing; Wireless; Telecommunications","score_opus":0.0257466763989327,"score_gpt":0.3072242323356557,"score_spread":0.281477555936723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974803701","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015686177,0.0007506487,0.97806054,0.00014988669,0.00020180541,0.00013844759,0.000044244345,0.001007883,0.003960368],"genre_scores_gemma":[0.5883954,0.0011814404,0.40335461,0.00035175204,0.00030800895,0.00058717077,0.00024159154,0.00015493653,0.0054251775],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960154,0.00009950379,0.000025243022,0.00006487351,0.00017159869,0.000037238486],"domain_scores_gemma":[0.9995865,0.00011405383,0.00006359377,0.0000707697,0.00012712684,0.000037907033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004619164,0.0003566259,0.00038836477,0.00069624226,0.00046194764,0.0005803768,0.0016539051,0.00046402172,0.0006755595],"category_scores_gemma":[0.00084359676,0.00015222581,0.00038334972,0.0005961654,0.00047364138,0.00069312606,0.00062914577,0.0004850985,0.00025602768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004427086,0.00042159035,0.002105597,0.0008091783,0.00029471045,0.0005687891,0.0005589481,0.16733865,0.19042003,0.16244811,0.014870252,0.45972145],"study_design_scores_gemma":[0.00008577401,0.00031176867,0.0008022853,0.000027139331,0.000090727,0.0007194774,0.0000630485,0.90364003,0.02238757,0.017069763,0.05473766,0.000064713764],"about_ca_topic_score_codex":0.00078779884,"about_ca_topic_score_gemma":0.00086495426,"teacher_disagreement_score":0.0016539051,"about_ca_system_score_codex":0.00031063243,"about_ca_system_score_gemma":0.0007595942,"threshold_uncertainty_score":0.0024428964},"labels":[],"label_agreement":null},{"id":"W2982705469","doi":"10.1109/lcn44214.2019.8990787","title":"On the Use of Wide Channels in WiFi Networks","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Channel (broadcasting); Software deployment; Computer science; Computer network; Power (physics); Joint (building); Telecommunications; Current (fluid); Electrical engineering; Engineering","score_opus":0.0760839556276574,"score_gpt":0.2678760166915824,"score_spread":0.191792061063925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982705469","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30953965,0.0154501945,0.57623047,0.010444499,0.0004804029,0.00009867635,0.0001968295,0.00023911227,0.08732026],"genre_scores_gemma":[0.96652925,0.005756487,0.0224798,0.00043575704,0.0004306828,0.000053696927,0.000048048125,0.000059893882,0.0042063277],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973586,0.0012429408,0.000043962285,0.00027216136,0.0006565043,0.00042570132],"domain_scores_gemma":[0.9913333,0.00726531,0.00036346974,0.00044925907,0.00041020982,0.00017838398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002880225,0.0008049921,0.00087549776,0.000894458,0.0012163694,0.002998222,0.0012289224,0.0020147313,0.0031279544],"category_scores_gemma":[0.01422316,0.00049249467,0.0004890171,0.0013321298,0.0029633683,0.006235048,0.002179123,0.0020530869,0.00033851198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017866088,0.00012251642,0.0029443575,0.00020019166,0.00005903351,0.00031827352,0.00041639374,0.46965238,0.0033513648,0.449231,0.0052723796,0.06825346],"study_design_scores_gemma":[0.000021930275,0.00013112191,0.0015155746,0.00011851866,0.00004824464,0.0004123356,0.000534271,0.69695807,0.0017094209,0.290834,0.0076715294,0.000044952143],"about_ca_topic_score_codex":0.002808557,"about_ca_topic_score_gemma":0.0028003452,"teacher_disagreement_score":0.0031279544,"about_ca_system_score_codex":0.0013173467,"about_ca_system_score_gemma":0.0008050266,"threshold_uncertainty_score":0.015232325},"labels":[],"label_agreement":null},{"id":"W2983387397","doi":"10.1109/tim.2006.876536","title":"Error-Recovery Service for the IEEE 802.11b Protocol","year":2006,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Massachusetts Institute of Technology","keywords":"Computer science; Retransmission; Network packet; Throughput; Overhead (engineering); Computer network; IEEE 802.11; Error detection and correction; IEEE 802; Protocol data unit; Bit error rate; Real-time computing; Quality of service; Algorithm; Wireless; Telecommunications; Channel (broadcasting)","score_opus":0.05427372383636356,"score_gpt":0.2883799597737218,"score_spread":0.23410623593735821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2983387397","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026146073,0.0053011635,0.88903314,0.0035498682,0.002105909,0.00064809085,0.00069563824,0.018159246,0.05436084],"genre_scores_gemma":[0.5881279,0.0056339516,0.31994447,0.0032523007,0.0022113658,0.0017199147,0.0032957646,0.0011603216,0.07465411],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99840146,0.00029729112,0.00012336361,0.00013096232,0.0008739147,0.00017295848],"domain_scores_gemma":[0.9978471,0.0003378352,0.00026541503,0.00058097887,0.0008447447,0.00012389211],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022949632,0.00060271623,0.00067576783,0.0010835078,0.00096131087,0.0018259985,0.0012660875,0.0013706974,0.006845142],"category_scores_gemma":[0.0057178577,0.00023105726,0.00025486253,0.0009807658,0.0005994204,0.001528016,0.0013484438,0.0019305713,0.005882931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081184466,0.00050653634,0.0020486938,0.00078218203,0.000102130056,0.0010789877,0.00047684577,0.0073014996,0.08730096,0.1967924,0.10430008,0.5984978],"study_design_scores_gemma":[0.0003845855,0.0009465261,0.0028126938,0.00027389868,0.00014525493,0.0035483055,0.00015986657,0.19083966,0.05526928,0.047084916,0.6982909,0.00024423396],"about_ca_topic_score_codex":0.0014840553,"about_ca_topic_score_gemma":0.0009791707,"teacher_disagreement_score":0.006845142,"about_ca_system_score_codex":0.00067848625,"about_ca_system_score_gemma":0.0013825663,"threshold_uncertainty_score":0.02289927},"labels":[],"label_agreement":null},{"id":"W2990840963","doi":"10.1109/pimrc.2019.8904310","title":"A Throughput Fairness-based Grouping Strategy for Dense IEEE 802.11ah Networks","year":2019,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Throughput; Maximum throughput scheduling; Computer network; Optimization problem; Integer programming; Reduction (mathematics); Ant colony optimization algorithms; Distributed computing; Wireless; Algorithm; Quality of service; Dynamic priority scheduling; Telecommunications","score_opus":0.032227776991167086,"score_gpt":0.2885881894272213,"score_spread":0.25636041243605423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990840963","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049914397,0.00035024693,0.94587296,0.00020328717,0.00012875296,0.000088114095,0.000027645958,0.0003648788,0.0030496537],"genre_scores_gemma":[0.9112577,0.00015949292,0.08628955,0.00009122209,0.00008293376,0.0000778509,0.00003447129,0.000028887694,0.0019779592],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992187,0.00018726452,0.0000389378,0.00015003493,0.00023656023,0.00016843532],"domain_scores_gemma":[0.9988906,0.0004082202,0.0001650711,0.0001291497,0.00029422704,0.00011276922],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015957404,0.00081596366,0.0009904966,0.0009355542,0.0017207962,0.0007962131,0.0016825045,0.0007436798,0.0012444379],"category_scores_gemma":[0.0023688427,0.000276671,0.00055450265,0.00077416905,0.0009284888,0.0013644308,0.0012694353,0.000658096,0.00029095422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005449234,0.00041741994,0.0020168996,0.00016240643,0.0001092998,0.0004529657,0.00071970036,0.6678421,0.036185935,0.043274302,0.004569296,0.24370486],"study_design_scores_gemma":[0.00002963096,0.00022481086,0.0005382291,0.000008640241,0.000035493562,0.00015231337,0.00009811907,0.97935486,0.0039683254,0.0140879005,0.0014687182,0.00003304428],"about_ca_topic_score_codex":0.0036589873,"about_ca_topic_score_gemma":0.0048634186,"teacher_disagreement_score":0.0036589873,"about_ca_system_score_codex":0.0009887627,"about_ca_system_score_gemma":0.0012734011,"threshold_uncertainty_score":0.008439183},"labels":[],"label_agreement":null},{"id":"W2995112006","doi":"10.1109/cwit.2019.8929902","title":"A Soft Metric for Assessing the Compliance of WLAN Devices","year":2019,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Metric (unit); Universal Software Radio Peripheral; Computer science; Testbed; Probability distribution; Set (abstract data type); Computer network; Data mining; Software-defined radio; Mathematics; Statistics; Telecommunications; Engineering","score_opus":0.06073096358437741,"score_gpt":0.34714005952211263,"score_spread":0.2864090959377352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995112006","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21576901,0.00061292626,0.77336353,0.00031467326,0.00015987383,0.000298386,0.0007519132,0.0012583887,0.0074712727],"genre_scores_gemma":[0.8979884,0.00016667803,0.099619925,0.0001163831,0.00007985471,0.0002722661,0.0007244729,0.00007721677,0.0009547168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9817646,0.0041052215,0.002475672,0.0016053129,0.009288486,0.0007606653],"domain_scores_gemma":[0.9470239,0.027928306,0.009532961,0.004623115,0.009363459,0.0015282877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007919365,0.0013221721,0.0012894664,0.0066677784,0.00085729966,0.0031623498,0.0015151204,0.0020249411,0.0013055408],"category_scores_gemma":[0.054920137,0.00037224608,0.00070163596,0.0026338338,0.0020115997,0.0041300007,0.0031291666,0.001105769,0.00076582923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010780448,0.0004926084,0.11315754,0.0009202233,0.00048111114,0.0010245214,0.0007891715,0.4570312,0.038487118,0.045789737,0.0031008436,0.33764789],"study_design_scores_gemma":[0.00003185859,0.0015414187,0.03990315,0.00014704553,0.000086651606,0.001486104,0.00070779864,0.89971715,0.024729429,0.026825273,0.004580171,0.00024390368],"about_ca_topic_score_codex":0.00096676394,"about_ca_topic_score_gemma":0.00068240985,"teacher_disagreement_score":0.007919365,"about_ca_system_score_codex":0.0012462741,"about_ca_system_score_gemma":0.0009298991,"threshold_uncertainty_score":0.041882157},"labels":[],"label_agreement":null},{"id":"W2996396392","doi":"10.1109/lcomm.2019.2959525","title":"Joint Channel Assignment and Occupancy Time Optimization in Frame-Based Listen-Before-Talk","year":2019,"lang":"en","type":"article","venue":"IEEE Communications Letters","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; Memorial University of Newfoundland; Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Channel (broadcasting); Frame (networking); Optimization problem; Lyapunov optimization; Assignment problem; Mathematical optimization; Time complexity; Integer programming; Linear programming; Computer network; Network packet; Algorithm; Mathematics","score_opus":0.021066649516192835,"score_gpt":0.24747285822023232,"score_spread":0.2264062087040395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996396392","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.059187137,0.00029217236,0.9370597,0.0002772899,0.000059400205,0.0000388905,0.00004883128,0.00014618311,0.0028903408],"genre_scores_gemma":[0.95322716,0.00024053006,0.043587,0.00009547099,0.000047127713,0.000082101695,0.00006378459,0.00006954683,0.0025871876],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991366,0.00033091792,0.000018716299,0.00012007831,0.00015332815,0.0002404363],"domain_scores_gemma":[0.99833125,0.0012089446,0.00017212967,0.000041629133,0.00013467531,0.00011141437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014741177,0.0009908264,0.0012363454,0.0003001221,0.0003776878,0.0010792465,0.0009118015,0.0008178966,0.001919473],"category_scores_gemma":[0.0036768212,0.00055101904,0.00048644896,0.0005176105,0.0011641729,0.0010272866,0.0011060386,0.0012689898,0.00018940688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000073369105,0.000031242143,0.00013101278,0.000025916066,0.000011476781,0.000035929355,0.000024737112,0.9891139,0.00083369296,0.0054300753,0.00028964295,0.0039989697],"study_design_scores_gemma":[0.000007389511,0.00002815345,0.000036359652,0.0000012704993,0.0000035371506,0.000006411785,0.000008867092,0.99800295,0.00023030335,0.00159597,0.0000759134,0.0000028840816],"about_ca_topic_score_codex":0.004310435,"about_ca_topic_score_gemma":0.002594769,"teacher_disagreement_score":0.004310435,"about_ca_system_score_codex":0.0009470472,"about_ca_system_score_gemma":0.0016617886,"threshold_uncertainty_score":0.008570671},"labels":[],"label_agreement":null},{"id":"W2998970577","doi":"10.1109/jiot.2020.2965148","title":"Augmenting Drive-Thru Internet via Reinforcement Learning-Based Rate Adaptation","year":2020,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"National Natural Science Foundation of China","keywords":"Computer science; Reinforcement learning; Computer network; The Internet; Scalability; Throughput; Wireless; Link adaptation; Adaptation (eye); Usability; Channel (broadcasting); Internet access; Automotive industry; Frame (networking); Distributed computing; Artificial intelligence; Telecommunications; Human–computer interaction; Engineering","score_opus":0.02713888185586617,"score_gpt":0.25080158323116253,"score_spread":0.22366270137529637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2998970577","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052109666,0.00045420395,0.9426835,0.00017168578,0.00008846557,0.000070173024,0.000026956759,0.00064240216,0.0037528658],"genre_scores_gemma":[0.9661203,0.00015780814,0.032112606,0.00009745364,0.000035464815,0.000060562812,0.00002682696,0.000033252087,0.0013556356],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994696,0.00014454064,0.000026930898,0.0001452189,0.00012437078,0.00008936607],"domain_scores_gemma":[0.9981336,0.0009818503,0.00026554975,0.00018211274,0.00034049852,0.00009639208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010958287,0.00079275056,0.0008148348,0.0004620767,0.0004036518,0.00053205964,0.0012287966,0.00061294116,0.0009886982],"category_scores_gemma":[0.0043691243,0.00024919547,0.0003238339,0.00034903173,0.0008866755,0.0010529521,0.000971852,0.0011213623,0.00032705505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020457711,0.00026347153,0.002281806,0.00009307109,0.00006178516,0.0001961709,0.00015944369,0.8347703,0.011850958,0.008691568,0.0015250235,0.1399017],"study_design_scores_gemma":[0.000012136761,0.000057270194,0.00016840352,0.000004635571,0.000009398906,0.00003737612,0.000009255404,0.99696106,0.0010700874,0.0013368212,0.00032350395,0.000010011067],"about_ca_topic_score_codex":0.003913258,"about_ca_topic_score_gemma":0.00273456,"teacher_disagreement_score":0.003913258,"about_ca_system_score_codex":0.0005279638,"about_ca_system_score_gemma":0.0006344032,"threshold_uncertainty_score":0.007780969},"labels":[],"label_agreement":null},{"id":"W3009794420","doi":"10.23919/cnsm46954.2019.9012721","title":"Lumped Markovian Estimation for Wi-Fi Channel Utilization Prediction","year":2019,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Channel (broadcasting); Markov process; Representation (politics); State (computer science); Enhanced Data Rates for GSM Evolution; Matrix (chemical analysis); Process (computing); Edge device; Stochastic matrix; Wireless network; Task (project management); Wireless; Algorithm; Control theory (sociology); Markov chain; Computer network; Mathematics; Machine learning; Artificial intelligence; Engineering; Telecommunications; Statistics","score_opus":0.030114922804230542,"score_gpt":0.27395884755315114,"score_spread":0.2438439247489206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3009794420","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04140396,0.00012765643,0.9564748,0.0001589489,0.0000252348,0.000031344716,0.00019887436,0.00087917945,0.0007000331],"genre_scores_gemma":[0.9398711,0.00017745371,0.05728734,0.000073181574,0.000037525006,0.00010637302,0.00037003457,0.000049883234,0.002027074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952674,0.00013658676,0.0000268804,0.00013962889,0.000091094065,0.00007898623],"domain_scores_gemma":[0.99760616,0.0016511974,0.00023409391,0.00023867915,0.00020547329,0.000064403706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011466515,0.00065828575,0.0009810793,0.00067796785,0.00047529922,0.0009101467,0.001605404,0.00083337596,0.002130492],"category_scores_gemma":[0.00528668,0.0006656214,0.0005822287,0.00087803614,0.00073739205,0.0020414316,0.0008948398,0.0017014456,0.00042062855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044147448,0.000027326398,0.0009823699,0.00001173212,0.000020362078,0.00002147391,0.000022872335,0.9868246,0.0004027232,0.0028723704,0.00017236278,0.008597597],"study_design_scores_gemma":[0.000001087526,0.000004024175,0.000089488,0.0000012000118,0.0000018563878,0.000002318169,0.000001700618,0.99803215,0.00010764626,0.0017234606,0.000032561285,0.0000024576473],"about_ca_topic_score_codex":0.01697505,"about_ca_topic_score_gemma":0.0143762,"teacher_disagreement_score":0.01697505,"about_ca_system_score_codex":0.0011444341,"about_ca_system_score_gemma":0.000906276,"threshold_uncertainty_score":0.0337525},"labels":[],"label_agreement":null},{"id":"W3010096531","doi":"10.23919/cnsm46954.2019.9012720","title":"Concurrent Traffic Queuing Game in Smart Home","year":2019,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec","funders":"","keywords":"Computer science; Computer network; Quality of service; Queueing theory; Scheduling (production processes); Fair queuing; Network packet; Distributed computing; Concurrency; Queuing delay; Dynamic priority scheduling; Round-robin scheduling; Mathematical optimization","score_opus":0.010914963326800645,"score_gpt":0.24137340035560143,"score_spread":0.23045843702880078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010096531","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25967553,0.00030742117,0.72418135,0.0011152346,0.00013262666,0.00017134756,0.00014774971,0.00015204199,0.014116835],"genre_scores_gemma":[0.9804427,0.00010630521,0.015216603,0.00009126292,0.00003113836,0.00008570268,0.00002923438,0.00001268116,0.0039845165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892527,0.00050360366,0.000030515477,0.00013545857,0.00022936778,0.00017584224],"domain_scores_gemma":[0.9988023,0.0007151877,0.00011831063,0.000041817646,0.00017206166,0.00015024656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014147379,0.00051221787,0.00069569645,0.0003268001,0.0005900408,0.0009944523,0.00090571877,0.00083163875,0.0016856133],"category_scores_gemma":[0.002258407,0.00028334203,0.00051446847,0.0004017226,0.0010289464,0.0014119974,0.00078534445,0.0009494468,0.00009194013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022766886,0.00016177862,0.001058771,0.00006521242,0.00004610989,0.00034655994,0.000167428,0.72086173,0.0047622854,0.2634245,0.001297027,0.0075809876],"study_design_scores_gemma":[0.000018991206,0.000025473753,0.000100625715,0.0000016342794,0.0000056266213,0.000016319067,0.000018275792,0.9825979,0.00017294948,0.016767317,0.00026925423,0.00000572419],"about_ca_topic_score_codex":0.0051371153,"about_ca_topic_score_gemma":0.0030683165,"teacher_disagreement_score":0.0051371153,"about_ca_system_score_codex":0.0018554546,"about_ca_system_score_gemma":0.0015708406,"threshold_uncertainty_score":0.013462305},"labels":[],"label_agreement":null},{"id":"W3010230642","doi":"10.1109/jiot.2020.2978160","title":"Dynamic QoS-Aware Scheduling for Concurrent Traffic in Smart Home","year":2020,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Quality of service; Scheduling (production processes); Queueing theory; Distributed computing; Network packet; Fair queuing; Dynamic priority scheduling; Round-robin scheduling","score_opus":0.0286775959999131,"score_gpt":0.28539602243457707,"score_spread":0.25671842643466397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010230642","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.097319074,0.00014247202,0.90058285,0.00013061168,0.000040816423,0.000039262653,0.000022395736,0.0001996908,0.0015228621],"genre_scores_gemma":[0.96096957,0.0000836979,0.038178183,0.000026961552,0.000020128648,0.000025132513,0.00001877052,0.000023405622,0.00065406546],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993661,0.00017193254,0.0000281854,0.00012335168,0.00019833526,0.00011197598],"domain_scores_gemma":[0.99919075,0.00037492934,0.000116733456,0.00006852675,0.00017796978,0.00007109594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009904909,0.00042179658,0.00050831714,0.00037399202,0.0006116841,0.0008455495,0.0009167861,0.00038270085,0.00061934115],"category_scores_gemma":[0.0015762188,0.0002866381,0.00040464773,0.00051219686,0.000463847,0.0012486404,0.0006532927,0.0006250264,0.00008218363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023805218,0.00019901805,0.0024545714,0.00007444978,0.00005746388,0.0002379716,0.00019749715,0.85239166,0.029874513,0.048399884,0.0011743752,0.064700626],"study_design_scores_gemma":[0.0000046537293,0.000016687896,0.000112437076,0.0000010175004,0.0000048934703,0.000021750842,0.000015867581,0.99471635,0.0010286465,0.0038498575,0.00022386001,0.000004003468],"about_ca_topic_score_codex":0.0030392206,"about_ca_topic_score_gemma":0.0029198106,"teacher_disagreement_score":0.0030392206,"about_ca_system_score_codex":0.0011107133,"about_ca_system_score_gemma":0.0012725082,"threshold_uncertainty_score":0.008058846},"labels":[],"label_agreement":null},{"id":"W3011534399","doi":"10.1142/s0219649220400110","title":"Algorithmic Identification of the Best WLAN Protocol and Network Architecture for Internet-Based Applications","year":2020,"lang":"en","type":"article","venue":"Journal of Information & Knowledge Management","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Voice over IP; Computer science; Quality of service; Computer network; Jitter; The Internet; File Transfer Protocol; Throughput; Network packet; Service (business); Packet loss; Set (abstract data type); Wireless; Telecommunications; World Wide Web","score_opus":0.013903930547590761,"score_gpt":0.2682717939864239,"score_spread":0.25436786343883316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011534399","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07337405,0.00057099666,0.91716784,0.00036105292,0.00006396851,0.00026741432,0.00012587878,0.0010535098,0.0070153824],"genre_scores_gemma":[0.36734787,0.00027706532,0.6288862,0.00011780116,0.000045809717,0.0003337739,0.00031372943,0.00012003068,0.0025576893],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894434,0.00035210163,0.00006872678,0.00020320938,0.00032457223,0.00010705849],"domain_scores_gemma":[0.9985739,0.0005979666,0.00014616494,0.00010844512,0.00053023803,0.000043306765],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016562713,0.0006627208,0.000716374,0.0022858048,0.00087983755,0.0018115668,0.0011367957,0.0009457316,0.002194901],"category_scores_gemma":[0.006908554,0.0003687239,0.00049742823,0.0009982398,0.0006523799,0.0016306357,0.00081516017,0.0006640504,0.00054072496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038739073,0.0003372654,0.014127688,0.00026690832,0.00017383831,0.00016287158,0.0002403739,0.39219305,0.024025325,0.040910743,0.005986619,0.5211879],"study_design_scores_gemma":[0.00003467974,0.000108387896,0.0012677667,0.000030604908,0.00004036594,0.00008847273,0.00008597654,0.98190385,0.005192646,0.009387259,0.0018422647,0.000017778646],"about_ca_topic_score_codex":0.0026611695,"about_ca_topic_score_gemma":0.0033054324,"teacher_disagreement_score":0.0026611695,"about_ca_system_score_codex":0.0015788174,"about_ca_system_score_gemma":0.0020242387,"threshold_uncertainty_score":0.011455238},"labels":[],"label_agreement":null},{"id":"W3014454296","doi":"10.1145/1384529.1375459","title":"Performance of random medium access control, an asymptotic approach","year":2008,"lang":"en","type":"article","venue":"ACM SIGMETRICS Performance Evaluation Review","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Aloha; Computer science; Random access; Network packet; Queue; Access control; Simple (philosophy); Computer network; Queueing theory; Exponential backoff; Distributed computing; Throughput; Algorithm; Wireless; Telecommunications","score_opus":0.10759054177228122,"score_gpt":0.35034312587968797,"score_spread":0.24275258410740674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014454296","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03795225,0.003462817,0.9264643,0.00087312795,0.00013247567,0.00006500641,0.00010194974,0.0006569689,0.030291123],"genre_scores_gemma":[0.94476306,0.0024332409,0.048003163,0.00020165149,0.00025624732,0.0001363425,0.000121618534,0.000119545206,0.003965172],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967481,0.0011700313,0.00012092379,0.0004767967,0.0012323821,0.0002516601],"domain_scores_gemma":[0.991928,0.005200878,0.00046414588,0.0010328597,0.0012824391,0.00009182138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00382319,0.0007809834,0.0008011746,0.0013867907,0.00051726453,0.0018476458,0.001684144,0.0011405357,0.0018416335],"category_scores_gemma":[0.025178537,0.00035999942,0.00044030984,0.0008475702,0.001701606,0.0035249137,0.0012212239,0.0010706226,0.00057028444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013322257,0.00009558489,0.0024201032,0.00022904074,0.00007827472,0.000112084555,0.00016232704,0.63714886,0.0044140527,0.3019294,0.0017794003,0.05149761],"study_design_scores_gemma":[0.0000072037196,0.00007049248,0.00042667383,0.000024396844,0.00001804543,0.00007852906,0.000023987017,0.9499817,0.0013531512,0.04661835,0.0013802417,0.00001723392],"about_ca_topic_score_codex":0.0021201374,"about_ca_topic_score_gemma":0.00089577783,"teacher_disagreement_score":0.00382319,"about_ca_system_score_codex":0.001899946,"about_ca_system_score_gemma":0.001256311,"threshold_uncertainty_score":0.020219207},"labels":[],"label_agreement":null},{"id":"W302565937","doi":"10.1007/s11107-015-0505-3","title":"Energy efficiency analysis of aggregation mechanisms in IEEE 802.11n radio-over-fiber-based distributed antenna systems","year":2015,"lang":"en","type":"article","venue":"Photonic Network Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University College London; University of Ottawa","keywords":"Computer science; Efficient energy use; Radio over fiber; Energy consumption; Computer network; IEEE 802; Throughput; Distributed antenna system; Antenna (radio); Media access control; Wireless; Energy (signal processing); Quality of service; Base station; Telecommunications; Electrical engineering","score_opus":0.033555717217277604,"score_gpt":0.2763337473433427,"score_spread":0.2427780301260651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W302565937","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.552768,0.0027379552,0.41785473,0.0005577606,0.00007454141,0.00006848541,0.00006888873,0.00020978591,0.025659895],"genre_scores_gemma":[0.9955586,0.00015289392,0.0032322656,0.000018415049,0.000014901658,0.000011758047,0.000014435361,0.000011655958,0.0009849273],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906486,0.00034255497,0.000030794596,0.0000660572,0.00031642866,0.00017929391],"domain_scores_gemma":[0.99745566,0.0016111616,0.00016622158,0.00022981032,0.00050796225,0.000029165294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019213366,0.00050262624,0.000455625,0.00053013244,0.0003950316,0.0009048532,0.0007249394,0.00041235765,0.0014861008],"category_scores_gemma":[0.004402969,0.0001882422,0.0002704,0.00059054716,0.00048822165,0.0009829501,0.00041138686,0.00034932635,0.00021225539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000436348,0.00015983239,0.0029675255,0.00007474387,0.000066688954,0.00008541034,0.00015329239,0.86705834,0.013345762,0.059829086,0.0010505345,0.05477254],"study_design_scores_gemma":[0.0000044120034,0.000049358285,0.0007857378,0.0000050865942,0.00001326164,0.000028145316,0.000028456941,0.9935662,0.0017213373,0.0035514878,0.00024183694,0.0000046953032],"about_ca_topic_score_codex":0.0014546224,"about_ca_topic_score_gemma":0.0014946146,"teacher_disagreement_score":0.0019213366,"about_ca_system_score_codex":0.0015070215,"about_ca_system_score_gemma":0.0004712029,"threshold_uncertainty_score":0.010934293},"labels":[],"label_agreement":null},{"id":"W3033503381","doi":"10.1016/j.adhoc.2020.102226","title":"WiRelax: Towards real-time respiratory biofeedback during meditation using WiFi","year":2020,"lang":"en","type":"article","venue":"Ad Hoc Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Australian Research Council; Commonwealth Scientific and Industrial Research Organisation; Ontario Centres of Excellence","keywords":"Breathing; Biofeedback; Computer science; Waveform; Real-time computing; Wearable computer; Meditation; Simulation; Artificial intelligence; Physical medicine and rehabilitation; Embedded system; Medicine; Telecommunications; Anesthesia","score_opus":0.03353945084705859,"score_gpt":0.26686993445500184,"score_spread":0.23333048360794326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3033503381","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15544063,0.003371584,0.800573,0.0009033735,0.00083670433,0.00054644013,0.001029508,0.019571632,0.017727189],"genre_scores_gemma":[0.71992105,0.0015855567,0.24290243,0.0007531885,0.00026908395,0.00036728798,0.0012740055,0.0006457728,0.032281548],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997825,0.00003200034,0.000010570097,0.00004037198,0.000106824475,0.000027682658],"domain_scores_gemma":[0.99983025,0.00006444279,0.000011369742,0.000019946185,0.000054752632,0.000019338222],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003956964,0.0005513771,0.00028245008,0.0003467496,0.00020061358,0.00048495445,0.0006213049,0.0004944041,0.006852573],"category_scores_gemma":[0.00063724775,0.00014752247,0.00015892736,0.00019216335,0.00014278977,0.0004902161,0.00065897626,0.00036774186,0.0012014048],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018879934,0.00021981573,0.0036749141,0.00036682928,0.0001399529,0.00037401746,0.00022098799,0.0033752043,0.2484112,0.0019825734,0.014193623,0.7251528],"study_design_scores_gemma":[0.00094641687,0.004301807,0.033178482,0.00029178197,0.00047999408,0.0033584237,0.00038449655,0.41075727,0.42428413,0.0035529865,0.118277974,0.00018619567],"about_ca_topic_score_codex":0.0013106582,"about_ca_topic_score_gemma":0.002301936,"teacher_disagreement_score":0.006852573,"about_ca_system_score_codex":0.0001454111,"about_ca_system_score_gemma":0.00021625108,"threshold_uncertainty_score":0.022924125},"labels":[],"label_agreement":null},{"id":"W3043946492","doi":"10.1145/3395351.3399442","title":"Protecting wi-fi beacons from outsider forgeries","year":2020,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fonds Wetenschappelijk Onderzoek; Vlaamse regering; York University; New York University Abu Dhabi","keywords":"Beacon; Computer science; Computer network; Adversary; Computer security; Overhead (engineering); Scheme (mathematics); Bandwidth (computing); Operating system","score_opus":0.039156328359122805,"score_gpt":0.2299196254680748,"score_spread":0.19076329710895198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3043946492","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.151918,0.0013161795,0.8311375,0.00090297725,0.0003527987,0.0003643553,0.00015456344,0.0027968134,0.011056891],"genre_scores_gemma":[0.90746254,0.00052537746,0.084955625,0.0002713187,0.00019853756,0.00025657605,0.00021315618,0.00018579475,0.005931206],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99534154,0.0011967557,0.00039589152,0.0005519898,0.0018413702,0.00067235954],"domain_scores_gemma":[0.9713766,0.007838764,0.0031334339,0.0151511915,0.0019667523,0.0005332744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0061346223,0.0009429366,0.0013279825,0.00152019,0.002011972,0.0025824255,0.0017611495,0.0023147925,0.0017101184],"category_scores_gemma":[0.024739884,0.0007594237,0.00068234454,0.001077881,0.0017536368,0.005053298,0.005341596,0.002606399,0.0012210563],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030038587,0.0005178765,0.015106405,0.0007239778,0.00029988005,0.0015901007,0.005876358,0.036945466,0.23253769,0.16502404,0.009600323,0.52877396],"study_design_scores_gemma":[0.0006074172,0.0027422716,0.008097136,0.00039211477,0.0005016569,0.005855214,0.0012336692,0.35828605,0.44124326,0.09317058,0.08740484,0.00046580727],"about_ca_topic_score_codex":0.0006396512,"about_ca_topic_score_gemma":0.0003300045,"teacher_disagreement_score":0.0061346223,"about_ca_system_score_codex":0.00081847387,"about_ca_system_score_gemma":0.0011405983,"threshold_uncertainty_score":0.032443404},"labels":[],"label_agreement":null},{"id":"W3045498764","doi":"10.1007/978-3-319-32903-1_234-1","title":"Hidden and Exposed Terminal Problems","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Terminal (telecommunication); Computer science; Telecommunications","score_opus":0.027208681082070276,"score_gpt":0.2316810428477791,"score_spread":0.20447236176570882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3045498764","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019422308,0.013585374,0.20660886,0.013854069,0.0036673322,0.00007290286,0.00019695735,0.00021040233,0.74238175],"genre_scores_gemma":[0.2802432,0.016735531,0.025976948,0.0028064016,0.003102797,0.00014414774,0.00025021713,0.00026667753,0.67047405],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993475,0.00015691039,0.000019629206,0.00012961026,0.00024347064,0.0001027495],"domain_scores_gemma":[0.9986927,0.00076223235,0.000065909146,0.00025614654,0.00012577225,0.00009729507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00096774864,0.00068885455,0.0006389938,0.0006085699,0.0016164529,0.0027989803,0.0016678132,0.0024610886,0.022307096],"category_scores_gemma":[0.004204429,0.0004431251,0.000666885,0.00072502234,0.0037829033,0.0069998666,0.0032729763,0.0062369043,0.003622138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021816197,0.000021073434,0.000057910485,0.000054061347,0.0000066067987,0.00013516362,0.00027617457,0.0017572086,0.0002467578,0.96143824,0.017653791,0.018331304],"study_design_scores_gemma":[0.000011509575,0.000016860897,0.0000996937,0.00008192255,0.000010122468,0.00028218934,0.0001594788,0.004676185,0.00033781794,0.94262,0.051694043,0.000010326901],"about_ca_topic_score_codex":0.0007170389,"about_ca_topic_score_gemma":0.0006207506,"teacher_disagreement_score":0.022307096,"about_ca_system_score_codex":0.0011532397,"about_ca_system_score_gemma":0.0009159423,"threshold_uncertainty_score":0.07462466},"labels":[],"label_agreement":null},{"id":"W3080082894","doi":"10.1145/2318857.2254804","title":"Measuring and characterizing home networks","year":2012,"lang":"en","type":"article","venue":"ACM SIGMETRICS Performance Evaluation Review","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Universal Plug and Play; Computer science; Set (abstract data type); Telecommunications; Data set; Computer network; Artificial intelligence","score_opus":0.12859924777256956,"score_gpt":0.3228065373716196,"score_spread":0.19420728959905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080082894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6802687,0.0018860927,0.28137127,0.00040143635,0.00011676651,0.00062531995,0.0041815634,0.0030298585,0.028118987],"genre_scores_gemma":[0.92397356,0.0011483938,0.07083908,0.00008905532,0.000060342198,0.00019138072,0.0021846811,0.0001077962,0.0014057278],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99779177,0.0006688122,0.00012924332,0.0003670073,0.0008656101,0.00017750227],"domain_scores_gemma":[0.9960049,0.0013805677,0.00060351397,0.00065142167,0.001164663,0.00019493907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016183656,0.00066723087,0.00047870958,0.0020053878,0.00046236615,0.0016368623,0.0009916693,0.000561104,0.0007118122],"category_scores_gemma":[0.0077134445,0.0002323873,0.00013518638,0.0015704818,0.00032029094,0.0019555404,0.0009901583,0.00043881018,0.00042175132],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028716316,0.00040385648,0.34752712,0.0007708291,0.0003052632,0.00044582097,0.001643175,0.11533538,0.033637673,0.019922508,0.0114245005,0.46829668],"study_design_scores_gemma":[0.000063056854,0.00072025805,0.29239485,0.00036429122,0.00029990365,0.0015873861,0.0034934438,0.55283624,0.075652145,0.015648162,0.056767955,0.00017237972],"about_ca_topic_score_codex":0.0050683185,"about_ca_topic_score_gemma":0.0054308698,"teacher_disagreement_score":0.0050683185,"about_ca_system_score_codex":0.00079304,"about_ca_system_score_gemma":0.0004411987,"threshold_uncertainty_score":0.010077655},"labels":[],"label_agreement":null},{"id":"W3090535981","doi":"10.1145/3416010.3423217","title":"NeuRA","year":2020,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Throughput; Sampling (signal processing); Frame (networking); Artificial neural network; Adaptation (eye); Variety (cybernetics); Sampling frame; Algorithm; Real-time computing; Machine learning; Artificial intelligence; Computer network; Wireless; Telecommunications","score_opus":0.032949771980917184,"score_gpt":0.22991310405263202,"score_spread":0.19696333207171485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3090535981","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01635706,0.0042860894,0.9049836,0.002265922,0.0012447955,0.00017416534,0.0008680457,0.003412269,0.06640807],"genre_scores_gemma":[0.5213274,0.009494039,0.3197757,0.0021429576,0.00048250286,0.0008841884,0.0025288214,0.00035772886,0.14300668],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99984205,0.000026240763,0.000011318369,0.000050440944,0.000049774855,0.00002005233],"domain_scores_gemma":[0.9997205,0.00006650745,0.000036266705,0.00004272398,0.00011535332,0.000018598077],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00047306792,0.00070523587,0.00037180504,0.00034636835,0.0003534101,0.001059368,0.0010688499,0.0009590458,0.01152515],"category_scores_gemma":[0.0014214822,0.00020393249,0.00035617623,0.00040913137,0.0003238774,0.0009288737,0.00070924446,0.0008876865,0.0057427404],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021212465,0.0001029376,0.0016889769,0.00032521808,0.000116789175,0.00018479885,0.00006384876,0.15313257,0.010251845,0.06799348,0.044478633,0.72144884],"study_design_scores_gemma":[0.00004852296,0.00009353036,0.0007676686,0.00005630684,0.000038923496,0.00028846605,0.000032803826,0.9107667,0.006769769,0.02212267,0.05897621,0.000038417304],"about_ca_topic_score_codex":0.002445197,"about_ca_topic_score_gemma":0.0024238036,"teacher_disagreement_score":0.98847485,"about_ca_system_score_codex":0.0005387908,"about_ca_system_score_gemma":0.0007319326,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W3099554131","doi":"","title":"An energy efficient MAC protocol for fully connected wireless ad hoc networks","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Throughput; Network packet; Wireless ad hoc network; Energy consumption; Transmission delay; Transmission (telecommunications); Efficient energy use; Multiple Access with Collision Avoidance for Wireless; Wireless; Mobile ad hoc network; Wireless network; Optimized Link State Routing Protocol; Telecommunications; Routing protocol; Electrical engineering; Engineering","score_opus":0.014338716534351871,"score_gpt":0.28230948658973076,"score_spread":0.2679707700553789,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3099554131","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01600734,0.0025715071,0.9753945,0.0003035594,0.00041824492,0.00028548657,0.000089920024,0.0010822129,0.0038472954],"genre_scores_gemma":[0.6349556,0.0019039401,0.35306516,0.0004587568,0.00028241228,0.0010302821,0.00036135656,0.00011323288,0.0078292135],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895006,0.00032308366,0.00009705534,0.000080191516,0.00048369193,0.00006594311],"domain_scores_gemma":[0.99859506,0.00056853873,0.00014904342,0.00020197888,0.00044403944,0.000041300726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010658746,0.00059872324,0.00041718312,0.00078903284,0.0005654783,0.0011372296,0.0013456322,0.00064121716,0.0013608834],"category_scores_gemma":[0.00269721,0.00031396648,0.00032362094,0.0007597397,0.0005041026,0.0015617239,0.00088465604,0.00088346156,0.00027698348],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00072587037,0.0003954093,0.0011839139,0.0014230196,0.00043390872,0.0010316999,0.00062319264,0.25974882,0.121180736,0.19173315,0.025937544,0.3955827],"study_design_scores_gemma":[0.00006423388,0.00036422015,0.0005888047,0.0001162256,0.000087682754,0.0007282927,0.000055164503,0.9228156,0.01375315,0.025415076,0.035936333,0.00007513907],"about_ca_topic_score_codex":0.0005122086,"about_ca_topic_score_gemma":0.00082602113,"teacher_disagreement_score":0.0013608834,"about_ca_system_score_codex":0.00048996735,"about_ca_system_score_gemma":0.0006907932,"threshold_uncertainty_score":0.00563699},"labels":[],"label_agreement":null},{"id":"W3100274823","doi":"","title":"1Coordination-based Medium Access Control with Space-reservation for Wireless Ad Hoc Networks","year":2016,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer network; Computer science; Wireless ad hoc network; Network packet; Energy consumption; Scheduling (production processes); Reservation; Mobile ad hoc network; Wireless; Multiple Access with Collision Avoidance for Wireless; Throughput; Media access control; Access control; Wireless network; Optimized Link State Routing Protocol; Telecommunications; Engineering; Routing protocol","score_opus":0.018312339131894093,"score_gpt":0.2676807749775382,"score_spread":0.24936843584564414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3100274823","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0080808895,0.0033108653,0.97545993,0.0004247144,0.00044912312,0.00013384486,0.000078366415,0.0021412307,0.00992115],"genre_scores_gemma":[0.76242745,0.0027318953,0.21954149,0.0002978557,0.00045181648,0.00055924134,0.0003332943,0.00016712032,0.013489883],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914694,0.0003831164,0.000039222192,0.00010956288,0.00024100767,0.0000801856],"domain_scores_gemma":[0.99938715,0.00024632568,0.00007930842,0.00008651019,0.00016878275,0.000031811],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010082427,0.0006086227,0.000534975,0.00039593436,0.0006117404,0.0010926203,0.0014685378,0.0005954644,0.0034924787],"category_scores_gemma":[0.0017935631,0.00012647796,0.00017375458,0.0007190668,0.0006834076,0.00086253666,0.0006123798,0.0007028061,0.001231993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006357119,0.00030196094,0.0017862014,0.0007965785,0.00011331724,0.00075399334,0.00043784562,0.21154769,0.044942692,0.14935242,0.034758337,0.5545733],"study_design_scores_gemma":[0.00007502591,0.00033067807,0.0004476737,0.000049691454,0.00003708435,0.0003209942,0.000056841447,0.92251885,0.007007926,0.016418735,0.0526952,0.000041212286],"about_ca_topic_score_codex":0.0013748542,"about_ca_topic_score_gemma":0.0015586532,"teacher_disagreement_score":0.0034924787,"about_ca_system_score_codex":0.00054985326,"about_ca_system_score_gemma":0.0005803453,"threshold_uncertainty_score":0.011683464},"labels":[],"label_agreement":null},{"id":"W3106319199","doi":"","title":"Voice Service Support in Mobile Ad Hoc Networks","year":2012,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Alberta","funders":"","keywords":"Computer science; Jitter; Computer network; Mobile ad hoc network; Wireless ad hoc network; Reservation; Mobile computing; Quality of service; Adaptive quality of service multi-hop routing; Optimized Link State Routing Protocol; Real-time computing; Telecommunications; Wireless; Network packet; Routing protocol","score_opus":0.024829601953329918,"score_gpt":0.28215483718984063,"score_spread":0.25732523523651074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3106319199","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31971973,0.01411495,0.60465264,0.0029636046,0.0015741581,0.00026851427,0.00028595614,0.0027849188,0.05363551],"genre_scores_gemma":[0.97354907,0.0014116497,0.02011632,0.00014940588,0.00039272054,0.000051180643,0.00017864753,0.000033310167,0.004117686],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99967885,0.00009121295,0.000024142808,0.00003132349,0.00011096683,0.00006353987],"domain_scores_gemma":[0.9991817,0.0003995329,0.000049325852,0.000075620745,0.00024287973,0.00005097677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048213822,0.00031094975,0.00032178915,0.00043950218,0.00044883662,0.0009223445,0.00046522234,0.00043119353,0.0027981182],"category_scores_gemma":[0.0018860974,0.00011619646,0.000100069345,0.0004762777,0.00029162658,0.00095026725,0.0006342343,0.00041537062,0.00060841854],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012840678,0.00024575435,0.00353782,0.000963709,0.00009853079,0.0019283898,0.00067302835,0.055023957,0.12364753,0.10708118,0.0218666,0.68364954],"study_design_scores_gemma":[0.00019128955,0.00066119124,0.0014763409,0.00019975255,0.00012035327,0.0015780117,0.0005469429,0.7421493,0.06247747,0.08243519,0.10810418,0.000059896738],"about_ca_topic_score_codex":0.00041174502,"about_ca_topic_score_gemma":0.00032726466,"teacher_disagreement_score":0.0027981182,"about_ca_system_score_codex":0.00025791713,"about_ca_system_score_gemma":0.00026786258,"threshold_uncertainty_score":0.009360611},"labels":[],"label_agreement":null},{"id":"W3108959094","doi":"10.1007/978-3-030-60382-3_8","title":"A Distributed Contention-Resolution Self-Organizing TDMA Scheme for MTC","year":2020,"lang":"en","type":"book-chapter","venue":"Wireless networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Time division multiple access; Computer science; Computer network; Channel (broadcasting); Transmission (telecommunications); Throughput; Queue; Real-time computing; Distributed computing; Wireless; Telecommunications","score_opus":0.025268474629106395,"score_gpt":0.23317212638019097,"score_spread":0.20790365175108458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3108959094","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012658404,0.00091187016,0.97178733,0.00014130736,0.00035313895,0.00016537737,0.00006860754,0.0011615987,0.012752442],"genre_scores_gemma":[0.5249641,0.00067129446,0.44817513,0.00021075016,0.0002798317,0.0002984443,0.000178375,0.00017758152,0.025044387],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997701,0.00004281486,0.000010975231,0.000035091678,0.00011865668,0.000022301629],"domain_scores_gemma":[0.9996257,0.000113737646,0.0000176889,0.00011262289,0.00010387722,0.000026380802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034648474,0.00029059133,0.00038982808,0.00045232943,0.00067434926,0.0005609473,0.00148263,0.000521595,0.003636635],"category_scores_gemma":[0.00096694403,0.00015564628,0.00019615534,0.00070400635,0.0003884316,0.0005544963,0.00054623035,0.0007266759,0.00078891404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051350245,0.00020771394,0.00029706297,0.00018579375,0.000055049157,0.00014204494,0.00017598116,0.0711758,0.1195671,0.085966386,0.011292565,0.71042097],"study_design_scores_gemma":[0.00008454633,0.00025535093,0.00038468157,0.000022979895,0.000040216397,0.0004098522,0.000029770114,0.92251027,0.0277291,0.01619096,0.032302145,0.000040172086],"about_ca_topic_score_codex":0.0013164643,"about_ca_topic_score_gemma":0.0018281231,"teacher_disagreement_score":0.003636635,"about_ca_system_score_codex":0.0006186087,"about_ca_system_score_gemma":0.00059717713,"threshold_uncertainty_score":0.012165725},"labels":[],"label_agreement":null},{"id":"W3123480330","doi":"10.18280/isi.250610","title":"Intelligent CW Selection Mechanism Based on Q-Learning (MISQ)","year":2020,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Computer network; Distributed coordination function; Throughput; Exponential backoff; Network packet; Reinforcement learning; Mobile ad hoc network; Wireless network; Wireless ad hoc network; Wireless; Q-learning; Channel (broadcasting); IEEE 802.11; Capture effect; Protocol (science); Distributed computing; Artificial intelligence; Telecommunications","score_opus":0.019382711273078515,"score_gpt":0.23300438084444244,"score_spread":0.21362166957136391,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3123480330","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038339,0.00020321687,0.95932835,0.00026373088,0.000060136015,0.00015058306,0.000017467763,0.0005352535,0.0011022972],"genre_scores_gemma":[0.92645264,0.00010711693,0.07165333,0.00028763333,0.000053731877,0.00018372963,0.000031786847,0.00002774405,0.0012022802],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99798274,0.0006706534,0.00013103342,0.00044481203,0.0005066723,0.0002640536],"domain_scores_gemma":[0.99629116,0.0017279943,0.00054015813,0.00029204643,0.0008494202,0.00029918744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032450273,0.0007218218,0.0012712308,0.00066282594,0.000659598,0.00084430684,0.0031998693,0.0010106441,0.0012522527],"category_scores_gemma":[0.0070321504,0.0003109551,0.00038530174,0.0005563256,0.0010616153,0.0016311567,0.0012097493,0.0011593997,0.00022913741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00067842467,0.0012792917,0.01218217,0.00024049744,0.00025741983,0.0003793647,0.00055563246,0.595273,0.024547653,0.033944346,0.0042844736,0.32637766],"study_design_scores_gemma":[0.000052148353,0.00016780158,0.00039065618,0.000004420266,0.000020010752,0.000067528556,0.000018933175,0.9929476,0.0022654696,0.003534689,0.00051515,0.00001558155],"about_ca_topic_score_codex":0.0017735156,"about_ca_topic_score_gemma":0.0014463409,"teacher_disagreement_score":0.0032450273,"about_ca_system_score_codex":0.0008892645,"about_ca_system_score_gemma":0.0015718866,"threshold_uncertainty_score":0.017161548},"labels":[],"label_agreement":null},{"id":"W3131156720","doi":"10.1609/icaps.v31i1.15972","title":"Distributed Fair Scheduling for Information Exchange in Multi-Agent Systems","year":2021,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Automated Planning and Scheduling","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Fairness measure; Distributed computing; Scheduling (production processes); Information exchange; Queueing theory; Maximum throughput scheduling; Computer network; Throughput; Dynamic priority scheduling; Round-robin scheduling; Mathematical optimization; Wireless; Quality of service","score_opus":0.06390188017009031,"score_gpt":0.31187907324612674,"score_spread":0.24797719307603644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3131156720","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003482458,0.0006024604,0.9934509,0.00021929397,0.00016894621,0.00014265132,0.000026447071,0.00018279675,0.0017241077],"genre_scores_gemma":[0.619772,0.0014377807,0.3718599,0.00023733485,0.00049461605,0.0007338187,0.00014813052,0.00013144067,0.0051849606],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99651176,0.0013072834,0.00021802502,0.0005495956,0.0010658742,0.00034757762],"domain_scores_gemma":[0.99604994,0.0023624708,0.00030856664,0.00035998016,0.00068313984,0.00023586897],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006391339,0.0013525216,0.002016052,0.0011701945,0.0025554686,0.0024872383,0.0034742663,0.0017443491,0.002631066],"category_scores_gemma":[0.010885331,0.0005138676,0.000829375,0.0016409938,0.002037822,0.0028054737,0.0019922024,0.0020088311,0.0004919408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017380484,0.0000969651,0.00038896207,0.00018593196,0.00005815274,0.00015820583,0.0002202999,0.76242614,0.0019650983,0.1859661,0.0023601686,0.04600024],"study_design_scores_gemma":[0.000030296054,0.000026320084,0.000040004023,0.000008571978,0.0000098182845,0.000015102221,0.0000150859105,0.96123695,0.00032176726,0.03651963,0.0017657734,0.000010703544],"about_ca_topic_score_codex":0.007865684,"about_ca_topic_score_gemma":0.005722222,"teacher_disagreement_score":0.007865684,"about_ca_system_score_codex":0.0044862074,"about_ca_system_score_gemma":0.0049658064,"threshold_uncertainty_score":0.03380102},"labels":[],"label_agreement":null},{"id":"W3133706307","doi":"","title":"Optimum WLAN Protocol and Network Architecture Identification for VOIP Application","year":2020,"lang":"en","type":"article","venue":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Voice over IP; Computer science; Quality of service; Computer network; Jitter; Throughput; Network packet; Packet loss; Service (business); The Internet; Network architecture; Wireless; Telecommunications","score_opus":0.04176816751748391,"score_gpt":0.2760567074161898,"score_spread":0.2342885398987059,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133706307","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.093710065,0.0008813044,0.897085,0.00014855455,0.000046022862,0.0002422903,0.000115384,0.0015457656,0.0062256195],"genre_scores_gemma":[0.5389124,0.00045687633,0.4574614,0.00005371559,0.00003964288,0.00024515996,0.0003025285,0.00009295465,0.002435232],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989466,0.00029040614,0.00006605019,0.00017887633,0.00040949025,0.00010851033],"domain_scores_gemma":[0.9992218,0.0001873126,0.00014227247,0.00006554925,0.000350566,0.00003248914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001121051,0.0005839084,0.0005451475,0.001986615,0.000528627,0.0011327006,0.00052739796,0.00052713766,0.0012791686],"category_scores_gemma":[0.004055503,0.00033153643,0.00044604272,0.0009204,0.0002960065,0.0012016887,0.00053905376,0.0005613295,0.00061692926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007081425,0.00021179128,0.015934091,0.00026380533,0.00013208413,0.00020568764,0.00017245446,0.26225972,0.11006618,0.020351557,0.0031899256,0.5865046],"study_design_scores_gemma":[0.00004693307,0.0003060555,0.006024352,0.000027040009,0.000050762526,0.00031276853,0.00007499612,0.96487594,0.019900309,0.004906218,0.0034366061,0.000038110422],"about_ca_topic_score_codex":0.0014717297,"about_ca_topic_score_gemma":0.0019242448,"teacher_disagreement_score":0.001986615,"about_ca_system_score_codex":0.0009967724,"about_ca_system_score_gemma":0.00090730586,"threshold_uncertainty_score":0.00723207},"labels":[],"label_agreement":null},{"id":"W3133982035","doi":"10.1016/j.comcom.2021.03.003","title":"Enhanced network sensitive access control scheme for LTE–LAA/WiFi coexistence: Modeling and performance analysis","year":2021,"lang":"en","type":"article","venue":"Computer Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Computer science; Computer network; Spectrum management; Throughput; Transmission (telecommunications); Channel (broadcasting); Cellular network; Handover; LTE Advanced; Telecommunications link; Wireless; Telecommunications; Cognitive radio","score_opus":0.05734151054189395,"score_gpt":0.32512393825160535,"score_spread":0.2677824277097114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133982035","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2566648,0.0018983145,0.7235795,0.00059303973,0.00019067668,0.00014775328,0.00018704271,0.0006118348,0.01612702],"genre_scores_gemma":[0.9913796,0.00021964131,0.0061730547,0.000035136105,0.00002788825,0.000024629257,0.000022805401,0.0000109880675,0.0021062363],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991775,0.00020718465,0.000021440155,0.00010858262,0.000298388,0.00018693402],"domain_scores_gemma":[0.9988739,0.000487394,0.00014042544,0.000079276906,0.0003832673,0.00003568523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010009034,0.0007276201,0.00082281197,0.000589862,0.0006784216,0.0009009216,0.0011623328,0.00093975,0.0019119185],"category_scores_gemma":[0.00182591,0.00029647505,0.0005955668,0.0006144884,0.000625344,0.0011959267,0.0006773498,0.00086542586,0.00028983597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002351736,0.00015441532,0.0013137838,0.000089695495,0.0000765962,0.00023579481,0.00015751753,0.9350477,0.01835621,0.02316795,0.0009836254,0.020181613],"study_design_scores_gemma":[0.000003154765,0.000030242494,0.00012729081,0.0000021831527,0.000012696643,0.000030037438,0.000005767111,0.99876285,0.00042776472,0.00048510134,0.00010888425,0.0000040454975],"about_ca_topic_score_codex":0.008872634,"about_ca_topic_score_gemma":0.007371856,"teacher_disagreement_score":0.008872634,"about_ca_system_score_codex":0.0014607037,"about_ca_system_score_gemma":0.0008753722,"threshold_uncertainty_score":0.017641962},"labels":[],"label_agreement":null},{"id":"W3139045596","doi":"10.3390/s21062076","title":"Optimal Access Point Power Management for Green IEEE 802.11 Networks","year":2021,"lang":"en","type":"article","venue":"Sensors","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Mathematical optimization; Key (lock); Nonlinear programming; Software deployment; Decomposition; Integer programming; Transmission (telecommunications); Power (physics); Point (geometry); Nonlinear system; Distributed computing; Computer network; Algorithm; Telecommunications; Mathematics","score_opus":0.022858203817522155,"score_gpt":0.2862406702470449,"score_spread":0.2633824664295228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3139045596","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014242527,0.0002830658,0.9828015,0.00013115614,0.000025479421,0.00003244757,0.000018221792,0.00020170984,0.002263847],"genre_scores_gemma":[0.6901238,0.00045985106,0.30340448,0.00013072038,0.000044211527,0.0001227885,0.00007161759,0.00008922955,0.0055533154],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996006,0.00012751354,0.000012253078,0.00007480687,0.000106096835,0.00007876616],"domain_scores_gemma":[0.99968493,0.00018415935,0.00004079612,0.000022006743,0.0000461541,0.000022036922],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008291439,0.0007872345,0.0007286012,0.0005912909,0.0004397172,0.0009199445,0.0008511267,0.0007477981,0.0020195078],"category_scores_gemma":[0.0011482353,0.00041193233,0.00033962785,0.0006890387,0.00075527315,0.0011289546,0.0007726387,0.00077606965,0.00025849146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054477514,0.000053090436,0.00023499377,0.00004007461,0.000019564623,0.000038387847,0.000056694458,0.918238,0.0024331461,0.013289628,0.0010588227,0.064483136],"study_design_scores_gemma":[0.000009462174,0.000021962647,0.00008424677,0.000003973704,0.0000052322903,0.000012074243,0.000015569809,0.9896459,0.00063890475,0.008878559,0.0006802384,0.0000039566503],"about_ca_topic_score_codex":0.0027288625,"about_ca_topic_score_gemma":0.004359252,"teacher_disagreement_score":0.0027288625,"about_ca_system_score_codex":0.0011880187,"about_ca_system_score_gemma":0.0009621639,"threshold_uncertainty_score":0.008619785},"labels":[],"label_agreement":null},{"id":"W3147750685","doi":"10.1007/s11277-021-08383-6","title":"An Algorithmic Approach to Identify the Optimum Network Architecture and WLAN Protocol for VoIP Application","year":2021,"lang":"en","type":"article","venue":"Wireless Personal Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Voice over IP; Computer science; Computer network; Quality of service; Jitter; Metric (unit); Network packet; Throughput; Performance metric; Packet loss; Service (business); Internet Protocol; Network architecture; The Internet; Telecommunications; Wireless; Operating system","score_opus":0.04741092264482239,"score_gpt":0.3634968568438835,"score_spread":0.3160859341990611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3147750685","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013562094,0.000093067676,0.9830564,0.000099013545,0.000013407107,0.00012498973,0.000029184508,0.00015975274,0.0028620588],"genre_scores_gemma":[0.15434958,0.00013095772,0.84314084,0.00005521763,0.00002491031,0.00039058606,0.00012897032,0.000053125626,0.001725784],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930537,0.00023623243,0.00004792579,0.00013721421,0.0002120597,0.00006126576],"domain_scores_gemma":[0.99871933,0.000677016,0.00009339525,0.000072129995,0.00040618828,0.00003200884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011250837,0.00067713455,0.00055777293,0.0017866938,0.0007226404,0.0012135954,0.00093696284,0.0008604336,0.0034429727],"category_scores_gemma":[0.0045014555,0.00049086346,0.0005387859,0.00089755916,0.0008185585,0.0010967243,0.00088336354,0.00071372493,0.0005328531],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008380458,0.00014549038,0.0030934215,0.00018309806,0.00005951062,0.000112965245,0.00017531158,0.74403125,0.010158039,0.059553042,0.0018335913,0.18057045],"study_design_scores_gemma":[0.000014626652,0.000036761336,0.00030698275,0.000019066021,0.000011448621,0.000041901603,0.00003956868,0.98804575,0.0011683665,0.00941206,0.0008955482,0.000008034006],"about_ca_topic_score_codex":0.0027341505,"about_ca_topic_score_gemma":0.0035280657,"teacher_disagreement_score":0.0034429727,"about_ca_system_score_codex":0.0013179039,"about_ca_system_score_gemma":0.0018990057,"threshold_uncertainty_score":0.011517882},"labels":[],"label_agreement":null},{"id":"W3152245248","doi":"10.1109/wsc.2006.323025","title":"Wireless Network Simulation Extensions in SIDE/SMURPH","year":2006,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Wireless network; Interference (communication); Stochastic geometry models of wireless networks; Wireless; Wireless ad hoc network; Channel (broadcasting); Shadow mapping; Computer network; Radio resource management; Network packet; Radio propagation; Mobile radio; Telecommunications; Artificial intelligence","score_opus":0.014439563638389686,"score_gpt":0.25945951597562467,"score_spread":0.24501995233723498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152245248","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005754875,0.00026249173,0.93471676,0.00047221757,0.0002572522,0.0001938206,0.0020672306,0.020175079,0.03610038],"genre_scores_gemma":[0.11297531,0.0011451722,0.83522415,0.00084604544,0.0002725873,0.0010835689,0.005519983,0.014531628,0.02840158],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923384,0.00028913646,0.00005711081,0.00006628496,0.00027660542,0.000077074124],"domain_scores_gemma":[0.99808705,0.0008298763,0.000079573816,0.00046177482,0.00045037566,0.00009134291],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015795007,0.0007187644,0.0007551001,0.000535695,0.00038994814,0.0010676176,0.0024712652,0.0010235065,0.021767948],"category_scores_gemma":[0.004178393,0.00062201975,0.0013594326,0.0005519802,0.00044512696,0.001764541,0.0023325912,0.0017935588,0.007839505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050001807,0.00029718922,0.0018192395,0.00083102885,0.00018861334,0.00069120276,0.00057136366,0.5000589,0.011087166,0.2153761,0.111695565,0.15688366],"study_design_scores_gemma":[0.000110363544,0.000059120182,0.00016437487,0.00007100865,0.000022604532,0.0002566827,0.000021920307,0.82998073,0.0043435837,0.03296035,0.13197191,0.000037335165],"about_ca_topic_score_codex":0.0016868768,"about_ca_topic_score_gemma":0.0022226518,"teacher_disagreement_score":0.021767948,"about_ca_system_score_codex":0.0004033279,"about_ca_system_score_gemma":0.000800169,"threshold_uncertainty_score":0.07282102},"labels":[],"label_agreement":null},{"id":"W3152772956","doi":"10.1109/twc.2021.3072553","title":"Joint Time and Power Allocation for 5G NR Unlicensed Systems","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"National Natural Science Foundation of China","keywords":"Telecommunications link; Throughput; Resource allocation; Quality of service; Channel (broadcasting); Transmitter power output; Resource management (computing); Cellular network; Transmission (telecommunications)","score_opus":0.03587199611760063,"score_gpt":0.27448558049574784,"score_spread":0.23861358437814723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152772956","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02373706,0.0008990614,0.9658008,0.00020903176,0.0000884195,0.00007568354,0.000057285564,0.00020961105,0.00892307],"genre_scores_gemma":[0.9072829,0.00048966287,0.08830104,0.00010265635,0.000068312955,0.00008832524,0.000039335744,0.000044321707,0.0035832927],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889106,0.0003913215,0.00005191269,0.0001587948,0.0003104175,0.00019653118],"domain_scores_gemma":[0.99934036,0.00032507704,0.00009220402,0.00006217199,0.00012418714,0.00005600468],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014459229,0.00084727147,0.0006666239,0.0004207663,0.000601283,0.0012534788,0.00085256185,0.00056600245,0.0031478326],"category_scores_gemma":[0.002824545,0.0002982964,0.0004189798,0.00087190303,0.0007228064,0.00094509486,0.0009612244,0.00065254996,0.0005775674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023782121,0.00008232099,0.0004602171,0.00009477239,0.00003482009,0.00013450808,0.00011653358,0.8813194,0.0053004064,0.03519099,0.001559584,0.07546864],"study_design_scores_gemma":[0.000011245681,0.00005081112,0.00010934739,0.0000070403485,0.000010910608,0.000042611864,0.000020756534,0.9897481,0.0009015613,0.008082595,0.0010067229,0.000008354387],"about_ca_topic_score_codex":0.0029724864,"about_ca_topic_score_gemma":0.0044044806,"teacher_disagreement_score":0.0031478326,"about_ca_system_score_codex":0.0011344656,"about_ca_system_score_gemma":0.0013834672,"threshold_uncertainty_score":0.010530591},"labels":[],"label_agreement":null},{"id":"W3176209499","doi":"10.1145/3448300.3468257","title":"Identifying device type from cross channel probe request behavior","year":2021,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Channel (broadcasting); Feature (linguistics); Type (biology); Artificial intelligence; Machine learning; Computer network","score_opus":0.06972385550972866,"score_gpt":0.3455921286315353,"score_spread":0.2758682731218067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3176209499","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72765,0.00010148749,0.26663676,0.00024674623,0.000056758832,0.00016517156,0.00054133526,0.00183331,0.0027684849],"genre_scores_gemma":[0.98294383,0.00003831565,0.015804892,0.00007097738,0.000011208448,0.00005942985,0.000298532,0.000043071228,0.00072981964],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992835,0.00011693562,0.00004905488,0.00017203411,0.00026452666,0.00011386865],"domain_scores_gemma":[0.9955273,0.002317671,0.00063288276,0.0008186574,0.0005672351,0.00013617043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008021375,0.00054893293,0.00043168972,0.0009131391,0.00023706068,0.00074371736,0.00056040625,0.00065729336,0.0009796536],"category_scores_gemma":[0.008015936,0.0002467906,0.00028660175,0.0005794234,0.00027749152,0.0010415576,0.0005204572,0.0008038733,0.00039931605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019378059,0.0007322827,0.35024697,0.00033561917,0.00020719417,0.0010363879,0.00043413218,0.061062273,0.30801713,0.0045318273,0.0027887074,0.2686696],"study_design_scores_gemma":[0.000025032721,0.00042848897,0.14887662,0.000019415647,0.00005448474,0.0017374151,0.00017157673,0.7210777,0.12212196,0.0039564413,0.0014650788,0.00006584321],"about_ca_topic_score_codex":0.0007195834,"about_ca_topic_score_gemma":0.0012233008,"teacher_disagreement_score":0.0009796536,"about_ca_system_score_codex":0.00033888122,"about_ca_system_score_gemma":0.00029928115,"threshold_uncertainty_score":0.004242182},"labels":[],"label_agreement":null},{"id":"W3182119320","doi":"10.1007/978-3-030-77459-2_8","title":"Open Research Areas","year":2021,"lang":"en","type":"book-chapter","venue":"Springer briefs in electrical and computer engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Beamforming; Computer science; Wireless; Telecommunications; Open research; Key (lock); Reuse; Quality of service; Computer network; Smart antenna; Antenna (radio); Directional antenna; Engineering; World Wide Web; Computer security","score_opus":0.040256554516715295,"score_gpt":0.28365096044539473,"score_spread":0.24339440592867945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3182119320","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005750618,0.022467123,0.0030210454,0.012987786,0.024302185,0.00010965093,0.001042337,0.00042812814,0.93506676],"genre_scores_gemma":[0.004093105,0.019090537,0.00185767,0.003772961,0.011791724,0.00014904102,0.0018040716,0.00028306706,0.95715773],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99736017,0.0003428721,0.00011923138,0.0005150022,0.001300951,0.000361783],"domain_scores_gemma":[0.99414766,0.0008394594,0.00029766557,0.000723908,0.0017820285,0.0022092005],"candidate_categories":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026503773,0.0011127302,0.0011537519,0.0041496158,0.0021500518,0.009296419,0.0023101773,0.0029981234,0.4399694],"category_scores_gemma":[0.007812791,0.00041157886,0.0008059926,0.004751527,0.0016969355,0.007264611,0.005209091,0.0032459588,0.31945297],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057789755,0.00008179881,0.000193839,0.0005568154,0.000008078289,0.000078855635,0.00017678941,0.00007311143,0.00058279926,0.08897463,0.5979133,0.31130213],"study_design_scores_gemma":[0.0000038350477,0.000011623074,0.000085070904,0.00013463951,0.000002427004,0.000044060864,0.000055715464,0.000023869774,0.000056028184,0.010726817,0.9888532,0.0000026260195],"about_ca_topic_score_codex":0.00074483204,"about_ca_topic_score_gemma":0.0013313727,"teacher_disagreement_score":0.99768984,"about_ca_system_score_codex":0.0018745388,"about_ca_system_score_gemma":0.0057835225,"threshold_uncertainty_score":0.79881567},"labels":[],"label_agreement":null},{"id":"W3184848283","doi":"10.1109/mp.2003.1238688","title":"WLAN standards:","year":2003,"lang":"en","type":"article","venue":"IEEE Potentials","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Telecommunications; Computer science; Focus (optics); Service (business); Wireless lan; Business; Computer network; Wireless; Marketing","score_opus":0.014953701330640199,"score_gpt":0.27314869657816415,"score_spread":0.25819499524752393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3184848283","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0043650875,0.03484696,0.18773152,0.013690376,0.009253735,0.0010643053,0.008918482,0.026251068,0.7138785],"genre_scores_gemma":[0.0501913,0.06024088,0.10279155,0.011438057,0.007082625,0.0016653134,0.029308118,0.004721237,0.7325609],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968978,0.00036238186,0.00021621102,0.00025076873,0.0019506855,0.00032217894],"domain_scores_gemma":[0.9973679,0.0002711936,0.00015676557,0.00041171038,0.0015043863,0.0002880521],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002307165,0.0012357314,0.00066128705,0.0031146293,0.0011989846,0.006011896,0.0021769332,0.0030975977,0.045438357],"category_scores_gemma":[0.005035184,0.00045838804,0.00040940059,0.0036848371,0.00084598316,0.00570034,0.0032036495,0.0025989693,0.09052213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008340166,0.000121383426,0.00091772067,0.0006969543,0.00002337658,0.00019006467,0.00029907972,0.0010674745,0.004759928,0.093278214,0.5139973,0.38456506],"study_design_scores_gemma":[0.0000054008037,0.000019717338,0.00023265526,0.00013844247,0.000005722088,0.0002132043,0.000047519257,0.00046485063,0.0006635556,0.0050303144,0.9931636,0.000015070275],"about_ca_topic_score_codex":0.002556727,"about_ca_topic_score_gemma":0.0017730049,"teacher_disagreement_score":0.045438357,"about_ca_system_score_codex":0.0015589686,"about_ca_system_score_gemma":0.0024520725,"threshold_uncertainty_score":0.15200645},"labels":[],"label_agreement":null},{"id":"W3204789245","doi":"10.1016/j.comcom.2021.09.019","title":"Demystifying frame aggregation in 802.11 networks: Understanding and approximating optimality","year":2021,"lang":"en","type":"article","venue":"Computer Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Ontario Research Foundation; Google","keywords":"Computer science; Frame (networking); Mathematical optimization; Computer network; Mathematics","score_opus":0.10142040555912418,"score_gpt":0.3063510481402194,"score_spread":0.20493064258109522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204789245","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028608048,0.00061441044,0.9663182,0.00048001844,0.000058068803,0.000023917795,0.000053365457,0.000114116854,0.0037299069],"genre_scores_gemma":[0.7272997,0.0013991038,0.26729155,0.00018844125,0.0002489411,0.0000771848,0.00017036316,0.00015112381,0.0031736223],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984674,0.00067944935,0.00006632976,0.0001631677,0.00042145824,0.00020221091],"domain_scores_gemma":[0.99379164,0.004360346,0.0003876325,0.000661707,0.0006743309,0.00012434946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037715826,0.00082251884,0.0010539874,0.0010369794,0.00072088477,0.0016620884,0.0012072709,0.0010756867,0.0012349555],"category_scores_gemma":[0.015420337,0.00049996184,0.00044288396,0.0011970282,0.001714711,0.0034108153,0.001844978,0.0020995731,0.00018819213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012720333,0.00004301819,0.0010389545,0.00007356461,0.000021802636,0.00008044762,0.00027022226,0.6311849,0.0022295357,0.3133853,0.0021630493,0.04938206],"study_design_scores_gemma":[0.0000045325096,0.000019525742,0.00012082644,0.000009402055,0.0000050476883,0.000016191683,0.000021656291,0.9149853,0.0004003481,0.08378479,0.0006276405,0.000004733894],"about_ca_topic_score_codex":0.008695139,"about_ca_topic_score_gemma":0.007424844,"teacher_disagreement_score":0.008695139,"about_ca_system_score_codex":0.0023898329,"about_ca_system_score_gemma":0.0016892642,"threshold_uncertainty_score":0.019946277},"labels":[],"label_agreement":null},{"id":"W3205988599","doi":"10.1109/ccnc49033.2022.9700667","title":"Competitive Multi-Agent Load Balancing with Adaptive Policies in Wireless Networks","year":2022,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Load balancing (electrical power); Distributed computing; Latency (audio); Reinforcement learning; Wireless network; Load management; Convergence (economics); Wireless; Computer network; Artificial intelligence; Telecommunications","score_opus":0.018595625858363107,"score_gpt":0.24397434196624296,"score_spread":0.22537871610787985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205988599","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.079809055,0.0005966999,0.916019,0.0004028746,0.00007543392,0.0000676593,0.000017977905,0.00027541685,0.0027357705],"genre_scores_gemma":[0.97894216,0.00015070493,0.019771244,0.00009178969,0.000034537505,0.000046543726,0.00001295847,0.000018177538,0.0009318925],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992731,0.00030175026,0.000028140585,0.00011811167,0.00014956809,0.0001292699],"domain_scores_gemma":[0.99822944,0.0011287179,0.00023102267,0.000083201325,0.00021093372,0.00011673666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019090315,0.0006785852,0.0009644975,0.0004470492,0.00057012984,0.0009221797,0.0013563425,0.0007970223,0.0006558169],"category_scores_gemma":[0.0034237418,0.00031972653,0.00028357175,0.0005116374,0.0010057569,0.0010944267,0.00089017587,0.00075633696,0.00012408129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051314408,0.000042334774,0.00027618988,0.000023410763,0.000016814543,0.00003078919,0.000028915989,0.98038036,0.0006667354,0.0048918207,0.00027318203,0.01331813],"study_design_scores_gemma":[0.0000036348858,0.0000138395035,0.000027747867,7.391504e-7,0.0000015074799,0.0000035940766,0.0000035114397,0.9987239,0.00009096796,0.0010734526,0.0000556931,0.0000012953949],"about_ca_topic_score_codex":0.005660692,"about_ca_topic_score_gemma":0.0032902542,"teacher_disagreement_score":0.005660692,"about_ca_system_score_codex":0.0011545835,"about_ca_system_score_gemma":0.0011878393,"threshold_uncertainty_score":0.011255443},"labels":[],"label_agreement":null},{"id":"W3215165863","doi":"","title":"Selective Active Scanning for Fast Handoff in WLAN using Sensor Networks","year":2005,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer network; Handover; Computer science; Latency (audio); Quality of service; Wireless sensor network; Process (computing); Real-time computing; Telecommunications","score_opus":0.025664667299577705,"score_gpt":0.2932826840364073,"score_spread":0.26761801673682956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3215165863","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29020175,0.0013103252,0.7040893,0.0002864038,0.00009880892,0.00007611146,0.00002611757,0.00091249,0.0029987006],"genre_scores_gemma":[0.9495738,0.00039631428,0.049170613,0.00003784174,0.000029210554,0.00003096492,0.000022114038,0.000016378606,0.00072275515],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998252,0.000045418274,0.000011931257,0.000021832155,0.000073640396,0.00002199854],"domain_scores_gemma":[0.99960595,0.00020238745,0.000041519863,0.00006864924,0.000056222732,0.000025376059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005411998,0.00020345025,0.00025885054,0.00029270537,0.00033153768,0.0003495384,0.0004369198,0.00031923188,0.00046953923],"category_scores_gemma":[0.0010095114,0.00014851497,0.00014970987,0.0002399162,0.00031880944,0.00069813064,0.0005661778,0.0003863561,0.000109713656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007653378,0.00018439293,0.0028797598,0.00020059233,0.000060516908,0.00052606565,0.00034554047,0.076847725,0.62217766,0.029343838,0.0014852415,0.26518333],"study_design_scores_gemma":[0.000064198626,0.00033973137,0.0023048623,0.000016624555,0.000070062175,0.0003453792,0.00013361934,0.884081,0.09632457,0.010887917,0.0053998576,0.000032185526],"about_ca_topic_score_codex":0.00050091546,"about_ca_topic_score_gemma":0.0009259512,"teacher_disagreement_score":0.0005411998,"about_ca_system_score_codex":0.00021018088,"about_ca_system_score_gemma":0.00032667798,"threshold_uncertainty_score":0.0028621554},"labels":[],"label_agreement":null},{"id":"W4200416760","doi":"10.1186/s13638-021-02076-1","title":"Using machine learning to find the hidden relationship between RTT and TCP throughput in WiFi","year":2021,"lang":"en","type":"article","venue":"EURASIP Journal on Wireless Communications and Networking","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Throughput; Computer science; Principal component analysis; Variable (mathematics); Random forest; Computer network; Artificial intelligence; Wireless; Telecommunications; Mathematics","score_opus":0.1432474537714002,"score_gpt":0.35044101789091886,"score_spread":0.20719356411951867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200416760","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8429374,0.0017935048,0.14101888,0.0014484249,0.00020431899,0.00009799537,0.008101043,0.00241994,0.0019784644],"genre_scores_gemma":[0.9808029,0.0002876884,0.012519708,0.00008596865,0.000110515284,0.000046901314,0.0055895383,0.000045428278,0.00051145215],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919456,0.00022474435,0.00005789261,0.00025591598,0.00012657612,0.00014032537],"domain_scores_gemma":[0.99535394,0.0030303702,0.0005646387,0.00046653536,0.00046191522,0.00012254169],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020057,0.0011348963,0.0007900015,0.0022520851,0.0004687003,0.0009099447,0.0009225291,0.0007804478,0.00076759805],"category_scores_gemma":[0.008631307,0.00033669287,0.0011078713,0.0016116749,0.00044299648,0.0010668555,0.0005216957,0.0013224039,0.00056926836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043125814,0.0004920573,0.32676816,0.0002740646,0.0004941471,0.00030556892,0.00014252524,0.52439415,0.0035714456,0.0013882252,0.006548063,0.13519031],"study_design_scores_gemma":[0.000010824206,0.00005404959,0.029869134,0.000020205642,0.00005643847,0.00006290267,0.00003275342,0.96615523,0.001122319,0.0018592178,0.0007367971,0.000020057809],"about_ca_topic_score_codex":0.014753392,"about_ca_topic_score_gemma":0.012230418,"teacher_disagreement_score":0.014753392,"about_ca_system_score_codex":0.00076363276,"about_ca_system_score_gemma":0.00070528424,"threshold_uncertainty_score":0.029335082},"labels":[],"label_agreement":null},{"id":"W4229532941","doi":"10.32920/ryerson.14639769.v1","title":"How Usable Are Outdoor Wireless Networks?","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"Infrastructure Canada; Government of Canada","keywords":"Usability; Humanities; Telecommunications; USable; Political science; Computer science; Art; World Wide Web; Human–computer interaction","score_opus":0.02715051033026338,"score_gpt":0.24779076695919877,"score_spread":0.22064025662893538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229532941","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14707991,0.083845854,0.1256572,0.114137895,0.0033506711,0.00012650124,0.0011616629,0.0016662071,0.5229741],"genre_scores_gemma":[0.9083397,0.04290946,0.014206767,0.0040310454,0.00081110926,0.00011805554,0.00042269737,0.0005958226,0.028565211],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9947627,0.003565762,0.00014005997,0.00027842537,0.00083838176,0.0004147153],"domain_scores_gemma":[0.990488,0.0053636543,0.00066426804,0.001044676,0.0019973905,0.00044205986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032890001,0.00057717395,0.00040100463,0.00058942364,0.0016395529,0.007869518,0.0008372152,0.001474706,0.005966151],"category_scores_gemma":[0.01657439,0.00039905234,0.00029447608,0.0011794723,0.003566116,0.010890338,0.0010183987,0.0009209127,0.0018848671],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020684587,0.00006919904,0.019189645,0.0017178799,0.00014494847,0.0010368603,0.021376375,0.0050220136,0.003691851,0.30701724,0.092938,0.5475892],"study_design_scores_gemma":[0.000016321806,0.00014979098,0.016360654,0.0016961657,0.00014721899,0.001741452,0.05138863,0.003854593,0.0029894724,0.12716748,0.7943514,0.00013681797],"about_ca_topic_score_codex":0.019867562,"about_ca_topic_score_gemma":0.017719533,"teacher_disagreement_score":0.019867562,"about_ca_system_score_codex":0.0016365834,"about_ca_system_score_gemma":0.0010062136,"threshold_uncertainty_score":0.039503872},"labels":[],"label_agreement":null},{"id":"W4229635956","doi":"10.1007/978-3-319-78262-1_306","title":"Adaptive Medium Access Control for Internet-of-Things-Enabled MANETs","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Internet of Things; Computer science; Internet privacy; Access control; Control (management); Computer network; The Internet; Computer security; World Wide Web; Artificial intelligence","score_opus":0.04191068693056676,"score_gpt":0.2729848853225291,"score_spread":0.23107419839196236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229635956","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035635445,0.053146828,0.7711416,0.0012096538,0.0045213965,0.00011488834,0.00019565935,0.0013129015,0.1647935],"genre_scores_gemma":[0.1456869,0.09369595,0.2233786,0.0012585084,0.0037823839,0.00028911745,0.0007693332,0.0005011224,0.53063804],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99983835,0.000017866647,0.00000739046,0.000028067037,0.000097080985,0.000011211252],"domain_scores_gemma":[0.99986243,0.00007020546,0.000008228561,0.000018233972,0.00003414191,0.0000068520876],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017299283,0.0004935177,0.00032937145,0.0004781988,0.00024896272,0.00084700907,0.00084545807,0.00073672965,0.00889349],"category_scores_gemma":[0.00050514325,0.00017447962,0.00021800082,0.000869189,0.00039484448,0.0011524485,0.0005470302,0.0011323042,0.003129168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049869337,0.00007126584,0.00008179151,0.0006035592,0.00002793921,0.00016023334,0.00011747343,0.023148276,0.018253114,0.16626574,0.06545287,0.72576773],"study_design_scores_gemma":[0.000012557556,0.00014855259,0.0004299229,0.00024782764,0.000038383747,0.00084578444,0.00007926046,0.16600432,0.0088164965,0.1455957,0.6777284,0.00005274329],"about_ca_topic_score_codex":0.0005463285,"about_ca_topic_score_gemma":0.000843168,"teacher_disagreement_score":0.00889349,"about_ca_system_score_codex":0.00030181042,"about_ca_system_score_gemma":0.0002026468,"threshold_uncertainty_score":0.029751658},"labels":[],"label_agreement":null},{"id":"W4229882036","doi":"10.1109/ccnc.2014.6994391","title":"Performance evaluation of next generation Wi-Fi (802.11ac) for mobile offloading","year":2014,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science; USB; Throughput; Embedded system; Mobile device; Computer hardware; Backward compatibility; Latency (audio); Computer network; Real-time computing; Wireless; Operating system; Telecommunications; Software","score_opus":0.10394702003982956,"score_gpt":0.31863621887316873,"score_spread":0.21468919883333917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229882036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9786587,0.0005841878,0.016669005,0.00010982616,0.0000705559,0.00009149422,0.00013411355,0.00050564134,0.0031764393],"genre_scores_gemma":[0.99562246,0.00013459186,0.003293326,0.000024594216,0.000015080697,0.000033847922,0.00013104119,0.000013686614,0.0007313952],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914074,0.00023980803,0.000054134547,0.000094228104,0.0003081167,0.00016287647],"domain_scores_gemma":[0.9984541,0.0005242127,0.000098586584,0.00017469848,0.00066251657,0.000085884996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009980877,0.00056011224,0.00039837084,0.0006786767,0.00040999035,0.0005649703,0.0005200409,0.00049456174,0.0014654882],"category_scores_gemma":[0.0018872162,0.000101806465,0.00014007697,0.0004492705,0.0002827567,0.00067993684,0.0003221357,0.00026285285,0.00035580187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0066940105,0.0017739085,0.028932283,0.00061014615,0.00019378711,0.0007990544,0.00058994035,0.07284026,0.63269013,0.001966917,0.003502016,0.24940765],"study_design_scores_gemma":[0.00030313604,0.021692906,0.063344926,0.00007006416,0.0002575896,0.0012517895,0.00069779926,0.3289119,0.5757307,0.00079099083,0.0068198657,0.00012836861],"about_ca_topic_score_codex":0.0011580068,"about_ca_topic_score_gemma":0.0007651741,"teacher_disagreement_score":0.0014654882,"about_ca_system_score_codex":0.00035298758,"about_ca_system_score_gemma":0.00020053325,"threshold_uncertainty_score":0.005278468},"labels":[],"label_agreement":null},{"id":"W4230148649","doi":"10.32920/ryerson.14663760.v1","title":"Simple and effective QoS schemes supporting VoIP traffic in IEEE 802.11 network","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Computer network; Quality of service; IEEE 802.11; Distributed coordination function; Voice over IP; Simple (philosophy); Wireless ad hoc network; Bandwidth (computing); Network allocation vector; Wireless network; Wireless; Telecommunications; The Internet","score_opus":0.014877612204403739,"score_gpt":0.2866579659570326,"score_spread":0.2717803537526288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230148649","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40427336,0.0074487342,0.5734915,0.0004638505,0.0005091757,0.0004276204,0.00015113506,0.0013930979,0.011841512],"genre_scores_gemma":[0.9106666,0.0016359263,0.0852567,0.00008457864,0.0002425037,0.000108623186,0.00008857749,0.000036542675,0.0018799691],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932444,0.00016341712,0.000058903646,0.000066914705,0.0002911131,0.00009520516],"domain_scores_gemma":[0.9992293,0.00028637666,0.00009898139,0.0001267615,0.00020029812,0.000058177673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009078364,0.0007076386,0.00041416963,0.0009112318,0.0005492755,0.000930129,0.0010016776,0.00062136794,0.0007652175],"category_scores_gemma":[0.0016848112,0.0002572484,0.00027307757,0.00043022848,0.0005908664,0.0013150783,0.00064249255,0.000815171,0.00016018479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00089776726,0.0005834436,0.004354428,0.0010180168,0.00012528653,0.00046072394,0.0004949148,0.06354512,0.3969928,0.06004691,0.0022725994,0.46920806],"study_design_scores_gemma":[0.00043698266,0.002318562,0.007882851,0.00026695203,0.00030462467,0.0019626329,0.00041159935,0.60427535,0.30391794,0.027364403,0.050524585,0.0003335281],"about_ca_topic_score_codex":0.00042234725,"about_ca_topic_score_gemma":0.00045553557,"teacher_disagreement_score":0.0010016776,"about_ca_system_score_codex":0.00051403587,"about_ca_system_score_gemma":0.00032739883,"threshold_uncertainty_score":0.004801154},"labels":[],"label_agreement":null},{"id":"W4231108707","doi":"10.22215/etd/2013-07258","title":"Green wireless cellular networks with renewable energy resources using stream control transmission protocol (SCTP)","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Stream Control Transmission Protocol; Computer science; Computer network; Protocol (science); Transmission (telecommunications); Telecommunications; Network packet","score_opus":0.009553135889696116,"score_gpt":0.2352392473312569,"score_spread":0.22568611144156078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231108707","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14266439,0.0031480498,0.79028165,0.0016133569,0.0006048782,0.000227622,0.00023878594,0.0019432629,0.059277985],"genre_scores_gemma":[0.86979884,0.0043341336,0.0997159,0.00019233316,0.0002382161,0.00018411741,0.00040495093,0.00008234868,0.025049217],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99985504,0.00003370922,0.0000063365724,0.000017750404,0.000069368245,0.000017768289],"domain_scores_gemma":[0.9997167,0.00009355388,0.000023034081,0.000052679352,0.00009624481,0.000017744427],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002608208,0.00023143274,0.00014764447,0.000308331,0.00024110677,0.0007217921,0.00026139035,0.0002577888,0.00093432894],"category_scores_gemma":[0.00069365266,0.00007966374,0.00014904895,0.00051799207,0.00021425658,0.0006879826,0.00038738473,0.00041023077,0.0003613938],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003214446,0.0003276867,0.0015616146,0.00028045374,0.000062479776,0.0003543067,0.0003131568,0.09345006,0.11602812,0.077188365,0.015646564,0.6944658],"study_design_scores_gemma":[0.000057463414,0.00033229074,0.0011076728,0.00009234114,0.00007052682,0.00024559555,0.00012728588,0.82702917,0.07124273,0.032039396,0.06762391,0.00003166656],"about_ca_topic_score_codex":0.0009149143,"about_ca_topic_score_gemma":0.001409163,"teacher_disagreement_score":0.00093432894,"about_ca_system_score_codex":0.00031140336,"about_ca_system_score_gemma":0.00049732556,"threshold_uncertainty_score":0.0031256676},"labels":[],"label_agreement":null},{"id":"W4232147661","doi":"10.1007/978-3-319-32903-1_306-1","title":"Adaptive Medium Access Control for Internet-of-Things-Enabled MANETs","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Internet of Things; Computer science; Access control; Internet privacy; Computer network; Control (management); The Internet; Computer security; Telecommunications; World Wide Web; Artificial intelligence","score_opus":0.03422461542792293,"score_gpt":0.27291302758070896,"score_spread":0.23868841215278602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232147661","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003607226,0.04711189,0.81092125,0.0011172066,0.0038383421,0.00010407747,0.00016844488,0.0011747398,0.1319568],"genre_scores_gemma":[0.19001412,0.09621925,0.2479226,0.0012650526,0.003989554,0.00030469263,0.0007378293,0.0004661733,0.45908064],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998253,0.000018924111,0.000008735725,0.000031124266,0.0001034628,0.000012469449],"domain_scores_gemma":[0.9998597,0.00006925111,0.000009052212,0.000018992601,0.000036306363,0.000006681848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001850028,0.00048322036,0.00033714512,0.00050032564,0.0002480361,0.00084096985,0.00084931485,0.00072151877,0.006999217],"category_scores_gemma":[0.00053309643,0.00017008747,0.00021926657,0.00085258094,0.00040150058,0.0010723108,0.00054782693,0.0011433836,0.0025022025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049002676,0.00007127142,0.000090533926,0.00057939417,0.000031973803,0.00015932716,0.00011881363,0.026156716,0.019237176,0.16576067,0.05029284,0.7374522],"study_design_scores_gemma":[0.000014083527,0.00017057743,0.00048545582,0.00025742722,0.00004717654,0.00087230804,0.00008483739,0.20847914,0.01054973,0.15591328,0.62306434,0.00006160514],"about_ca_topic_score_codex":0.00054522755,"about_ca_topic_score_gemma":0.0008057599,"teacher_disagreement_score":0.006999217,"about_ca_system_score_codex":0.00030183286,"about_ca_system_score_gemma":0.00020460463,"threshold_uncertainty_score":0.023414731},"labels":[],"label_agreement":null},{"id":"W4232447696","doi":"10.32920/ryerson.14663760","title":"Simple and effective QoS schemes supporting VoIP traffic in IEEE 802.11 network","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Computer network; Quality of service; Distributed coordination function; IEEE 802.11; Voice over IP; Simple (philosophy); Bandwidth (computing); Wireless ad hoc network; Wireless network; Wireless; Telecommunications; The Internet","score_opus":0.014877612204403739,"score_gpt":0.2866579659570326,"score_spread":0.2717803537526288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232447696","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40427336,0.0074487342,0.5734915,0.0004638505,0.0005091757,0.0004276204,0.00015113506,0.0013930979,0.011841512],"genre_scores_gemma":[0.9106666,0.0016359263,0.0852567,0.00008457864,0.0002425037,0.000108623186,0.00008857749,0.000036542675,0.0018799691],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932444,0.00016341712,0.000058903646,0.000066914705,0.0002911131,0.00009520516],"domain_scores_gemma":[0.9992293,0.00028637666,0.00009898139,0.0001267615,0.00020029812,0.000058177673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009078364,0.0007076386,0.00041416963,0.0009112318,0.0005492755,0.000930129,0.0010016776,0.00062136794,0.0007652175],"category_scores_gemma":[0.0016848112,0.0002572484,0.00027307757,0.00043022848,0.0005908664,0.0013150783,0.00064249255,0.000815171,0.00016018479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00089776726,0.0005834436,0.004354428,0.0010180168,0.00012528653,0.00046072394,0.0004949148,0.06354512,0.3969928,0.06004691,0.0022725994,0.46920806],"study_design_scores_gemma":[0.00043698266,0.002318562,0.007882851,0.00026695203,0.00030462467,0.0019626329,0.00041159935,0.60427535,0.30391794,0.027364403,0.050524585,0.0003335281],"about_ca_topic_score_codex":0.00042234725,"about_ca_topic_score_gemma":0.00045553557,"teacher_disagreement_score":0.0010016776,"about_ca_system_score_codex":0.00051403587,"about_ca_system_score_gemma":0.00032739883,"threshold_uncertainty_score":0.004801154},"labels":[],"label_agreement":null},{"id":"W4232994866","doi":"10.1002/wcm.453","title":"Enhancing channel utilization by improving media access coordination in wireless local area networks","year":2006,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Distributed coordination function; Computer science; Throughput; Network packet; Computer network; Carrier sense multiple access with collision avoidance; Overhead (engineering); Channel (broadcasting); Transmission (telecommunications); Wireless; IEEE 802.11; Telecommunications","score_opus":0.025399766613650843,"score_gpt":0.2809466379454712,"score_spread":0.25554687133182036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232994866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5544708,0.0006717447,0.43849874,0.0002299379,0.00007383708,0.000059292313,0.000056908735,0.00088930724,0.005049515],"genre_scores_gemma":[0.9890906,0.0000742063,0.010498758,0.000014410304,0.000007241887,0.000012773606,0.00001199825,0.0000075618195,0.0002825347],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99966395,0.000117326825,0.000013606613,0.000048054775,0.000079537116,0.00007762437],"domain_scores_gemma":[0.9987056,0.0007303362,0.00019714488,0.00008169547,0.00022684877,0.00005837309],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006822899,0.00045819322,0.00021080265,0.00052607426,0.0004096965,0.00061630394,0.0006526656,0.00025633932,0.00044781627],"category_scores_gemma":[0.0022019383,0.00015321969,0.0001691562,0.00039686126,0.00032217562,0.0007581901,0.00057625654,0.00025247445,0.00008448002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002946949,0.00035867805,0.007788313,0.00012723745,0.000058358968,0.0002018665,0.00013189115,0.84065634,0.062484358,0.009021471,0.0011761622,0.07770068],"study_design_scores_gemma":[0.0000102340555,0.00010192189,0.00058110827,0.000005161538,0.00001629982,0.000035192807,0.000026714335,0.98807305,0.009858826,0.0008313476,0.00045320656,0.0000069708444],"about_ca_topic_score_codex":0.0023903013,"about_ca_topic_score_gemma":0.0021732396,"teacher_disagreement_score":0.0023903013,"about_ca_system_score_codex":0.0006002325,"about_ca_system_score_gemma":0.0005932678,"threshold_uncertainty_score":0.004752815},"labels":[],"label_agreement":null},{"id":"W4233570619","doi":"10.1145/1641913","title":"Proceedings of the 4th ACM workshop on Performance monitoring and measurement of heterogeneous wireless and wired networks","year":2009,"lang":"en","type":"paratext","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Computer science; Wireless; Wireless network; Telecommunications; Wireless sensor network; Library science; Operations research; Engineering; Computer network","score_opus":0.0333676898875082,"score_gpt":0.2548405555082175,"score_spread":0.22147286562070928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233570619","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0207652,0.105511546,0.68639565,0.030879347,0.05412429,0.0016895533,0.004369743,0.007442011,0.08882266],"genre_scores_gemma":[0.17130408,0.101233624,0.4040156,0.0060089794,0.03465016,0.0018398779,0.015840901,0.0035059825,0.26160082],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99308926,0.0020333703,0.00047650456,0.0007530634,0.0032259938,0.0004218212],"domain_scores_gemma":[0.9890115,0.0033783405,0.00048501155,0.0018250782,0.0038994753,0.0014004789],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008605274,0.0020018914,0.0022904193,0.0021746329,0.0008311852,0.00564788,0.00279732,0.002169669,0.017970761],"category_scores_gemma":[0.012810759,0.00086870085,0.0010018823,0.0019569807,0.0011343191,0.0052193752,0.0027666986,0.0044031283,0.0077239843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063852995,0.0004942607,0.003592007,0.0008611424,0.00032872497,0.00043378313,0.00055813714,0.007878964,0.008549794,0.015007924,0.4822004,0.4794563],"study_design_scores_gemma":[0.00010658942,0.0004955668,0.006017833,0.0008345982,0.00021834362,0.0008111773,0.0004510193,0.037449874,0.008136027,0.02593698,0.9194019,0.00014003861],"about_ca_topic_score_codex":0.004448124,"about_ca_topic_score_gemma":0.005558221,"teacher_disagreement_score":0.017970761,"about_ca_system_score_codex":0.0015816302,"about_ca_system_score_gemma":0.0026830966,"threshold_uncertainty_score":0.0601182},"labels":[],"label_agreement":null},{"id":"W4233971796","doi":"10.1002/wcm.784","title":"A distributed MAC scheme supporting voice services in mobile<i>ad hoc</i>networks","year":2009,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Computer science; Computer network; Jitter; Reservation; Wireless ad hoc network; Mobile ad hoc network; Network packet; Transmission (telecommunications); Real-time computing; Wireless; Telecommunications","score_opus":0.013470928370659383,"score_gpt":0.29114081898357036,"score_spread":0.277669890612911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233971796","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13412882,0.0014393185,0.8559625,0.00037334097,0.0004111014,0.00018681429,0.00003810061,0.0014867986,0.005973239],"genre_scores_gemma":[0.90077937,0.00016916901,0.09624432,0.00010760742,0.00015114603,0.00008164743,0.000049048176,0.00003135792,0.002386205],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99964905,0.0001114839,0.000024411856,0.00006815946,0.000094966905,0.00005185467],"domain_scores_gemma":[0.99903536,0.00021790531,0.00010929769,0.00020046045,0.00033561428,0.000101383324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083755475,0.00038276453,0.00040167745,0.00052316993,0.0007162007,0.00071608706,0.0012420294,0.00043408436,0.000925645],"category_scores_gemma":[0.0014437931,0.00016038715,0.00027073614,0.00023098986,0.0006257384,0.0006143308,0.00073717494,0.0006448019,0.000268628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015274199,0.00052980916,0.0021825458,0.00034863965,0.00013704151,0.0007821743,0.0007597059,0.07935844,0.44886416,0.057543706,0.0074114087,0.40055496],"study_design_scores_gemma":[0.00029587685,0.0013717304,0.001016698,0.000041142197,0.0001290025,0.0009266056,0.00012310619,0.9035947,0.06708593,0.010304981,0.015020307,0.000089964604],"about_ca_topic_score_codex":0.00049531256,"about_ca_topic_score_gemma":0.0004473233,"teacher_disagreement_score":0.0012420294,"about_ca_system_score_codex":0.0005240461,"about_ca_system_score_gemma":0.00042456438,"threshold_uncertainty_score":0.0044294596},"labels":[],"label_agreement":null},{"id":"W4234316207","doi":"10.4108/icst.wiopt2008.3096","title":"A Distributed Power and Rate Control Scheme for Mobile Ad hoc Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Distributed coordination function; Computer science; Computer network; Wireless ad hoc network; IEEE 802.11s; Inter-Access Point Protocol; Mobile ad hoc network; Power control; IEEE 802.11; Access control; Protocol (science); Vehicular ad hoc network; Service set; Multiple Access with Collision Avoidance for Wireless; Scheme (mathematics); Wireless network; Wireless lan; Distributed computing; Local area network; Wireless; Power (physics); Wi-Fi; Telecommunications; Wireless mesh network","score_opus":0.011654519259661586,"score_gpt":0.24027750846490986,"score_spread":0.22862298920524826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234316207","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010983216,0.0011173948,0.98972344,0.00020026545,0.0005044828,0.00023866129,0.00007419849,0.0018337142,0.005209525],"genre_scores_gemma":[0.26504448,0.0034011093,0.69710976,0.00079336046,0.0013076037,0.0013890075,0.0005923844,0.00037943816,0.029982958],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982339,0.00038489889,0.00014071901,0.0002898933,0.0008498316,0.00010062318],"domain_scores_gemma":[0.9991504,0.00017747008,0.00008453452,0.00025180558,0.00028267072,0.00005308127],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014021931,0.0009216922,0.0011520364,0.0008311986,0.000983641,0.0012084121,0.0030265828,0.0010089129,0.0048059993],"category_scores_gemma":[0.002944005,0.0003100658,0.000627737,0.0013997963,0.0007867283,0.0016318829,0.0017095235,0.0019999763,0.0036349227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032542,0.0003252456,0.00024010851,0.00045871752,0.0001339318,0.00047821732,0.00023468625,0.109503105,0.038506433,0.20628883,0.041071225,0.60243404],"study_design_scores_gemma":[0.00034153814,0.00071792415,0.00035391308,0.00009350437,0.00011478453,0.0012943221,0.000046036865,0.7253379,0.01736094,0.060953878,0.19318557,0.00019961661],"about_ca_topic_score_codex":0.00075144524,"about_ca_topic_score_gemma":0.00084150094,"teacher_disagreement_score":0.0048059993,"about_ca_system_score_codex":0.00061525486,"about_ca_system_score_gemma":0.0007844843,"threshold_uncertainty_score":0.016077697},"labels":[],"label_agreement":null},{"id":"W4234606805","doi":"10.1109/access.2019.2914658","title":"Dynamic QoE/QoS-Aware Queuing for Heterogeneous Traffic in Smart Home","year":2019,"lang":"en","type":"article","venue":"IEEE Access","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Quality of service; Computer network; Network packet; Queueing theory; Traffic classification; Scheduling (production processes); Queuing delay; Quality of experience; Real-time computing; Mathematical optimization","score_opus":0.01987265761235096,"score_gpt":0.3028260418220526,"score_spread":0.2829533842097016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234606805","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23552203,0.0003052453,0.76160264,0.00030168277,0.00007465883,0.00007811131,0.00005388018,0.001109221,0.0009526103],"genre_scores_gemma":[0.972031,0.00007120901,0.027261838,0.00006160082,0.000021232107,0.00002655474,0.000036006153,0.000027161974,0.00046337585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992772,0.00024974433,0.000036032412,0.00015084661,0.00016803731,0.00011817919],"domain_scores_gemma":[0.99917454,0.0004175477,0.000091504466,0.000091079506,0.00015241881,0.000072883966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014044197,0.0004665382,0.0007398926,0.00042271175,0.0005725291,0.0007702018,0.000892508,0.0005504395,0.00046820685],"category_scores_gemma":[0.0016956812,0.00029038335,0.00031256335,0.00036801837,0.00046090764,0.0013877169,0.0006055849,0.00063432433,0.000096077674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009206594,0.00063079153,0.007834005,0.0001215534,0.00011953909,0.00040288328,0.00046913812,0.73991853,0.09884417,0.019385096,0.0030995188,0.12825407],"study_design_scores_gemma":[0.0000100679645,0.000045912544,0.00033463817,0.0000016280079,0.000009117734,0.000021413287,0.000025320809,0.99485993,0.0026389912,0.0018337725,0.00021170851,0.000007510716],"about_ca_topic_score_codex":0.0041901157,"about_ca_topic_score_gemma":0.00397427,"teacher_disagreement_score":0.0041901157,"about_ca_system_score_codex":0.0013214445,"about_ca_system_score_gemma":0.00084769627,"threshold_uncertainty_score":0.009587824},"labels":[],"label_agreement":null},{"id":"W4235622088","doi":"10.1002/wcm.666","title":"Contention‐free approaches for WiFi MAC design for VoIP services: performance analysis and comparison","year":2008,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Voice over IP; Computer network; Polling; Quality of service; Overhead (engineering); Provisioning; Distributed coordination function; Wireless; Wireless network; Telecommunications; IEEE 802.11; The Internet","score_opus":0.11420863645167265,"score_gpt":0.30080686945118434,"score_spread":0.1865982329995117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235622088","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42611843,0.006174855,0.5545355,0.00032888254,0.00020529644,0.0004908146,0.000078992816,0.0006387657,0.011428403],"genre_scores_gemma":[0.94772726,0.0006462429,0.05008652,0.000030421597,0.000052407588,0.00014156365,0.0000359062,0.00002014355,0.001259528],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982551,0.0005898594,0.00006938714,0.000106263884,0.00077805173,0.00020140297],"domain_scores_gemma":[0.99510276,0.0033566703,0.00031169326,0.00018614807,0.00093100936,0.000111672176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003709275,0.00089106394,0.00051572686,0.0017515786,0.00067572953,0.0011115003,0.0014327059,0.000728806,0.0021056042],"category_scores_gemma":[0.0075404653,0.0002902765,0.00035413844,0.0009166495,0.000490225,0.00073324895,0.0007850163,0.00054221984,0.0002053849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011817336,0.000605079,0.00581847,0.00036233538,0.00022200379,0.0001436876,0.0003383285,0.72149193,0.020757059,0.014923964,0.0013165281,0.2328388],"study_design_scores_gemma":[0.000033610813,0.00038412478,0.000774096,0.00001121214,0.000039064897,0.00004509164,0.00004141118,0.9946741,0.0027323226,0.0006724179,0.000581058,0.000011460286],"about_ca_topic_score_codex":0.004778745,"about_ca_topic_score_gemma":0.00370423,"teacher_disagreement_score":0.004778745,"about_ca_system_score_codex":0.0020707163,"about_ca_system_score_gemma":0.0010298315,"threshold_uncertainty_score":0.019616723},"labels":[],"label_agreement":null},{"id":"W4235666101","doi":"10.32920/ryerson.14654946","title":"Protocol Enhancements and Performance Analysis of WiFi Networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"McMaster University","keywords":"Computer science; Computer network; Telecommunications link; Subcarrier; Quality of service; Channel (broadcasting); Transmission (telecommunications); Protocol (science); Orthogonal frequency-division multiplexing; Telecommunications","score_opus":0.023583374291488192,"score_gpt":0.29833584352168724,"score_spread":0.274752469230199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235666101","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6203562,0.008408051,0.31295714,0.0006979399,0.00035054682,0.0007812345,0.00092347007,0.0016132214,0.05391214],"genre_scores_gemma":[0.9449365,0.002839207,0.04634811,0.00006500203,0.000074809665,0.00041766008,0.0005175985,0.000059522998,0.0047415863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978916,0.00050296856,0.00012019203,0.0001794559,0.0010134499,0.00029248183],"domain_scores_gemma":[0.9978283,0.0010415321,0.00021005496,0.00032275473,0.0005625277,0.00003486183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025026002,0.00072821835,0.00040235763,0.001542484,0.00050843245,0.0011897587,0.0008433207,0.0005589864,0.001812042],"category_scores_gemma":[0.007723868,0.0002245461,0.00046970107,0.0014507566,0.0003853275,0.0013727916,0.00051331683,0.0007146717,0.00025775563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00060651783,0.00027076824,0.01296678,0.000562105,0.00016207274,0.00054352876,0.0002434026,0.6331627,0.037569188,0.09204858,0.003235828,0.2186285],"study_design_scores_gemma":[0.000021866148,0.0005179346,0.003627975,0.000048073947,0.00010133257,0.0004530056,0.00008617208,0.9654444,0.013997364,0.006607758,0.009059931,0.000034162797],"about_ca_topic_score_codex":0.0040556206,"about_ca_topic_score_gemma":0.0027214964,"teacher_disagreement_score":0.0040556206,"about_ca_system_score_codex":0.0016017174,"about_ca_system_score_gemma":0.0009331307,"threshold_uncertainty_score":0.013235211},"labels":[],"label_agreement":null},{"id":"W4236048669","doi":"10.1007/978-1-4614-6602-4_1","title":"Introduction","year":2013,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","score_opus":0.014247624143447468,"score_gpt":0.23029533010929057,"score_spread":0.2160477059658431,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236048669","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00035499124,0.003366536,0.0053980383,0.003970064,0.008245085,0.00014068777,0.001907076,0.0010303452,0.9755872],"genre_scores_gemma":[0.0013241332,0.00197692,0.0013640482,0.0014781532,0.0013177589,0.00008594805,0.0014392375,0.00028271784,0.99073094],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992173,0.00008240747,0.000026836173,0.0001580669,0.0004229033,0.000092569215],"domain_scores_gemma":[0.99892575,0.00014167541,0.00004027327,0.00016161319,0.00047587312,0.00025486015],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007802634,0.0009957905,0.00058020477,0.0017418159,0.0013931625,0.0045036846,0.0017738601,0.0018273166,0.6164905],"category_scores_gemma":[0.0028512012,0.00030939197,0.00057305594,0.001522489,0.00070469605,0.0033638284,0.003049512,0.0019074777,0.5275929],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024092466,0.00003026429,0.00008778636,0.00016646773,0.0000023057728,0.00004130748,0.0001043181,0.00009448427,0.0003644931,0.035193495,0.7980792,0.16581179],"study_design_scores_gemma":[0.0000014298122,0.0000051230895,0.000045140518,0.00005070669,7.415589e-7,0.000024272325,0.000024946985,0.000015094922,0.000056853718,0.0030723093,0.9967013,0.0000020562586],"about_ca_topic_score_codex":0.0017619284,"about_ca_topic_score_gemma":0.0024632812,"teacher_disagreement_score":0.6164905,"about_ca_system_score_codex":0.0012595106,"about_ca_system_score_gemma":0.0021249228,"threshold_uncertainty_score":0.54702973},"labels":[],"label_agreement":null},{"id":"W4236344438","doi":"10.1007/978-3-319-78262-1_234","title":"Hidden and Exposed Terminal Problems","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Terminal (telecommunication); Computer science; Computer network","score_opus":0.03436239114471413,"score_gpt":0.23168993625542247,"score_spread":0.19732754511070835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236344438","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017970294,0.012491113,0.19539131,0.012735648,0.0033464055,0.000066974804,0.00018818333,0.000203504,0.7576066],"genre_scores_gemma":[0.25599504,0.015180909,0.023827521,0.0028442265,0.0026968291,0.00013546618,0.00024433952,0.00027473705,0.6988009],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99938345,0.00015517548,0.000016869642,0.0001197541,0.0002260399,0.00009862905],"domain_scores_gemma":[0.99867517,0.0007799068,0.00006146342,0.00026439133,0.00012142502,0.00009760646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000906675,0.00066532684,0.0006605196,0.00055814284,0.0016183779,0.0027312343,0.0016951341,0.0024543211,0.02426274],"category_scores_gemma":[0.00418397,0.00046044303,0.0006449266,0.00070650864,0.0035671091,0.00729556,0.0031694449,0.0061839987,0.003898365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022463013,0.000021984592,0.000059616304,0.000052508844,0.0000061905566,0.00013801346,0.00027584418,0.0017794331,0.00026300334,0.9597936,0.019584829,0.01800245],"study_design_scores_gemma":[0.00001074246,0.000015718771,0.00010193417,0.000075269716,0.000009378091,0.00027058428,0.00017028501,0.0047067003,0.0003166931,0.93946576,0.054847207,0.000009725722],"about_ca_topic_score_codex":0.0007834712,"about_ca_topic_score_gemma":0.0007163853,"teacher_disagreement_score":0.02426274,"about_ca_system_score_codex":0.0011307773,"about_ca_system_score_gemma":0.00085571996,"threshold_uncertainty_score":0.08116692},"labels":[],"label_agreement":null},{"id":"W4237396830","doi":"10.32920/ryerson.14654724","title":"An Optimal Initial Radio Access Technology Selection Method for Heterogeneous Wireless Networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Markov decision process; Blocking (statistics); Selection (genetic algorithm); Computer network; Wireless network; Radio access technology; Wireless; Energy consumption; Service (business); Heterogeneous network; Radio resource management; Function (biology); Markov process; Distributed computing; Telecommunications; Base station; Engineering; User equipment; Machine learning","score_opus":0.034301208532582554,"score_gpt":0.37197886344077397,"score_spread":0.3376776549081914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237396830","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010360371,0.00009935939,0.98825383,0.00006169488,0.000018720084,0.00004234057,0.000009599804,0.00012668158,0.0010274707],"genre_scores_gemma":[0.7032682,0.00023231306,0.29279757,0.000110513465,0.000052849507,0.00021203281,0.00009110256,0.00009125752,0.0031441553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992539,0.0002536227,0.000026656055,0.00013172576,0.00019769589,0.0001363249],"domain_scores_gemma":[0.99868554,0.0008564951,0.00010319339,0.00005253936,0.00021707352,0.0000851475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013850762,0.00074409734,0.0008930699,0.0007549889,0.0006184908,0.0009392044,0.0012296436,0.0006187983,0.0020323417],"category_scores_gemma":[0.0027872836,0.000407747,0.0006798328,0.0005208282,0.000890553,0.0009066789,0.0009393767,0.00096225104,0.00031581122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024545044,0.00012637152,0.00078518305,0.000078561854,0.00004603594,0.00015077369,0.0001853024,0.8396336,0.009488835,0.033619698,0.0019219117,0.11371825],"study_design_scores_gemma":[0.00000771329,0.000018300247,0.000040245595,0.000002670728,0.0000048201696,0.000010009831,0.0000068875997,0.9968656,0.000510036,0.0023628364,0.00016691805,0.0000039315387],"about_ca_topic_score_codex":0.0038956848,"about_ca_topic_score_gemma":0.0035223824,"teacher_disagreement_score":0.0038956848,"about_ca_system_score_codex":0.0011580808,"about_ca_system_score_gemma":0.0016501029,"threshold_uncertainty_score":0.008402467},"labels":[],"label_agreement":null},{"id":"W4237753727","doi":"10.1145/2502880","title":"Proceedings of the 2013 ACM MobiCom workshop on Lowest cost denominator networking for universal access","year":2013,"lang":"en","type":"paratext","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"The Internet; Internet access; Computer science; Scalability; Digital divide; Universal design; Telecommunications; Internet privacy; Computer security; World Wide Web","score_opus":0.04520508031268483,"score_gpt":0.3065236137426693,"score_spread":0.26131853342998446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237753727","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016907398,0.0669302,0.38694224,0.09454465,0.08640633,0.001962543,0.001932088,0.005951182,0.33842334],"genre_scores_gemma":[0.122468285,0.06253877,0.21362853,0.014724643,0.03305188,0.0020496885,0.0064551355,0.0035257745,0.5415572],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99649495,0.0009561593,0.00017705986,0.00041331592,0.0014556557,0.0005027395],"domain_scores_gemma":[0.9967775,0.00069181906,0.00012354138,0.00045226337,0.0010980682,0.00085685716],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0052411184,0.0017412382,0.0012559587,0.0011984737,0.002709433,0.005963095,0.0032408673,0.0026818386,0.044416253],"category_scores_gemma":[0.007012247,0.0007094729,0.00077200576,0.0011696122,0.0015854179,0.009846671,0.005033684,0.0053286385,0.019252956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003716347,0.00018012329,0.0005100739,0.00036362174,0.00005104111,0.00028764876,0.00046221763,0.001873856,0.0035895077,0.029052198,0.7697555,0.1935026],"study_design_scores_gemma":[0.000033978184,0.00008410949,0.00044747858,0.00028716202,0.000022562133,0.00020914566,0.00041480665,0.008248664,0.0009685943,0.011272271,0.9779781,0.0000331801],"about_ca_topic_score_codex":0.008001291,"about_ca_topic_score_gemma":0.014547489,"teacher_disagreement_score":0.95558375,"about_ca_system_score_codex":0.0021415672,"about_ca_system_score_gemma":0.0034886734,"threshold_uncertainty_score":0.14858717},"labels":[],"label_agreement":null},{"id":"W4238182125","doi":"10.32920/ryerson.14654724.v1","title":"An Optimal Initial Radio Access Technology Selection Method for Heterogeneous Wireless Networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Markov decision process; Blocking (statistics); Computer network; Selection (genetic algorithm); Radio access technology; Wireless; Wireless network; Energy consumption; Heterogeneous network; Service (business); Radio resource management; Markov process; Telecommunications; Base station; Engineering; User equipment; Machine learning","score_opus":0.034301208532582554,"score_gpt":0.37197886344077397,"score_spread":0.3376776549081914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238182125","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010360371,0.00009935939,0.98825383,0.00006169488,0.000018720084,0.00004234057,0.000009599804,0.00012668158,0.0010274707],"genre_scores_gemma":[0.7032682,0.00023231306,0.29279757,0.000110513465,0.000052849507,0.00021203281,0.00009110256,0.00009125752,0.0031441553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992539,0.0002536227,0.000026656055,0.00013172576,0.00019769589,0.0001363249],"domain_scores_gemma":[0.99868554,0.0008564951,0.00010319339,0.00005253936,0.00021707352,0.0000851475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013850762,0.00074409734,0.0008930699,0.0007549889,0.0006184908,0.0009392044,0.0012296436,0.0006187983,0.0020323417],"category_scores_gemma":[0.0027872836,0.000407747,0.0006798328,0.0005208282,0.000890553,0.0009066789,0.0009393767,0.00096225104,0.00031581122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024545044,0.00012637152,0.00078518305,0.000078561854,0.00004603594,0.00015077369,0.0001853024,0.8396336,0.009488835,0.033619698,0.0019219117,0.11371825],"study_design_scores_gemma":[0.00000771329,0.000018300247,0.000040245595,0.000002670728,0.0000048201696,0.000010009831,0.0000068875997,0.9968656,0.000510036,0.0023628364,0.00016691805,0.0000039315387],"about_ca_topic_score_codex":0.0038956848,"about_ca_topic_score_gemma":0.0035223824,"teacher_disagreement_score":0.0038956848,"about_ca_system_score_codex":0.0011580808,"about_ca_system_score_gemma":0.0016501029,"threshold_uncertainty_score":0.008402467},"labels":[],"label_agreement":null},{"id":"W4238659577","doi":"10.32920/ryerson.14668536","title":"Performance evaluation of mixed SCTP and TCP traffic over last hop wifi","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Stream Control Transmission Protocol; Computer network; Computer science; Multihoming; Network packet; Throughput; Packet loss; Channel (broadcasting); Wireless; The Internet; Internet Protocol; Telecommunications; Operating system","score_opus":0.0402979049076347,"score_gpt":0.2924909155738044,"score_spread":0.2521930106661697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238659577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9945334,0.00053237006,0.0026297679,0.00008328788,0.00004875042,0.000026185111,0.00016599591,0.0004325565,0.0015477708],"genre_scores_gemma":[0.9988361,0.000111219895,0.00060254434,0.000014167397,0.000010445387,0.000010508885,0.00012684437,0.000015155454,0.00027287973],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821365,0.0003924371,0.00013998347,0.00021006835,0.0006494529,0.0003944251],"domain_scores_gemma":[0.99138814,0.0049173636,0.0005009295,0.00030591813,0.0025825177,0.0003050677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016775259,0.00065066485,0.00073033624,0.0015313005,0.00076533534,0.0012036826,0.0007119431,0.000846131,0.00083844224],"category_scores_gemma":[0.007052564,0.00022621188,0.00031708225,0.0013832762,0.0005028546,0.0008815335,0.00041313845,0.0006481703,0.00021187142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01907891,0.0020492354,0.12681958,0.0012388839,0.0010482838,0.003018398,0.0016770996,0.31091735,0.35634482,0.0033508937,0.005385759,0.16907088],"study_design_scores_gemma":[0.0001607284,0.0051630526,0.037662685,0.000060012866,0.00034987155,0.0010538298,0.0006091905,0.85488826,0.098453365,0.00055939716,0.0009364772,0.00010311309],"about_ca_topic_score_codex":0.007056571,"about_ca_topic_score_gemma":0.0032113604,"teacher_disagreement_score":0.007056571,"about_ca_system_score_codex":0.00096740614,"about_ca_system_score_gemma":0.0004620025,"threshold_uncertainty_score":0.014030993},"labels":[],"label_agreement":null},{"id":"W4239556664","doi":"10.36227/techrxiv.13211687","title":"Towards More Reliable Deep Learning-Based Link Adaptation for WiFi 6","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Retransmission; Computer science; Link adaptation; Coding (social sciences); Throughput; Adaptation (eye); Wireless; Computer network; Real-time computing; Transmission (telecommunications); Telecommunications; Channel (broadcasting)","score_opus":0.047691369199394554,"score_gpt":0.2961433377668118,"score_spread":0.24845196856741725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239556664","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05218694,0.0007802119,0.94260144,0.00051771186,0.000078754725,0.000037777492,0.00015015123,0.0014983919,0.002148647],"genre_scores_gemma":[0.88335735,0.00037398687,0.11103125,0.0003361947,0.000081637445,0.00010530259,0.00040417688,0.00014858673,0.004161497],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99957937,0.00009955406,0.000017936205,0.00010023388,0.00011342367,0.00008946918],"domain_scores_gemma":[0.9988734,0.0005887378,0.00012654642,0.00016374857,0.00019654326,0.00005085986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013010541,0.0009956578,0.00079712406,0.00047684397,0.00029403646,0.0008633499,0.0015533275,0.0010909365,0.0015916638],"category_scores_gemma":[0.004362794,0.0005310724,0.00047941852,0.00059025903,0.0006412355,0.0016868367,0.0014219283,0.0022925646,0.00045314792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008148961,0.00006704213,0.0007257353,0.00003618125,0.000034061275,0.000037715807,0.000028768103,0.9162343,0.0028653091,0.0028254124,0.0012366184,0.07582736],"study_design_scores_gemma":[0.0000017073362,0.000007495641,0.000050086135,0.0000023880725,0.0000020603165,0.000003928036,0.0000019666093,0.99838066,0.00042379647,0.0010148423,0.000109508306,0.0000015607731],"about_ca_topic_score_codex":0.006629371,"about_ca_topic_score_gemma":0.0073756143,"teacher_disagreement_score":0.006629371,"about_ca_system_score_codex":0.0011291563,"about_ca_system_score_gemma":0.0010239619,"threshold_uncertainty_score":0.013181567},"labels":[],"label_agreement":null},{"id":"W4242931390","doi":"10.1109/pimrc.2003.1264239","title":"Enhancing fairness and throughput of tcp in heterogeneous wireless networks","year":2004,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer network; Computer science; TCP Westwood plus; TCP Friendly Rate Control; TCP acceleration; Wireless network; Network congestion; Zeta-TCP; TCP global synchronization; TCP tuning; Throughput; CUBIC TCP; Wireless; Network packet; Packet loss; Telecommunications","score_opus":0.009895510822772343,"score_gpt":0.23863549975442405,"score_spread":0.2287399889316517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242931390","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3679177,0.0013981313,0.6256908,0.00030306022,0.0001921735,0.000086882545,0.000028234273,0.0006294627,0.0037534554],"genre_scores_gemma":[0.9827859,0.00014105116,0.016614644,0.000030788182,0.00006925888,0.000018510022,0.000007029318,0.000020652278,0.00031217496],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99745995,0.0009693307,0.00013248567,0.000333095,0.0006886605,0.00041645076],"domain_scores_gemma":[0.993218,0.0036327469,0.00078408653,0.001133414,0.0008509896,0.00038089725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0053165783,0.0006925381,0.00089603727,0.00087533967,0.0010250947,0.001597338,0.0013216402,0.0007420099,0.00028975942],"category_scores_gemma":[0.014663379,0.00032709498,0.00037687062,0.0007629108,0.0012603056,0.0024227926,0.0017949783,0.0009488699,0.00009873212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011320143,0.0004065489,0.009834196,0.00016941823,0.00015017812,0.0005700948,0.00044438848,0.72674483,0.06460015,0.038655415,0.0008452465,0.15644743],"study_design_scores_gemma":[0.000035154106,0.00014215625,0.0014028585,0.000009644036,0.000059247617,0.00009317519,0.00003135722,0.97168374,0.014416345,0.0110749155,0.0010261252,0.00002537787],"about_ca_topic_score_codex":0.0025373937,"about_ca_topic_score_gemma":0.0016220162,"teacher_disagreement_score":0.0053165783,"about_ca_system_score_codex":0.0012287761,"about_ca_system_score_gemma":0.0011630617,"threshold_uncertainty_score":0.02811712},"labels":[],"label_agreement":null},{"id":"W4243304431","doi":"10.1002/wcm.533","title":"On the support of voice call continuity across UMTS and wireless LANs","year":2007,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of British Columbia","keywords":"UMTS frequency bands; Computer science; Computer network; Handover; Quality of service; Voice communication; Voice over IP; Call Admission Control; Bandwidth (computing); Wireless; Wi-Fi; Telecommunications; Wireless network","score_opus":0.02376766242798978,"score_gpt":0.31524069805055616,"score_spread":0.2914730356225664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243304431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62205505,0.0019977938,0.35614702,0.0013383402,0.00013580374,0.00013291644,0.00007679316,0.00048598138,0.01763039],"genre_scores_gemma":[0.98653895,0.0002820405,0.012384712,0.00007020369,0.00004343344,0.000033361877,0.000029857289,0.000017116517,0.0006003425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9975152,0.0012485281,0.00008185279,0.00018658975,0.0005351921,0.00043266735],"domain_scores_gemma":[0.9896421,0.0073874258,0.00096492766,0.000780655,0.0008244724,0.0004003653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039109634,0.0004011715,0.00061021943,0.00050592364,0.0013108947,0.0013538961,0.0011633659,0.00073053327,0.0016129944],"category_scores_gemma":[0.014953868,0.00027722892,0.00029553557,0.000695309,0.0011572818,0.0020344413,0.0014134289,0.0010722231,0.00024258114],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020314953,0.00029298034,0.011440432,0.00018183966,0.00011199419,0.00085989427,0.0005699284,0.73482,0.015984038,0.15879446,0.0017671959,0.07314579],"study_design_scores_gemma":[0.000048401642,0.0002266791,0.0011018465,0.000021046772,0.000035917285,0.00015282231,0.00011744546,0.98175055,0.004382184,0.010052145,0.0020924401,0.000018465587],"about_ca_topic_score_codex":0.0048168357,"about_ca_topic_score_gemma":0.0029658603,"teacher_disagreement_score":0.0048168357,"about_ca_system_score_codex":0.0016332926,"about_ca_system_score_gemma":0.0013016032,"threshold_uncertainty_score":0.020683348},"labels":[],"label_agreement":null},{"id":"W4244387123","doi":"10.36227/techrxiv.13211687.v2","title":"Towards More Reliable Deep Learning-Based Link Adaptation for WiFi 6","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec","funders":"","keywords":"Retransmission; Computer science; Link adaptation; Coding (social sciences); Throughput; Adaptation (eye); Wireless; Computer network; Real-time computing; Transmission (telecommunications); Telecommunications; Channel (broadcasting)","score_opus":0.034296460918087544,"score_gpt":0.2898214931623124,"score_spread":0.2555250322442249,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244387123","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051866263,0.00078229874,0.94293135,0.00051898946,0.00007880115,0.000037655376,0.00015061618,0.0014894375,0.0021445528],"genre_scores_gemma":[0.8825931,0.00037799365,0.11175455,0.00033770868,0.000082419756,0.000105837644,0.00040821813,0.00015007227,0.00419008],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995783,0.000100084486,0.000017951912,0.00010065498,0.00011371404,0.000089288886],"domain_scores_gemma":[0.9988691,0.00059202,0.00012666457,0.00016452742,0.00019670292,0.00005085693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013030134,0.0009968508,0.00079941715,0.00047740474,0.00029420867,0.00086662197,0.0015522646,0.0010934044,0.0015932923],"category_scores_gemma":[0.0043897494,0.000532533,0.00047924012,0.000592051,0.0006440461,0.0016905152,0.0014254337,0.0022951912,0.000453507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008142224,0.000066850014,0.00072625885,0.000036410525,0.00003414195,0.000037753187,0.000028828325,0.91626203,0.0028508748,0.002864142,0.001249408,0.07576181],"study_design_scores_gemma":[0.0000017092572,0.0000074448467,0.000050031533,0.0000023984944,0.00000205643,0.000003931582,0.0000019685385,0.9983675,0.00042171354,0.0010295241,0.0001102044,0.0000015555694],"about_ca_topic_score_codex":0.0066204933,"about_ca_topic_score_gemma":0.007362705,"teacher_disagreement_score":0.0066204933,"about_ca_system_score_codex":0.00112777,"about_ca_system_score_gemma":0.001021967,"threshold_uncertainty_score":0.013163924},"labels":[],"label_agreement":null},{"id":"W4244567878","doi":"10.22215/etd/2006-07671","title":"Broadband point-to-point wireless channels over flat land with low antennas","year":2006,"lang":"en","type":"dissertation","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Federation for the Humanities and Social Sciences","keywords":"Broadband; Telecommunications; Point (geometry); Wireless broadband; Wireless; Electrical engineering; Computer science; Engineering; Mathematics; Geometry; Wireless network","score_opus":0.00683913764241491,"score_gpt":0.2399048555231503,"score_spread":0.23306571788073538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244567878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5183857,0.0011349584,0.409325,0.0012463034,0.00016293857,0.000119146556,0.00064830563,0.0022007322,0.0667769],"genre_scores_gemma":[0.9606873,0.0008624517,0.015846685,0.000054147964,0.000085893815,0.00003475803,0.00019524588,0.000051480703,0.02218203],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997824,0.00004842614,0.0000036764623,0.00002822286,0.00006890551,0.00006843438],"domain_scores_gemma":[0.99967086,0.00017407235,0.000022119506,0.000041366042,0.00006863752,0.000022935987],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016932258,0.0002470691,0.0002528182,0.00035420127,0.0004219249,0.000624254,0.00024593793,0.00035138032,0.0066337246],"category_scores_gemma":[0.00082878605,0.00013114804,0.00007457393,0.0007491119,0.00032272065,0.00078438,0.00039790192,0.0003064975,0.0025196485],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001382069,0.00027964005,0.0064108665,0.0004513,0.000047743735,0.0012565184,0.0004141437,0.19042245,0.3619431,0.030177016,0.016022857,0.39119226],"study_design_scores_gemma":[0.00015798803,0.0011745193,0.013228398,0.00008371875,0.00010088051,0.0015211097,0.0009480313,0.7369851,0.1605472,0.022660213,0.06249215,0.00010066408],"about_ca_topic_score_codex":0.0017689933,"about_ca_topic_score_gemma":0.0035093266,"teacher_disagreement_score":0.0066337246,"about_ca_system_score_codex":0.0004303987,"about_ca_system_score_gemma":0.00027610816,"threshold_uncertainty_score":0.022192061},"labels":[],"label_agreement":null},{"id":"W4245007383","doi":"10.1007/978-3-319-09504-2_2","title":"System Model","year":2014,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in computer science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","score_opus":0.021455331780205537,"score_gpt":0.23920123961026063,"score_spread":0.2177459078300551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245007383","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018852074,0.0018062288,0.6919409,0.005489175,0.0010834287,0.0011502734,0.018210897,0.003908828,0.25755826],"genre_scores_gemma":[0.57875896,0.004216688,0.06414695,0.0021237114,0.000889216,0.002683664,0.01390086,0.00063033635,0.3326497],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989477,0.00026297633,0.000044463297,0.0003019813,0.0002951564,0.0001477481],"domain_scores_gemma":[0.99907255,0.00036672608,0.00008363594,0.00016423308,0.00026961684,0.000043163753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073347706,0.0015709738,0.0013377228,0.0012605679,0.0008298083,0.003140993,0.0026761834,0.0023670099,0.06040144],"category_scores_gemma":[0.002639425,0.00040177928,0.00095433154,0.0013738705,0.00088920904,0.0031534322,0.002358737,0.0017656822,0.023429325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022306776,0.00019924776,0.0012712111,0.00069656875,0.00011126239,0.0011846792,0.0002879767,0.32173198,0.0030914932,0.56556684,0.05976231,0.04587348],"study_design_scores_gemma":[0.00016134862,0.00018312299,0.00045400078,0.00008607968,0.00009027527,0.0005230842,0.00016464648,0.67057735,0.0012027255,0.24207194,0.08441701,0.0000684769],"about_ca_topic_score_codex":0.0038237826,"about_ca_topic_score_gemma":0.0023774123,"teacher_disagreement_score":0.06040144,"about_ca_system_score_codex":0.0011128066,"about_ca_system_score_gemma":0.0013892164,"threshold_uncertainty_score":0.20206296},"labels":[],"label_agreement":null},{"id":"W4245384401","doi":"10.32920/ryerson.14639769","title":"How Usable Are Outdoor Wireless Networks?","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Usability; Humanities; Telecommunications; USable; Political science; Computer science; Art; Multimedia; Human–computer interaction","score_opus":0.02715051033026338,"score_gpt":0.24779076695919877,"score_spread":0.22064025662893538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245384401","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14707991,0.083845854,0.1256572,0.114137895,0.0033506711,0.00012650124,0.0011616629,0.0016662071,0.5229741],"genre_scores_gemma":[0.9083397,0.04290946,0.014206767,0.0040310454,0.00081110926,0.00011805554,0.00042269737,0.0005958226,0.028565211],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9947627,0.003565762,0.00014005997,0.00027842537,0.00083838176,0.0004147153],"domain_scores_gemma":[0.990488,0.0053636543,0.00066426804,0.001044676,0.0019973905,0.00044205986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032890001,0.00057717395,0.00040100463,0.00058942364,0.0016395529,0.007869518,0.0008372152,0.001474706,0.005966151],"category_scores_gemma":[0.01657439,0.00039905234,0.00029447608,0.0011794723,0.003566116,0.010890338,0.0010183987,0.0009209127,0.0018848671],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020684587,0.00006919904,0.019189645,0.0017178799,0.00014494847,0.0010368603,0.021376375,0.0050220136,0.003691851,0.30701724,0.092938,0.5475892],"study_design_scores_gemma":[0.000016321806,0.00014979098,0.016360654,0.0016961657,0.00014721899,0.001741452,0.05138863,0.003854593,0.0029894724,0.12716748,0.7943514,0.00013681797],"about_ca_topic_score_codex":0.019867562,"about_ca_topic_score_gemma":0.017719533,"teacher_disagreement_score":0.019867562,"about_ca_system_score_codex":0.0016365834,"about_ca_system_score_gemma":0.0010062136,"threshold_uncertainty_score":0.039503872},"labels":[],"label_agreement":null},{"id":"W4247480080","doi":"10.32920/ryerson.14654946.v1","title":"Protocol Enhancements and Performance Analysis of WiFi Networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"McMaster University","keywords":"Computer science; Computer network; Telecommunications link; Subcarrier; Quality of service; Channel (broadcasting); Transmission (telecommunications); Protocol (science); Orthogonal frequency-division multiplexing; Telecommunications","score_opus":0.023583374291488192,"score_gpt":0.29833584352168724,"score_spread":0.274752469230199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247480080","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6203562,0.008408051,0.31295714,0.0006979399,0.00035054682,0.0007812345,0.00092347007,0.0016132214,0.05391214],"genre_scores_gemma":[0.9449365,0.002839207,0.04634811,0.00006500203,0.000074809665,0.00041766008,0.0005175985,0.000059522998,0.0047415863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978916,0.00050296856,0.00012019203,0.0001794559,0.0010134499,0.00029248183],"domain_scores_gemma":[0.9978283,0.0010415321,0.00021005496,0.00032275473,0.0005625277,0.00003486183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025026002,0.00072821835,0.00040235763,0.001542484,0.00050843245,0.0011897587,0.0008433207,0.0005589864,0.001812042],"category_scores_gemma":[0.007723868,0.0002245461,0.00046970107,0.0014507566,0.0003853275,0.0013727916,0.00051331683,0.0007146717,0.00025775563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00060651783,0.00027076824,0.01296678,0.000562105,0.00016207274,0.00054352876,0.0002434026,0.6331627,0.037569188,0.09204858,0.003235828,0.2186285],"study_design_scores_gemma":[0.000021866148,0.0005179346,0.003627975,0.000048073947,0.00010133257,0.0004530056,0.00008617208,0.9654444,0.013997364,0.006607758,0.009059931,0.000034162797],"about_ca_topic_score_codex":0.0040556206,"about_ca_topic_score_gemma":0.0027214964,"teacher_disagreement_score":0.0040556206,"about_ca_system_score_codex":0.0016017174,"about_ca_system_score_gemma":0.0009331307,"threshold_uncertainty_score":0.013235211},"labels":[],"label_agreement":null},{"id":"W4249547043","doi":"10.1109/mcom.2011.6094018","title":"The design and implementation of architectural components for the integration of the IP multimedia subsystem and wireless actuator networks","year":2011,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Actuator; Default gateway; Wireless; Block (permutation group theory); Architecture; Embedded system; IP Multimedia Subsystem; Key (lock); Computer network; Telecommunications; Operating system; Quality of service","score_opus":0.07808946505234637,"score_gpt":0.3107625929828795,"score_spread":0.23267312793053313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249547043","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022655388,0.000336788,0.96687794,0.00039559277,0.00013046073,0.0003757194,0.000035715264,0.0023158,0.00687649],"genre_scores_gemma":[0.12244497,0.0005184955,0.86710113,0.00022066479,0.000036530393,0.00042441377,0.00019890015,0.00037030704,0.008684632],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989235,0.00020266206,0.00011044194,0.00013222506,0.000463229,0.00016802286],"domain_scores_gemma":[0.9990584,0.00010101679,0.000080458994,0.00021244933,0.0004578229,0.0000898342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017244214,0.0006359599,0.00027188074,0.0005163656,0.00056123344,0.0016947082,0.0019065638,0.0010587975,0.001181579],"category_scores_gemma":[0.0021601284,0.00091977883,0.0005516604,0.00041222948,0.0006992488,0.0018171915,0.00088529824,0.0017748213,0.0008419477],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002751007,0.00044622432,0.004667364,0.0009022777,0.00016327118,0.0008522836,0.0017259015,0.06758469,0.2897225,0.2599445,0.012704742,0.36101115],"study_design_scores_gemma":[0.00012959228,0.00064898847,0.0048675644,0.00034719583,0.00036946748,0.0011602751,0.0004684397,0.45338514,0.2776992,0.026328413,0.23443839,0.00015735588],"about_ca_topic_score_codex":0.0039729546,"about_ca_topic_score_gemma":0.0056716343,"teacher_disagreement_score":0.0039729546,"about_ca_system_score_codex":0.0010906102,"about_ca_system_score_gemma":0.0022369311,"threshold_uncertainty_score":0.009119749},"labels":[],"label_agreement":null},{"id":"W4250183891","doi":"10.1504/ijsnet.2018.096205","title":"Passive and greedy beaconless geographic routing for real-time data dissemination in wireless networks","year":2018,"lang":"en","type":"article","venue":"International Journal of Sensor Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer network; Geographic routing; Stateless protocol; Network packet; Greedy algorithm; Node (physics); Wireless sensor network; Routing (electronic design automation); Hop (telecommunications); Real-time computing; Distributed computing; Routing protocol; Static routing; Algorithm","score_opus":0.017082513374375705,"score_gpt":0.30528410592068733,"score_spread":0.2882015925463116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250183891","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0040127705,0.0017946638,0.99257666,0.00014110949,0.000081531245,0.000044013315,0.000012867104,0.0004146687,0.00092172896],"genre_scores_gemma":[0.47397822,0.005393605,0.5150351,0.000386492,0.00034403434,0.0003403831,0.00017930704,0.00021556894,0.0041273455],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988689,0.0003901204,0.00005796057,0.00019167006,0.0004296898,0.0000615499],"domain_scores_gemma":[0.9988111,0.0005398056,0.0001797587,0.00023211248,0.00020390768,0.000033222852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001336355,0.00071314257,0.0005721061,0.00091115624,0.00046398918,0.0007348312,0.0017614831,0.0007757897,0.0006092155],"category_scores_gemma":[0.0032307827,0.000309773,0.0005599572,0.0010416846,0.00077171414,0.0015625888,0.0007090282,0.0006924044,0.0003586224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033824513,0.00014169916,0.0009970645,0.0009435459,0.00010486653,0.0002556641,0.00037667563,0.19414929,0.108905815,0.14189051,0.006252629,0.545644],"study_design_scores_gemma":[0.00009153563,0.0007259371,0.00082186563,0.0000618625,0.000117751515,0.0008713288,0.00010094591,0.88809127,0.029634053,0.049576703,0.029810617,0.00009610396],"about_ca_topic_score_codex":0.0006208935,"about_ca_topic_score_gemma":0.00066896976,"teacher_disagreement_score":0.0017614831,"about_ca_system_score_codex":0.00053401646,"about_ca_system_score_gemma":0.000806721,"threshold_uncertainty_score":0.0070673823},"labels":[],"label_agreement":null},{"id":"W4251246383","doi":"10.1002/wcm.634","title":"Balanced association algorithm for IEEE 802.11 extended service areas","year":2008,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Computer network; Throughput; Shared resource; Service (business); Algorithm; Load balancing (electrical power); IEEE 802.11; Wi-Fi; Wireless network; Network performance; Wireless; Distributed computing; Telecommunications","score_opus":0.02852706698122798,"score_gpt":0.2865732362947046,"score_spread":0.2580461693134766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251246383","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023686685,0.00023705034,0.9737959,0.00013324966,0.00007887979,0.00007371993,0.000027553353,0.000538861,0.0014281037],"genre_scores_gemma":[0.56817704,0.00026973736,0.42418352,0.0001327859,0.00012572996,0.00033469778,0.00025325443,0.00007243492,0.0064507956],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99846447,0.0004143819,0.00010334001,0.0002572247,0.0005263241,0.00023429935],"domain_scores_gemma":[0.9973544,0.0011383513,0.000304196,0.00031650029,0.0007476027,0.00013887371],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017629687,0.0006549728,0.000982073,0.000879571,0.00090262684,0.0012081612,0.0016784293,0.00088281283,0.0029661835],"category_scores_gemma":[0.005493902,0.0003151126,0.00027776204,0.0012248404,0.00056783395,0.0014936863,0.0015201956,0.0009570235,0.001198751],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009859407,0.00031023024,0.0023121522,0.00007989559,0.00007414476,0.00013906398,0.00027169177,0.3733375,0.011132035,0.034182638,0.004622084,0.57255256],"study_design_scores_gemma":[0.00006760734,0.000075537246,0.00021017517,0.0000052435544,0.000008071805,0.0000749743,0.000020965497,0.9884432,0.0015716486,0.007506809,0.002005193,0.000010676915],"about_ca_topic_score_codex":0.0022632375,"about_ca_topic_score_gemma":0.001887316,"teacher_disagreement_score":0.0029661835,"about_ca_system_score_codex":0.0008553609,"about_ca_system_score_gemma":0.0015296079,"threshold_uncertainty_score":0.009922922},"labels":[],"label_agreement":null},{"id":"W4252221251","doi":"10.1002/wcm.643","title":"A novel QoS‐aware MAC protocol for voice services over IEEE 802.11‐based WLANs","year":2008,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Computer network; Polling; Quality of service; Time division multiple access; Access control; Media access control; Network packet; Network allocation vector; Call Admission Control; Wireless; IEEE 802.11; Wireless network; Telecommunications","score_opus":0.053903961719155964,"score_gpt":0.3367767613507643,"score_spread":0.28287279963160833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252221251","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046825387,0.0046706907,0.93480486,0.0009023828,0.0010293989,0.00027287164,0.0000566572,0.0015945723,0.009843218],"genre_scores_gemma":[0.80744207,0.0023327938,0.17845418,0.0009164994,0.0007910657,0.00040225976,0.00020351753,0.00006132808,0.009396292],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993445,0.00017625795,0.000066605615,0.00008245743,0.00024091722,0.000089226814],"domain_scores_gemma":[0.9990501,0.0002890593,0.0001321484,0.000086656364,0.00037725794,0.00006469134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009784548,0.00044041916,0.00038852193,0.0005153352,0.0005839181,0.0013666078,0.0009149083,0.00080851297,0.0010585695],"category_scores_gemma":[0.001824606,0.00017474416,0.00031230215,0.0004324045,0.00057657436,0.0012298498,0.0008385793,0.0013926034,0.00034271384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059455656,0.0003982405,0.00190048,0.00070221775,0.00022948181,0.0020312967,0.00087649893,0.04298657,0.29834223,0.15136077,0.013836843,0.48674083],"study_design_scores_gemma":[0.00014595629,0.00067027163,0.001439047,0.00009718094,0.00027315415,0.0030638075,0.00027349743,0.7961295,0.08311162,0.019397022,0.09522805,0.00017094836],"about_ca_topic_score_codex":0.0006945689,"about_ca_topic_score_gemma":0.0007042332,"teacher_disagreement_score":0.0013666078,"about_ca_system_score_codex":0.0005583764,"about_ca_system_score_gemma":0.000642492,"threshold_uncertainty_score":0.005174637},"labels":[],"label_agreement":null},{"id":"W4253089905","doi":"10.32920/ryerson.14656236.v1","title":"Adaptive channel-superframe allocation (ACSA) for 20 GHz wireless networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Superframe; Computer network; Computer science; Piconet; Channel allocation schemes; Bandwidth (computing); Throughput; Channel (broadcasting); Real-time computing; Wireless; Telecommunications; Bluetooth","score_opus":0.03469085209298756,"score_gpt":0.27347449214002845,"score_spread":0.2387836400470409,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253089905","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.055665713,0.0028415462,0.9346079,0.00024490003,0.00038414853,0.00019534596,0.00006368489,0.00075634784,0.005240375],"genre_scores_gemma":[0.78603214,0.0013907249,0.20928116,0.00024182275,0.00022378175,0.0004229874,0.00011831356,0.00006954214,0.0022196409],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994722,0.00017930135,0.000030706455,0.000074732096,0.0001368158,0.00010630865],"domain_scores_gemma":[0.99939907,0.00022157519,0.00009442188,0.00008208891,0.00016341405,0.00003933211],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010517151,0.000383822,0.00026588023,0.00045714312,0.00080247724,0.00044671423,0.00059301336,0.0003483234,0.0011943864],"category_scores_gemma":[0.0014991153,0.00012552673,0.0003007333,0.0005549603,0.0004620833,0.00055040326,0.00039810472,0.00052170316,0.00021091884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007813836,0.00022310522,0.0054248027,0.00037751131,0.00012990634,0.00030888215,0.00061394,0.27747926,0.09830193,0.14896464,0.010598631,0.456796],"study_design_scores_gemma":[0.00007758145,0.00064348115,0.002429668,0.00007142124,0.00008585372,0.0005101679,0.000113298694,0.8777804,0.032695588,0.02123531,0.064286016,0.00007117495],"about_ca_topic_score_codex":0.0028540674,"about_ca_topic_score_gemma":0.0033118308,"teacher_disagreement_score":0.0028540674,"about_ca_system_score_codex":0.001023982,"about_ca_system_score_gemma":0.0013719244,"threshold_uncertainty_score":0.00742954},"labels":[],"label_agreement":null},{"id":"W4255670855","doi":"10.32920/ryerson.14668536.v1","title":"Performance evaluation of mixed SCTP and TCP traffic over last hop wifi","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Stream Control Transmission Protocol; Computer network; Multihoming; Computer science; Network packet; Throughput; Packet loss; Channel (broadcasting); Wireless; The Internet; Internet Protocol; Telecommunications; Operating system","score_opus":0.0402979049076347,"score_gpt":0.2924909155738044,"score_spread":0.2521930106661697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255670855","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9945334,0.00053237006,0.0026297679,0.00008328788,0.00004875042,0.000026185111,0.00016599591,0.0004325565,0.0015477708],"genre_scores_gemma":[0.9988361,0.000111219895,0.00060254434,0.000014167397,0.000010445387,0.000010508885,0.00012684437,0.000015155454,0.00027287973],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821365,0.0003924371,0.00013998347,0.00021006835,0.0006494529,0.0003944251],"domain_scores_gemma":[0.99138814,0.0049173636,0.0005009295,0.00030591813,0.0025825177,0.0003050677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016775259,0.00065066485,0.00073033624,0.0015313005,0.00076533534,0.0012036826,0.0007119431,0.000846131,0.00083844224],"category_scores_gemma":[0.007052564,0.00022621188,0.00031708225,0.0013832762,0.0005028546,0.0008815335,0.00041313845,0.0006481703,0.00021187142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01907891,0.0020492354,0.12681958,0.0012388839,0.0010482838,0.003018398,0.0016770996,0.31091735,0.35634482,0.0033508937,0.005385759,0.16907088],"study_design_scores_gemma":[0.0001607284,0.0051630526,0.037662685,0.000060012866,0.00034987155,0.0010538298,0.0006091905,0.85488826,0.098453365,0.00055939716,0.0009364772,0.00010311309],"about_ca_topic_score_codex":0.007056571,"about_ca_topic_score_gemma":0.0032113604,"teacher_disagreement_score":0.007056571,"about_ca_system_score_codex":0.00096740614,"about_ca_system_score_gemma":0.0004620025,"threshold_uncertainty_score":0.014030993},"labels":[],"label_agreement":null},{"id":"W4256241842","doi":"10.32920/ryerson.14656236","title":"Adaptive channel-superframe allocation (ACSA) for 20 GHz wireless networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Superframe; Computer network; Computer science; Piconet; Channel allocation schemes; Bandwidth (computing); Throughput; Channel (broadcasting); Real-time computing; Wireless; Telecommunications; Bluetooth","score_opus":0.03469085209298756,"score_gpt":0.27347449214002845,"score_spread":0.2387836400470409,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256241842","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.055665713,0.0028415462,0.9346079,0.00024490003,0.00038414853,0.00019534596,0.00006368489,0.00075634784,0.005240375],"genre_scores_gemma":[0.78603214,0.0013907249,0.20928116,0.00024182275,0.00022378175,0.0004229874,0.00011831356,0.00006954214,0.0022196409],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994722,0.00017930135,0.000030706455,0.000074732096,0.0001368158,0.00010630865],"domain_scores_gemma":[0.99939907,0.00022157519,0.00009442188,0.00008208891,0.00016341405,0.00003933211],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010517151,0.000383822,0.00026588023,0.00045714312,0.00080247724,0.00044671423,0.00059301336,0.0003483234,0.0011943864],"category_scores_gemma":[0.0014991153,0.00012552673,0.0003007333,0.0005549603,0.0004620833,0.00055040326,0.00039810472,0.00052170316,0.00021091884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007813836,0.00022310522,0.0054248027,0.00037751131,0.00012990634,0.00030888215,0.00061394,0.27747926,0.09830193,0.14896464,0.010598631,0.456796],"study_design_scores_gemma":[0.00007758145,0.00064348115,0.002429668,0.00007142124,0.00008585372,0.0005101679,0.000113298694,0.8777804,0.032695588,0.02123531,0.064286016,0.00007117495],"about_ca_topic_score_codex":0.0028540674,"about_ca_topic_score_gemma":0.0033118308,"teacher_disagreement_score":0.0028540674,"about_ca_system_score_codex":0.001023982,"about_ca_system_score_gemma":0.0013719244,"threshold_uncertainty_score":0.00742954},"labels":[],"label_agreement":null},{"id":"W4281786414","doi":"10.1002/rnc.6214","title":"Adaptive fractional order predictive sliding mode control for congestion control of wireless access networks","year":2022,"lang":"en","type":"article","venue":"International Journal of Robust and Nonlinear Control","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Control theory (sociology); Network congestion; Computer science; Robustness (evolution); Network packet; Queue; Wireless network; Active queue management; Nonlinear system; Fading; Sliding mode control; Model predictive control; Adaptive control; Controller (irrigation); Wireless; Computer network; Control (management); Telecommunications; Channel (broadcasting)","score_opus":0.02090565556297109,"score_gpt":0.2898039422724976,"score_spread":0.26889828670952653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281786414","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053260073,0.0011070011,0.9400277,0.00016729395,0.0001938193,0.000043944063,0.000019251129,0.00042171517,0.004759171],"genre_scores_gemma":[0.98831487,0.00028389873,0.01018756,0.000026440537,0.000026892849,0.000032859276,0.0000121323465,0.0000062269864,0.0011091735],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998393,0.000032797518,0.000009824355,0.000034292985,0.000058111844,0.000025619187],"domain_scores_gemma":[0.9997708,0.000105313215,0.00003409564,0.000013934946,0.00006643732,0.000009425224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037845728,0.00040856254,0.00034871543,0.000285705,0.00037911432,0.00053303724,0.0005323673,0.00035927293,0.000970736],"category_scores_gemma":[0.0008040147,0.00013614586,0.00032855984,0.00025818753,0.0003962797,0.00036185057,0.00033812237,0.00051315955,0.000060393646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000131028,0.000056766916,0.0006423062,0.00015136719,0.000041455114,0.00016042576,0.00012068321,0.9115697,0.014653414,0.009248701,0.00080695184,0.062417094],"study_design_scores_gemma":[0.0000057428547,0.000038943224,0.00008613162,0.0000037530688,0.000006884102,0.000006151485,0.00000425698,0.99824345,0.00084237993,0.00046861742,0.00029106956,0.0000026913524],"about_ca_topic_score_codex":0.0060590147,"about_ca_topic_score_gemma":0.0028327007,"teacher_disagreement_score":0.0060590147,"about_ca_system_score_codex":0.00039870196,"about_ca_system_score_gemma":0.0004901722,"threshold_uncertainty_score":0.012047529},"labels":[],"label_agreement":null},{"id":"W4284709636","doi":"10.1109/iwqos54832.2022.9812911","title":"Ivory: Learning Network Adaptive Streaming Codes","year":2022,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Network packet; Latency (audio); Linear network coding; Computer network; Redundancy (engineering); Real-time computing; Coding (social sciences); Decoding methods; The Internet; Voice over IP; Packet loss; Operating system; Algorithm; Telecommunications","score_opus":0.017824362069526756,"score_gpt":0.2355969353654963,"score_spread":0.21777257329596955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4284709636","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060405113,0.00033581108,0.9349359,0.00022771877,0.00006949642,0.000077422905,0.00006766999,0.0018404336,0.002040356],"genre_scores_gemma":[0.81537646,0.00020966322,0.18083292,0.00019688583,0.000047565285,0.00013900634,0.00020976723,0.00010339537,0.0028844564],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997335,0.00007513379,0.000012665437,0.000056955316,0.00008306082,0.000038653656],"domain_scores_gemma":[0.9987668,0.00070770836,0.00011953762,0.000110952096,0.00022363302,0.00007148476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008677201,0.00047710197,0.00043675865,0.00032431463,0.00019178959,0.0003765219,0.0009979949,0.00064321404,0.000994694],"category_scores_gemma":[0.004291463,0.0002271603,0.00019051175,0.00023399254,0.00058374257,0.00068766763,0.0007927461,0.0011089093,0.00021171957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012629648,0.00007118229,0.0010961909,0.00003919137,0.000024796025,0.000041478826,0.000040701154,0.88548195,0.0035770745,0.0063639185,0.0015360931,0.101601094],"study_design_scores_gemma":[0.000007808836,0.000025877875,0.000041541665,0.0000027533708,0.000001329593,0.0000056596236,0.0000020423765,0.9975656,0.0006381348,0.0014957938,0.0002113591,0.0000020954294],"about_ca_topic_score_codex":0.005467112,"about_ca_topic_score_gemma":0.004502308,"teacher_disagreement_score":0.005467112,"about_ca_system_score_codex":0.0006428705,"about_ca_system_score_gemma":0.0009470468,"threshold_uncertainty_score":0.010870576},"labels":[],"label_agreement":null},{"id":"W4285464683","doi":"10.32920/ryerson.14662155","title":"Performance Evaluation Of 802.11P Vanets With Different Duty Cycles","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Duty cycle; Revenue; Computer science; Control (management); Service (business); Work (physics); IEEE 802.11p; Duty; Computer network; Transport engineering; Telecommunications; Vehicular ad hoc network; Business; Engineering; Wireless ad hoc network; Wireless; Electrical engineering","score_opus":0.044338433136640695,"score_gpt":0.29198529951557106,"score_spread":0.24764686637893035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285464683","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97143745,0.0017783904,0.015460923,0.0004623037,0.00029060344,0.00016291148,0.0005540866,0.0005300376,0.009323326],"genre_scores_gemma":[0.995767,0.0003502052,0.0027422686,0.000040810723,0.0000141942155,0.000044629236,0.00026843484,0.000018594425,0.0007537909],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971558,0.00088930706,0.00025615827,0.00029015687,0.0007554839,0.0006530647],"domain_scores_gemma":[0.99492353,0.002589642,0.00042776266,0.00030803142,0.0014445247,0.00030657547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024781418,0.0013978506,0.0008289772,0.0013692557,0.00081120396,0.0013298576,0.001023785,0.0009469516,0.00091055],"category_scores_gemma":[0.0073575187,0.00029067614,0.0003663815,0.0014258424,0.00081511424,0.0011408759,0.0010724841,0.00057037984,0.00018817652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017134749,0.00036441162,0.008159577,0.0004559235,0.00020296029,0.0002963403,0.00015170407,0.94466543,0.011687296,0.0027024643,0.0019526441,0.027647832],"study_design_scores_gemma":[0.000117306685,0.0027071005,0.004316812,0.000045649587,0.000115013856,0.00043761064,0.00035853081,0.9728519,0.016177898,0.0013009395,0.0015026729,0.000068478046],"about_ca_topic_score_codex":0.004175874,"about_ca_topic_score_gemma":0.0028754813,"teacher_disagreement_score":0.004175874,"about_ca_system_score_codex":0.0012261069,"about_ca_system_score_gemma":0.00091538747,"threshold_uncertainty_score":0.01310581},"labels":[],"label_agreement":null},{"id":"W4285464687","doi":"10.32920/ryerson.14657274","title":"The Integration Of IEEE 802.11 (WLAN) With RFID Systems in ISM (2.45 GHz) Frequency Band Environment Using Framed Slotted ALOHA And IEEE 802.15.4","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Aloha; Superframe; Distributed coordination function; Computer science; Network allocation vector; IEEE 802.15; Computer network; IEEE 802.11b-1999; IEEE 802.11; Carrier sense multiple access with collision avoidance; Collision; ISM band; Random access; Wireless lan; Throughput; Wireless; Telecommunications; Computer security; Wireless sensor network; Frame (networking)","score_opus":0.029225926086769428,"score_gpt":0.25283626453715285,"score_spread":0.22361033845038342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285464687","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2643684,0.0021896113,0.7222973,0.0006248884,0.00046882522,0.0001208769,0.000052919328,0.0006669453,0.009210136],"genre_scores_gemma":[0.86254793,0.0017333281,0.12986293,0.00014323184,0.00011427457,0.00007804651,0.00008354839,0.00003409021,0.005402671],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990534,0.00027191965,0.000057777102,0.00013610466,0.00035700374,0.00012374177],"domain_scores_gemma":[0.99933225,0.00021150734,0.00011790831,0.000139192,0.00017353661,0.000025513886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009313223,0.00038743808,0.00033566757,0.0003765957,0.00034603596,0.0011564675,0.00084706844,0.0007952751,0.0007484911],"category_scores_gemma":[0.001771543,0.00031287284,0.0005599017,0.000571906,0.00042159518,0.0020991506,0.00062501896,0.0008342536,0.00024258229],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006442061,0.00052805094,0.01668068,0.0007032754,0.0005251953,0.0014305932,0.0009122437,0.49852064,0.12982284,0.07776139,0.002723032,0.26974782],"study_design_scores_gemma":[0.000059558144,0.0019393078,0.00361594,0.00010262686,0.00035103038,0.0014509514,0.00033657963,0.87680936,0.07019864,0.01761536,0.027427962,0.000092605],"about_ca_topic_score_codex":0.0009898193,"about_ca_topic_score_gemma":0.00073139777,"teacher_disagreement_score":0.0011564675,"about_ca_system_score_codex":0.00042853024,"about_ca_system_score_gemma":0.00054168416,"threshold_uncertainty_score":0.00492537},"labels":[],"label_agreement":null},{"id":"W4286750215","doi":"10.1007/s11276-022-03053-2","title":"Machine learning-based approaches for user association and access point selection in heterogeneous fixed wireless networks","year":2022,"lang":"en","type":"article","venue":"Wireless Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal; Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; Machine learning; Artificial intelligence; Wireless network; Wireless; The Internet; Selection (genetic algorithm); Data mining; k-nearest neighbors algorithm; Deep learning; Telecommunications","score_opus":0.02436894488645723,"score_gpt":0.24739829127339724,"score_spread":0.22302934638694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286750215","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015438073,0.0004066582,0.98310465,0.00018192966,0.000042892818,0.000029970586,0.000031093525,0.0001447013,0.00061999034],"genre_scores_gemma":[0.81339645,0.00061031256,0.18092194,0.00018203312,0.00032131508,0.00013568134,0.00016692067,0.000074063755,0.00419119],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99782455,0.0009055818,0.00013221004,0.0003431119,0.00052894006,0.0002656813],"domain_scores_gemma":[0.99227685,0.0061446857,0.00035441754,0.00031571137,0.00075181684,0.0001565307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003966292,0.00079508795,0.0019281171,0.0016389686,0.0009146721,0.0015117222,0.0030650906,0.0016001125,0.0014752826],"category_scores_gemma":[0.010724973,0.0006598155,0.0008689021,0.0021704733,0.0011411563,0.0022018934,0.0014488423,0.0016213454,0.0003963316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008589418,0.00009254856,0.0012515737,0.000038154296,0.00006809865,0.00006293269,0.000057146473,0.92574,0.0006438336,0.007941956,0.0005764702,0.06344138],"study_design_scores_gemma":[0.0000014327981,0.000004791057,0.000053453834,0.0000010861074,0.0000030113772,0.000004723197,0.0000035371436,0.99785256,0.00006709942,0.0019642583,0.00004240488,0.0000016884612],"about_ca_topic_score_codex":0.007936635,"about_ca_topic_score_gemma":0.0073200823,"teacher_disagreement_score":0.007936635,"about_ca_system_score_codex":0.0014536392,"about_ca_system_score_gemma":0.001140753,"threshold_uncertainty_score":0.020976007},"labels":[],"label_agreement":null},{"id":"W4296887682","doi":"10.18280/isi.270405","title":"Realistic Vertical Handoff Predictive Trigger Thresholding in Heterogeneous Networks","year":2022,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Handover; Computer science; Quality of service; Computer network; Heterogeneous network; Network packet; Vertical handover; Packet loss; Wireless network; Thresholding; Latency (audio); Wireless; Real-time computing; Telecommunications","score_opus":0.014822041057007585,"score_gpt":0.23526063448202117,"score_spread":0.2204385934250136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296887682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5739726,0.00040451536,0.41858503,0.00020656665,0.0000461565,0.0000533662,0.000100831516,0.00031247275,0.006318357],"genre_scores_gemma":[0.99498737,0.00003870582,0.0046753436,0.000009825397,0.0000032499352,0.000006275805,0.000016447666,0.0000043120267,0.00025853206],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997657,0.00005026302,0.000009174516,0.000036182388,0.000074599215,0.00006404482],"domain_scores_gemma":[0.9991412,0.0006008053,0.00009232986,0.000040815597,0.00009197332,0.000032936674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054999505,0.00026716603,0.00027351323,0.0002714834,0.00027165143,0.00053380197,0.0004416182,0.00046872647,0.0006141622],"category_scores_gemma":[0.002583058,0.00012583197,0.00020162744,0.00028846835,0.00044061572,0.00054006797,0.00037889535,0.00044528826,0.0000545243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005020924,0.000017286638,0.0008076874,0.000015993048,0.000005073188,0.00010007054,0.00003667051,0.9847609,0.0031324578,0.006058184,0.00014405788,0.0048714383],"study_design_scores_gemma":[0.0000010749458,0.000009058276,0.00016430422,0.0000010387996,0.0000012595214,0.000008219881,0.000007664301,0.99863917,0.00042771056,0.0007092397,0.000029645877,0.0000016370936],"about_ca_topic_score_codex":0.003286758,"about_ca_topic_score_gemma":0.0021796082,"teacher_disagreement_score":0.003286758,"about_ca_system_score_codex":0.00081264536,"about_ca_system_score_gemma":0.00033689578,"threshold_uncertainty_score":0.006535232},"labels":[],"label_agreement":null},{"id":"W4297336502","doi":"10.48550/arxiv.1606.02316","title":"Decentralized AP Selection in Large-Scale Wireless LANs Considering\\n Multi-AP Interference","year":2016,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Telecommunications link; Interference (communication); Computer science; Signal-to-interference-plus-noise ratio; Throughput; Computer network; Selection algorithm; Channel (broadcasting); Signal-to-noise ratio (imaging); Wireless network; Selection (genetic algorithm); Wireless; Telecommunications; Power (physics); Physics","score_opus":0.06630661042503136,"score_gpt":0.22182033725572914,"score_spread":0.15551372683069778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297336502","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13683712,0.00111481,0.85689306,0.00036538593,0.00011260594,0.00008907591,0.000043901917,0.00075788575,0.0037861199],"genre_scores_gemma":[0.9704485,0.00022062742,0.02814807,0.000037363337,0.00007494118,0.00004552301,0.000033402266,0.000013215671,0.000978403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897623,0.00038944115,0.00003098221,0.00020876955,0.00023320242,0.00016150024],"domain_scores_gemma":[0.99832076,0.00081338594,0.00027037298,0.00020783524,0.00025089164,0.00013672806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011893422,0.00060889043,0.001117913,0.0004731892,0.0012264409,0.0010828628,0.0016609574,0.0007272519,0.000718103],"category_scores_gemma":[0.002266414,0.00046100517,0.00030340007,0.00079284917,0.00092031976,0.0014130305,0.0014199318,0.000654049,0.0002266668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027097075,0.00014013551,0.0028659382,0.00011661555,0.00007775675,0.0005839565,0.0002070427,0.89846236,0.013481555,0.011052982,0.0019454954,0.070795156],"study_design_scores_gemma":[0.000020263078,0.00006874597,0.000399693,0.0000025174038,0.000016954558,0.0000811339,0.000052253556,0.9962592,0.0006983778,0.0019898522,0.00040298462,0.000008053196],"about_ca_topic_score_codex":0.0029487594,"about_ca_topic_score_gemma":0.0045673926,"teacher_disagreement_score":0.0029487594,"about_ca_system_score_codex":0.0008817947,"about_ca_system_score_gemma":0.001034343,"threshold_uncertainty_score":0.0063978434},"labels":[],"label_agreement":null},{"id":"W4307861486","doi":"10.20944/preprints202211.0011.v1","title":"Reinforcement Learning-based Wi-Fi Contention Window Optimization","year":2022,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Fundação para a Ciência e a Tecnologia; Ministério da Ciência, Tecnologia, Inovações e Comunicações; Ministério da Ciência, Tecnologia e Ensino Superior; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Exponential backoff; Reinforcement learning; Computer science; Throughput; Bandwidth (computing); Network performance; Collision; Channel (broadcasting); Computer network; Mathematical optimization; Wireless; Artificial intelligence; Telecommunications; Mathematics","score_opus":0.10354509791893923,"score_gpt":0.3334948005180811,"score_spread":0.22994970259914188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307861486","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056789346,0.0006774065,0.9362642,0.00039660287,0.000112936286,0.00009183713,0.00005221471,0.0005704944,0.0050449027],"genre_scores_gemma":[0.9565464,0.00014498385,0.040844295,0.00013035965,0.000026082947,0.00010113977,0.000053896267,0.000026609589,0.002126203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995883,0.00009101128,0.000018876606,0.000078211364,0.00011191738,0.00011172138],"domain_scores_gemma":[0.9986333,0.00088091294,0.00012166033,0.00004304536,0.00024521374,0.00007573523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010614839,0.0006425373,0.0009176618,0.00035925015,0.00028855226,0.00060151046,0.0012958576,0.00071643136,0.0016235196],"category_scores_gemma":[0.0029271787,0.0003204617,0.00033833645,0.00030644782,0.00065856404,0.00058852433,0.00066628185,0.001158541,0.00019104802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003395517,0.000041523188,0.0004186948,0.000020678413,0.000015261841,0.000024834313,0.000012509779,0.9816667,0.0005364007,0.001583429,0.00033453185,0.015311371],"study_design_scores_gemma":[0.00000411985,0.000007726656,0.00003080249,8.3228923e-7,0.0000016505231,0.0000020436125,9.63266e-7,0.99953914,0.00007418216,0.00028879812,0.000048789465,8.995648e-7],"about_ca_topic_score_codex":0.010341965,"about_ca_topic_score_gemma":0.0076747346,"teacher_disagreement_score":0.010341965,"about_ca_system_score_codex":0.0009476519,"about_ca_system_score_gemma":0.0015182615,"threshold_uncertainty_score":0.020563543},"labels":[],"label_agreement":null},{"id":"W4308871358","doi":"10.3390/s22228666","title":"An Adaptive and Spectrally Efficient Multi-Channel Medium Access Control Protocol for Dynamic Ad Hoc Networks","year":2022,"lang":"en","type":"article","venue":"Sensors","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Wireless ad hoc network; Computer network; Computer science; Throughput; Multiple Access with Collision Avoidance for Wireless; Vehicular ad hoc network; Channel (broadcasting); Ad hoc wireless distribution service; Optimized Link State Routing Protocol; Mobile ad hoc network; Access control; Media access control; Protocol (science); Wireless network; Distributed computing; Wireless; Network packet; Telecommunications","score_opus":0.02807606670021668,"score_gpt":0.3215213867298455,"score_spread":0.2934453200296288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308871358","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049687706,0.0014172972,0.94437176,0.00013472587,0.00020697278,0.00036049323,0.000048489615,0.00080479996,0.0029676862],"genre_scores_gemma":[0.74621964,0.00070576125,0.2507871,0.00015780618,0.000107187436,0.00035372618,0.000089245725,0.00003148082,0.0015480537],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992575,0.0002173748,0.00004328474,0.0000905373,0.00034134256,0.000049905695],"domain_scores_gemma":[0.9989579,0.00035085395,0.00015259051,0.00016515845,0.00033112545,0.000042420448],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001007427,0.00040422266,0.00031261283,0.0005531863,0.0005945286,0.00054168,0.0011216791,0.0004087151,0.00034191675],"category_scores_gemma":[0.0024287724,0.00012591011,0.00027088073,0.00051024236,0.00049215584,0.00091563904,0.00053950533,0.0007445428,0.0001072175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00064036064,0.0006006136,0.0037323833,0.0006235588,0.00024730497,0.0005857486,0.00033331927,0.20399597,0.24853693,0.046679243,0.0034893705,0.49053538],"study_design_scores_gemma":[0.000056087407,0.0011155905,0.0018088454,0.00003523591,0.00010167913,0.0007899371,0.00008151041,0.9182398,0.055846736,0.0065384055,0.015304112,0.00008211555],"about_ca_topic_score_codex":0.00080232014,"about_ca_topic_score_gemma":0.001336026,"teacher_disagreement_score":0.0011216791,"about_ca_system_score_codex":0.00040011265,"about_ca_system_score_gemma":0.00069953717,"threshold_uncertainty_score":0.005327821},"labels":[],"label_agreement":null},{"id":"W4313321664","doi":"10.1002/dac.5407","title":"Quality of service‐aware coexistence in unlicensed 5G new radio based on time‐domain virtualization","year":2022,"lang":"en","type":"article","venue":"International Journal of Communication Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph; Western University","funders":"","keywords":"Computer science; Quality of service; Computer network; Virtualization; Throughput; Scheduling (production processes); Software deployment; Cellular network; Shared resource; Wireless; Telecommunications; Cloud computing; Operating system","score_opus":0.04478463158443309,"score_gpt":0.3301199179652755,"score_spread":0.28533528638084243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313321664","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17532681,0.00094801275,0.8174593,0.00025225902,0.00013942708,0.00005640836,0.000018997533,0.0005735234,0.005225246],"genre_scores_gemma":[0.97823924,0.00010376027,0.021265464,0.000033101336,0.000016477725,0.000012968654,0.000011266837,0.00000939952,0.00030841233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993573,0.0002097054,0.00002907901,0.00007527101,0.00017586346,0.00015281554],"domain_scores_gemma":[0.9993001,0.00021975324,0.000099519704,0.000113750386,0.0001725488,0.00009435375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007818919,0.00026514963,0.00043628697,0.000360428,0.00039366228,0.00089754764,0.0007086533,0.00027484668,0.00049059634],"category_scores_gemma":[0.0010616584,0.0001405959,0.00029888455,0.00027363765,0.00047127952,0.0009833473,0.00094523304,0.0005171221,0.00010694619],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007099054,0.00034011665,0.005777892,0.0001871479,0.00018988308,0.00088042696,0.00037628307,0.59554815,0.11854739,0.09892716,0.003140951,0.17537472],"study_design_scores_gemma":[0.0000076094607,0.00006103593,0.0003509278,0.0000057260154,0.000014503041,0.00011720177,0.000039308703,0.9879457,0.0058250753,0.004546845,0.0010723419,0.000013796862],"about_ca_topic_score_codex":0.0011974946,"about_ca_topic_score_gemma":0.001184452,"teacher_disagreement_score":0.0011974946,"about_ca_system_score_codex":0.0005089566,"about_ca_system_score_gemma":0.0007367304,"threshold_uncertainty_score":0.004135072},"labels":[],"label_agreement":null},{"id":"W4315606013","doi":"10.1109/globecom48099.2022.10001247","title":"Scheduler Design for Mobility-aware Multipath QUIC","year":2022,"lang":"en","type":"article","venue":"GLOBECOM 2022 - 2022 IEEE Global Communications Conference","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Goodput; Multihoming; Computer science; Computer network; Mobility model; Multipath propagation; Network packet; Multipath TCP; Scheduling (production processes); Mobility management; Distributed computing; Wireless; The Internet; Internet Protocol; Telecommunications; Throughput; Channel (broadcasting)","score_opus":0.09581041099166503,"score_gpt":0.3340087284376369,"score_spread":0.23819831744597186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315606013","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03768417,0.0008528188,0.95455325,0.00022064948,0.0002615155,0.00030600803,0.00017033439,0.0024800412,0.0034713221],"genre_scores_gemma":[0.7307906,0.0005020911,0.26475665,0.00015613854,0.00014024119,0.00025168993,0.00024280939,0.0002103582,0.0029494679],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994991,0.00010095461,0.000045105284,0.00007877905,0.0001799031,0.0000961216],"domain_scores_gemma":[0.9986999,0.00029966977,0.00014674559,0.00013202312,0.0005697968,0.00015179777],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011440794,0.0004967,0.00055437896,0.00057237386,0.0007479496,0.0009814585,0.0014939728,0.00032872558,0.0019069423],"category_scores_gemma":[0.002588447,0.00030028407,0.00021444604,0.0005999188,0.0003084798,0.0005898682,0.0008215256,0.0006564285,0.0005257108],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006219209,0.0002107347,0.005141984,0.0003276566,0.000118662,0.0004867365,0.00030448183,0.64690524,0.059509695,0.04362714,0.0111428,0.23160289],"study_design_scores_gemma":[0.000044719043,0.0000935753,0.00028761383,0.0000075330654,0.000022261636,0.00007609367,0.00002743885,0.98539716,0.006874156,0.0018355714,0.0053165816,0.000017409617],"about_ca_topic_score_codex":0.0060496866,"about_ca_topic_score_gemma":0.00836732,"teacher_disagreement_score":0.0060496866,"about_ca_system_score_codex":0.0013356189,"about_ca_system_score_gemma":0.0040507815,"threshold_uncertainty_score":0.012028933},"labels":[],"label_agreement":null},{"id":"W4320015845","doi":"10.1109/twc.2023.3239531","title":"Channel-Aware Latency Tail Taming in Industrial IoT","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of British Columbia","funders":"Special Project for Research and Development in Key areas of Guangdong Province; National Natural Science Foundation of China","keywords":"Computer science; Network packet; Latency (audio); Channel (broadcasting); Computer network; Markov chain; Wireless; Markov process; Transmission (telecommunications); Real-time computing; Telecommunications; Mathematics; Statistics","score_opus":0.08080729558674256,"score_gpt":0.3013987329953398,"score_spread":0.22059143740859727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320015845","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07741226,0.00068163016,0.9196921,0.00010292893,0.00006759417,0.0000471501,0.0000329647,0.00077505707,0.001188346],"genre_scores_gemma":[0.9667596,0.00027201418,0.03235985,0.00006247877,0.000021337679,0.00002815932,0.00002428703,0.000033822136,0.00043856257],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932766,0.00012132985,0.00003502447,0.00012200713,0.00023478229,0.0001591452],"domain_scores_gemma":[0.9974591,0.0011008212,0.00054484996,0.00049596565,0.00029223211,0.00010697794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089487305,0.0007356951,0.00057697814,0.0006024735,0.00054925244,0.0006856952,0.0011039706,0.00055085676,0.00044427085],"category_scores_gemma":[0.0035216475,0.00027914625,0.0004658332,0.0004745909,0.0007794378,0.0018534174,0.0011037551,0.00073775154,0.00011683932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007348799,0.00016121597,0.009642192,0.00047855263,0.00012029636,0.0009115851,0.00065505784,0.6679628,0.12788628,0.032877866,0.0011664389,0.15740283],"study_design_scores_gemma":[0.000013780449,0.00021639482,0.00066633703,0.00001787235,0.000047845904,0.00021886294,0.00008118026,0.9581735,0.031852122,0.0077145,0.0009636579,0.00003404016],"about_ca_topic_score_codex":0.0008454705,"about_ca_topic_score_gemma":0.00060304516,"teacher_disagreement_score":0.0011039706,"about_ca_system_score_codex":0.00067188364,"about_ca_system_score_gemma":0.000831102,"threshold_uncertainty_score":0.0048748255},"labels":[],"label_agreement":null},{"id":"W4321599425","doi":"10.3390/s23052432","title":"Towards a Smart Environment: Optimization of WLAN Technologies to Enable Concurrent Smart Services","year":2023,"lang":"en","type":"article","venue":"Sensors","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Zarqa University; Al-Ahliyya Amman University; Trent University; Nottingham Trent University","keywords":"Computer science; Computer network; Voice over IP; Quality of service; Service (business); Context (archaeology); The Internet; Application layer; Protocol (science); Session Initiation Protocol; Server; World Wide Web; Software engineering","score_opus":0.016193542699623444,"score_gpt":0.2432407806698237,"score_spread":0.22704723797020024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321599425","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12731476,0.0004469844,0.86575735,0.00017076562,0.000024961048,0.00008699882,0.000030882242,0.00038613152,0.0057811267],"genre_scores_gemma":[0.83193797,0.00029652045,0.16596943,0.000084939544,0.00001963346,0.000079597,0.000044433236,0.00007431089,0.0014931891],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918276,0.00026871494,0.000023944138,0.000121514655,0.00028226047,0.00012073426],"domain_scores_gemma":[0.9993793,0.00027998383,0.00013337252,0.00005852142,0.000102651975,0.00004605659],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011448567,0.00084300817,0.0004837153,0.0007573427,0.00029539867,0.0011630844,0.000668862,0.00061002286,0.0009493084],"category_scores_gemma":[0.002011214,0.0003554071,0.00032919162,0.0006610653,0.00051242515,0.0021551298,0.0010698497,0.0005321365,0.00029716385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002133143,0.00027989622,0.004646004,0.00012928867,0.000062677165,0.00016074622,0.00014493986,0.76858157,0.063375965,0.022837942,0.00056326826,0.13900444],"study_design_scores_gemma":[0.00003078699,0.0003945902,0.0016240424,0.00001562703,0.000032052598,0.000103380255,0.0001599692,0.9701607,0.016002452,0.008243785,0.003203454,0.00002911478],"about_ca_topic_score_codex":0.000843838,"about_ca_topic_score_gemma":0.0013662805,"teacher_disagreement_score":0.0011630844,"about_ca_system_score_codex":0.00060622214,"about_ca_system_score_gemma":0.0005795985,"threshold_uncertainty_score":0.00605464},"labels":[],"label_agreement":null},{"id":"W4323061061","doi":"10.1109/mascots56607.2022.00016","title":"Simulation Modeling of Zoom Network Traffic","year":2022,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Zoom; Computer science; Multicast; Computer network; Server; Wireless network; Network simulation; Distributed computing; Campus network; Network traffic simulation; Network traffic control; Wireless; Engineering; Operating system","score_opus":0.030446236508058087,"score_gpt":0.2670186639353039,"score_spread":0.2365724274272458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323061061","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7332686,0.00028032463,0.24494326,0.00067291415,0.00011767026,0.00030246377,0.0014699276,0.0016413286,0.017303495],"genre_scores_gemma":[0.979198,0.00021246479,0.016844576,0.00009118514,0.000019030831,0.0001457479,0.00073801354,0.00008561395,0.0026654024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995796,0.00013291063,0.000017647444,0.00007387233,0.00011259986,0.000083386985],"domain_scores_gemma":[0.9986166,0.0006405811,0.00014022294,0.00014573942,0.00035519752,0.00010168557],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007253326,0.0006833209,0.0005163722,0.00081707514,0.0005474957,0.000864815,0.0012899775,0.0010156013,0.0021282234],"category_scores_gemma":[0.0029206087,0.0003095935,0.00039209484,0.0008242575,0.00054277544,0.0015628776,0.000593248,0.0008143065,0.00034006734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033639295,0.00003906531,0.0011545141,0.000014248462,0.000008193291,0.00004848722,0.000041396303,0.9929351,0.0013511154,0.0023967966,0.00044962336,0.0015276816],"study_design_scores_gemma":[0.0000028709871,0.000007411024,0.00015011146,0.0000012541923,9.557156e-7,0.0000063270986,0.00001088348,0.9990374,0.00027087325,0.00034400777,0.00016541894,0.0000025932209],"about_ca_topic_score_codex":0.019586995,"about_ca_topic_score_gemma":0.009242134,"teacher_disagreement_score":0.019586995,"about_ca_system_score_codex":0.0017567715,"about_ca_system_score_gemma":0.0008554975,"threshold_uncertainty_score":0.038945913},"labels":[],"label_agreement":null},{"id":"W4323645885","doi":"10.1109/fnwf55208.2022.00050","title":"Cost-efficient Federated Reinforcement Learning- Based Network Routing for Wireless Networks","year":2022,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Reinforcement learning; Computer science; Distributed computing; Robustness (evolution); Routing protocol; Routing domain; Routing (electronic design automation); Static routing; Computer network; Artificial intelligence","score_opus":0.031721142983925116,"score_gpt":0.2730078217337095,"score_spread":0.2412866787497844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323645885","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021084867,0.00024987158,0.9763665,0.00035762222,0.000043030086,0.000047216243,0.0000328256,0.00045216654,0.0013658681],"genre_scores_gemma":[0.8954672,0.00021645424,0.10187626,0.00014886305,0.000035759378,0.00013917069,0.00009203956,0.000052572555,0.0019717135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999331,0.00025010842,0.000039216437,0.00013534904,0.00013090535,0.000113411064],"domain_scores_gemma":[0.9979965,0.0012005911,0.000253072,0.00018228615,0.00025546,0.00011204712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020044835,0.0007989302,0.0011710748,0.00049940863,0.00052148243,0.0009138232,0.0017223376,0.0011287507,0.0013950166],"category_scores_gemma":[0.004465267,0.00038036378,0.00043184185,0.00056664663,0.0010272416,0.0013926487,0.0014124843,0.0013766296,0.00020474865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000505362,0.000034306147,0.00023675985,0.000025119436,0.000015395572,0.000028231985,0.000022871485,0.9747141,0.00053293706,0.0054676263,0.00055661995,0.018315481],"study_design_scores_gemma":[0.000004107507,0.000008604151,0.000016304966,0.0000013354797,0.0000018971656,0.000003209288,0.0000020308828,0.99709594,0.00010330067,0.002686046,0.00007603038,0.0000012263292],"about_ca_topic_score_codex":0.004666706,"about_ca_topic_score_gemma":0.0046852166,"teacher_disagreement_score":0.004666706,"about_ca_system_score_codex":0.0015299392,"about_ca_system_score_gemma":0.0016390902,"threshold_uncertainty_score":0.011100471},"labels":[],"label_agreement":null},{"id":"W4362699500","doi":"10.3390/app13084660","title":"A Versatile Resilience Packet Ring Protocol Model for Homogeneous Networks","year":2023,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"Institute for Information and Communications Technology Promotion; Ministry of Science and ICT, South Korea; Iran Telecommunication Research Center; National Research Foundation of Korea; National Research Foundation","keywords":"Computer network; Computer science; Packet loss; Network packet; Wireless network; Wireless","score_opus":0.045943711909204786,"score_gpt":0.31391078648046966,"score_spread":0.2679670745712649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362699500","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017313227,0.00058147445,0.97288203,0.00036580567,0.00014433298,0.00019417994,0.00028746776,0.0008022874,0.0074291183],"genre_scores_gemma":[0.6281556,0.0020074989,0.35168576,0.00032920844,0.00014996012,0.0009749018,0.00060461485,0.00021485794,0.015877556],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994388,0.00016481885,0.000027122034,0.00011156499,0.00018803994,0.000069596616],"domain_scores_gemma":[0.99952924,0.00014769082,0.00008720724,0.00010642235,0.00010277818,0.000026647764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009455142,0.0006366582,0.00039278044,0.0006906889,0.00046364407,0.0008374837,0.0022029695,0.00077811343,0.0019642827],"category_scores_gemma":[0.0014975893,0.000265479,0.00068808754,0.00060566975,0.0005571996,0.0018269853,0.0006978086,0.0008402033,0.0005182153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000109206114,0.00007141928,0.00051196455,0.00014377617,0.000043776465,0.00028283396,0.00008996836,0.7727674,0.010292467,0.17922306,0.0042454945,0.032218765],"study_design_scores_gemma":[0.000020088708,0.00011148421,0.00013447127,0.000014216377,0.000023553303,0.0000935852,0.00001488357,0.97405154,0.0015000826,0.015913542,0.008104479,0.000018113966],"about_ca_topic_score_codex":0.0025200383,"about_ca_topic_score_gemma":0.0021253473,"teacher_disagreement_score":0.0025200383,"about_ca_system_score_codex":0.0007889035,"about_ca_system_score_gemma":0.0009535149,"threshold_uncertainty_score":0.006571114},"labels":[],"label_agreement":null},{"id":"W4381327750","doi":"10.1109/ojies.2023.3287943","title":"Assessing the Effectiveness of Channel Hopping in IEEE 802.15.4 TSCH Networks","year":2023,"lang":"en","type":"article","venue":"IEEE Open Journal of the Industrial Electronics Society","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Computer network; Computer science; Channel (broadcasting); Network packet; IEEE 802.11; Frequency-hopping spread spectrum; Latency (audio); IEEE 802.15; Interference (communication); Wireless; Transmission (telecommunications); Wireless network; Power consumption; Data transmission; Wireless sensor network; Power (physics); Telecommunications","score_opus":0.07484934016008951,"score_gpt":0.34168821540080196,"score_spread":0.2668388752407125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381327750","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9872935,0.00044263538,0.009986655,0.000091592716,0.000047355672,0.00006474877,0.00008866285,0.00012447298,0.0018603781],"genre_scores_gemma":[0.9979042,0.00010114131,0.0017833352,0.000012969035,0.000007485051,0.000019788777,0.0000375172,0.0000059567537,0.0001276671],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977943,0.00074503006,0.00013705532,0.00021773591,0.0007808965,0.00032510233],"domain_scores_gemma":[0.9899492,0.0072968374,0.00096631853,0.0006848344,0.0008180878,0.0002847299],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026503936,0.00065635407,0.00036885892,0.0011046518,0.0005292047,0.0006499856,0.0006856397,0.0008124754,0.0005392851],"category_scores_gemma":[0.010049717,0.00020385103,0.00019348749,0.0005857518,0.0010857173,0.0013124613,0.00081294816,0.0004612542,0.00008385582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026621823,0.0012486677,0.029084798,0.00084004446,0.00024300319,0.0005715732,0.00055721914,0.77748835,0.09094644,0.0035732312,0.0008328259,0.091951646],"study_design_scores_gemma":[0.00010171354,0.010196013,0.03703671,0.00011617491,0.00022594172,0.00067528983,0.000924882,0.84719604,0.09938264,0.002757702,0.0012800898,0.00010684199],"about_ca_topic_score_codex":0.001798935,"about_ca_topic_score_gemma":0.0016911478,"teacher_disagreement_score":0.0026503936,"about_ca_system_score_codex":0.0005684494,"about_ca_system_score_gemma":0.00042519902,"threshold_uncertainty_score":0.014016807},"labels":[],"label_agreement":null},{"id":"W4382653799","doi":"10.1002/9781119873747.ch6","title":"DRL at the MAC Layer","year":2023,"lang":"en","type":"other","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer network; Computer science; Network packet; Protocol stack; Media access control; Wireless; Wireless network; Access control; Leverage (statistics); Telecommunications; Wireless sensor network; Artificial intelligence","score_opus":0.02654386432214637,"score_gpt":0.27617535411538663,"score_spread":0.24963148979324026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382653799","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004488897,0.0011117508,0.96953434,0.001769617,0.0002705262,0.00017925592,0.00018887283,0.0027129843,0.01974384],"genre_scores_gemma":[0.47034594,0.002695886,0.4846907,0.0031148824,0.0005254304,0.0007993168,0.00078725774,0.0007581717,0.036282357],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969229,0.0008284172,0.00021422247,0.0005498311,0.001126202,0.00035842988],"domain_scores_gemma":[0.9966287,0.0013274581,0.0002842693,0.0008454917,0.00078869396,0.00012536588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035604327,0.0011767868,0.00092169526,0.00039415396,0.0006521701,0.0027184207,0.0022643458,0.0012969855,0.007949229],"category_scores_gemma":[0.008436104,0.0005237218,0.000632179,0.00040136778,0.0012566216,0.0036490543,0.0026464122,0.0043567466,0.004084464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037583947,0.00030960972,0.0018523673,0.0007056285,0.00014450919,0.00030422915,0.00043121737,0.13603492,0.023024991,0.34730044,0.031589262,0.457927],"study_design_scores_gemma":[0.0000479321,0.00020071438,0.00039686682,0.00013177124,0.000059373167,0.00027546188,0.00007343209,0.79102015,0.017495796,0.12838943,0.061852206,0.000056785986],"about_ca_topic_score_codex":0.0024216867,"about_ca_topic_score_gemma":0.002107251,"teacher_disagreement_score":0.007949229,"about_ca_system_score_codex":0.0012798163,"about_ca_system_score_gemma":0.0023383019,"threshold_uncertainty_score":0.02659285},"labels":[],"label_agreement":null},{"id":"W4385453269","doi":"10.1109/jiot.2023.3300788","title":"WiFi Physical Layer Stays Awake and Responds When it Should Not","year":2023,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Cisco Systems","keywords":"Computer science; Adversary; Computer network; Network packet; Computer security; Physical layer; Layer (electronics); Wireless; Telecommunications","score_opus":0.07611299834779617,"score_gpt":0.3291230293671446,"score_spread":0.25301003101934844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385453269","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5013718,0.002608052,0.27455923,0.009903827,0.007232164,0.002376735,0.0029587788,0.04800284,0.15098658],"genre_scores_gemma":[0.9591674,0.00035668633,0.009633283,0.0026645083,0.0003008138,0.00030429004,0.0006848838,0.00068509806,0.02620302],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99784017,0.00019319371,0.0001853063,0.00036235,0.00081548153,0.00060337724],"domain_scores_gemma":[0.99513763,0.00072476646,0.0005948018,0.0022230134,0.00080121116,0.00051853544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012971653,0.0011252499,0.0010068968,0.0007368915,0.0015484337,0.0023969873,0.0010026376,0.0016503369,0.008867922],"category_scores_gemma":[0.00757731,0.00067949085,0.00059113506,0.0002952137,0.0012848789,0.002237969,0.0022640948,0.002504249,0.004814836],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037605606,0.0008733228,0.12696506,0.0011476749,0.0009784488,0.005826506,0.0030014003,0.018912768,0.28145486,0.04043913,0.1046423,0.41199794],"study_design_scores_gemma":[0.0006397287,0.0026393828,0.11978872,0.00049101975,0.0010499911,0.011391641,0.0030076455,0.14210926,0.2651565,0.036629695,0.41632292,0.0007734157],"about_ca_topic_score_codex":0.0026616405,"about_ca_topic_score_gemma":0.0026257443,"teacher_disagreement_score":0.008867922,"about_ca_system_score_codex":0.0006823351,"about_ca_system_score_gemma":0.0011040758,"threshold_uncertainty_score":0.029666126},"labels":[],"label_agreement":null},{"id":"W4386769110","doi":"10.14209/jcis.2023.15","title":"Reinforcement Learning-based Wi-Fi Contention Window Optimization","year":2023,"lang":"en","type":"article","venue":"Journal of Communication and Information Systems","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Ministério da Ciência, Tecnologia, Inovações e Comunicações; Ministério da Ciência, Tecnologia e Ensino Superior; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Fundação para a Ciência e a Tecnologia; Instituto Nacional de Telecomunicações; Fundação de Amparo à Pesquisa do Estado de São Paulo; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Exponential backoff; Reinforcement learning; Computer science; Throughput; Bandwidth (computing); Queue; Q-learning; Network performance; Collision; Markov decision process; Computer network; Real-time computing; Wireless; Markov process; Artificial intelligence; Telecommunications; Mathematics","score_opus":0.020572161201857724,"score_gpt":0.25735772001948454,"score_spread":0.2367855588176268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386769110","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07020555,0.00056426803,0.92344517,0.0004113889,0.000093539566,0.00011020551,0.000053751584,0.0005662324,0.004549877],"genre_scores_gemma":[0.9585391,0.00010558811,0.03935901,0.00012047885,0.000019018471,0.00010450069,0.000046459012,0.000022650152,0.0016832721],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995572,0.00010530035,0.000020414222,0.00008554084,0.00012124759,0.00011031216],"domain_scores_gemma":[0.9983113,0.0010823963,0.00016097033,0.00005059204,0.00030458983,0.00009018533],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011933645,0.00063671015,0.0009129268,0.00034616716,0.00030173102,0.0005830353,0.0012686562,0.0007480518,0.0014869565],"category_scores_gemma":[0.0034649726,0.0003022991,0.00033008505,0.00028533206,0.00074364303,0.0005847842,0.0006924787,0.0011601709,0.00016595301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033099008,0.000041605308,0.00047601538,0.0000190696,0.000013143957,0.000022776987,0.000012742245,0.98464704,0.0004672527,0.0014010076,0.0002550842,0.012611132],"study_design_scores_gemma":[0.000004165443,0.000008829965,0.000033164626,8.3055323e-7,0.0000016072267,0.000001980419,9.775199e-7,0.99954635,0.000077080804,0.00028635035,0.000037818707,8.8697124e-7],"about_ca_topic_score_codex":0.010885563,"about_ca_topic_score_gemma":0.007486265,"teacher_disagreement_score":0.010885563,"about_ca_system_score_codex":0.0010683058,"about_ca_system_score_gemma":0.0015562346,"threshold_uncertainty_score":0.021644413},"labels":[],"label_agreement":null},{"id":"W4386952817","doi":"10.1109/iceccme57830.2023.10252258","title":"Enhancing IEEE 802.11 Standard with Deep Reinforcement Learning for Optimal Channel Access","year":2023,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Exponential backoff; Reinforcement learning; Computer science; Throughput; Queue; Q-learning; Collision avoidance; Metric (unit); Computer network; Collision; Real-time computing; Artificial intelligence; Wireless","score_opus":0.03063775150640554,"score_gpt":0.30159644666066,"score_spread":0.27095869515425447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386952817","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054657098,0.00053335977,0.93987876,0.00047857777,0.00012938981,0.000068823865,0.000038285943,0.001104831,0.0031108167],"genre_scores_gemma":[0.93743855,0.00021054581,0.06064096,0.00021515267,0.000030616866,0.00007440372,0.000056929966,0.000036014368,0.001296907],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923205,0.00020936261,0.000044481763,0.00011108798,0.00026265212,0.000140464],"domain_scores_gemma":[0.9983859,0.0007894933,0.00014738266,0.00012373802,0.00047532757,0.00007816386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020627475,0.000657056,0.00059266755,0.0003454944,0.00030347178,0.0006967441,0.001167649,0.0006403402,0.0007627764],"category_scores_gemma":[0.005477601,0.00025591394,0.0002398382,0.00029807838,0.0006712369,0.0009201957,0.0010252827,0.0016361815,0.00019042476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012997334,0.00022665094,0.0019666732,0.000056974735,0.00003812975,0.000059580005,0.00008417511,0.8625136,0.003699407,0.0057538366,0.0015631638,0.1239078],"study_design_scores_gemma":[0.000006347345,0.000029311337,0.000085223895,0.000002021647,0.0000029820817,0.000006231923,0.0000027731085,0.9981774,0.0005101349,0.0010184898,0.00015663655,0.000002494119],"about_ca_topic_score_codex":0.009673112,"about_ca_topic_score_gemma":0.009180846,"teacher_disagreement_score":0.009673112,"about_ca_system_score_codex":0.0010017443,"about_ca_system_score_gemma":0.0017534414,"threshold_uncertainty_score":0.019233644},"labels":[],"label_agreement":null},{"id":"W4387870068","doi":"10.1109/icc45041.2023.10279008","title":"RL meets Multi-Link Operation in IEEE 802.11be: Multi-Headed Recurrent Soft-Actor Critic-based Traffic Allocation","year":2023,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Throughput; Computer network; IEEE 802; Latency (audio); Scheme (mathematics); Reinforcement learning; Wireless; High fidelity; Fidelity; Quality of service; Telecommunications; Engineering","score_opus":0.08202391182247261,"score_gpt":0.33697001748886274,"score_spread":0.25494610566639014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387870068","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023593362,0.00035034324,0.9719311,0.00027253147,0.000086153814,0.000045105025,0.000016307442,0.0005568495,0.0031482636],"genre_scores_gemma":[0.9602717,0.00015893257,0.036347557,0.00020843491,0.000047120193,0.00009793923,0.000044891964,0.000049704715,0.0027736393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927574,0.00022785294,0.00003671161,0.00014916933,0.00018962304,0.00012090082],"domain_scores_gemma":[0.9987674,0.0006682271,0.0001378626,0.0000642545,0.00028669176,0.00007558888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013938679,0.0009209096,0.00084164203,0.00027064505,0.00033059527,0.00094887527,0.0013128826,0.001096938,0.0013579606],"category_scores_gemma":[0.0032568239,0.00030959732,0.00033826212,0.00019835925,0.00094127335,0.00066095655,0.000785246,0.0014375397,0.00032239192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009272889,0.0000496935,0.00048366567,0.000049194434,0.000034292618,0.000080732854,0.000052952055,0.9646917,0.002427299,0.0035659412,0.00076205854,0.027709812],"study_design_scores_gemma":[0.0000050011563,0.00002240433,0.000034750876,0.000002740823,0.000003454609,0.00000849152,0.000002914971,0.9989598,0.0003667422,0.0004498382,0.00014104338,0.0000028036209],"about_ca_topic_score_codex":0.004255274,"about_ca_topic_score_gemma":0.0038869993,"teacher_disagreement_score":0.004255274,"about_ca_system_score_codex":0.00063276256,"about_ca_system_score_gemma":0.00092608074,"threshold_uncertainty_score":0.008460999},"labels":[],"label_agreement":null},{"id":"W4388205521","doi":"10.1145/3616388.3617546","title":"Strategies to Plan the Number and Locations of RSUs for an IEEE 802.11p-based Infrastructure in Urban Environment","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Agencia Estatal de Investigación; Agència de Gestió d'Ajuts Universitaris i de Recerca; Generalitat de Catalunya; European Commission","keywords":"Software deployment; Computer science; Quality of service; Computer network; The Internet; Plan (archaeology); Position (finance); IEEE 802; Transport engineering; World Wide Web; Business; Geography; Engineering","score_opus":0.044504630248261755,"score_gpt":0.3016475750983691,"score_spread":0.25714294485010736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388205521","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.093362264,0.0007020638,0.89557296,0.00070050353,0.000100886304,0.00041522185,0.00016317784,0.0010770487,0.007905902],"genre_scores_gemma":[0.8108058,0.0003660006,0.18628445,0.000109453176,0.000028610462,0.00030718415,0.00013876971,0.000064379004,0.0018954128],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937695,0.00022607314,0.000038243168,0.00014048758,0.00008231805,0.0001359125],"domain_scores_gemma":[0.9985129,0.0006233543,0.00027120524,0.00020767532,0.00023662433,0.00014825081],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008970124,0.0014421022,0.0005938901,0.0010898089,0.0006889438,0.0008883728,0.0018605137,0.00096678187,0.0022810553],"category_scores_gemma":[0.0030136555,0.00047672557,0.0003467671,0.0006339487,0.0007384215,0.0014138522,0.0010930769,0.0005847076,0.0008405205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002800996,0.0002790527,0.0070859604,0.0003066593,0.00013567682,0.00036654092,0.00042938837,0.77408874,0.018412264,0.03809037,0.004419508,0.15610565],"study_design_scores_gemma":[0.000115527124,0.00047143266,0.003296801,0.0000619574,0.0001371598,0.00039877195,0.0010863845,0.9490343,0.01666479,0.016776124,0.011857006,0.00009973413],"about_ca_topic_score_codex":0.0025291317,"about_ca_topic_score_gemma":0.0044864505,"teacher_disagreement_score":0.0025291317,"about_ca_system_score_codex":0.0005744214,"about_ca_system_score_gemma":0.0011542455,"threshold_uncertainty_score":0.0076309443},"labels":[],"label_agreement":null},{"id":"W4390284921","doi":"10.1109/tnse.2023.3347512","title":"HCAAC: Hybrid Channel Access by Admission and Contention in Wi-Fi Networks","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Network Science and Engineering","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Jiangsu Provincial Key Research and Development Program; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Retransmission; Network packet; Computer science; Computer network; Latency (audio); Channel (broadcasting); Low latency (capital markets); Telecommunications","score_opus":0.017311819245880874,"score_gpt":0.24900422363901903,"score_spread":0.23169240439313815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390284921","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19371167,0.002035605,0.7969664,0.00047661856,0.00025849327,0.00032912267,0.000063706786,0.0014317537,0.0047266535],"genre_scores_gemma":[0.97542715,0.0001914697,0.023468837,0.00006319688,0.000052845335,0.000070514725,0.000017244982,0.000013611961,0.0006951786],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99815494,0.00046941606,0.0000644746,0.00015886282,0.0005768863,0.0005753847],"domain_scores_gemma":[0.9974113,0.0011926393,0.00031718283,0.00031904524,0.00050357607,0.00025627157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017034537,0.00064338045,0.0007191042,0.0010794053,0.001482822,0.0014304072,0.0017599628,0.0007450819,0.0008353585],"category_scores_gemma":[0.0037036163,0.00024717653,0.0003641439,0.0011499105,0.0016153875,0.0010428549,0.0016310883,0.0009206824,0.00011885947],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00064731075,0.00041579007,0.004453739,0.000162242,0.00015157442,0.0006547812,0.00035795334,0.69160175,0.0722992,0.04694341,0.003245403,0.17906691],"study_design_scores_gemma":[0.00002975393,0.00014119844,0.0005156537,0.0000075307958,0.000024477064,0.00013632706,0.000042867076,0.98801696,0.0061621075,0.003757044,0.0011258638,0.0000401316],"about_ca_topic_score_codex":0.01173524,"about_ca_topic_score_gemma":0.008811479,"teacher_disagreement_score":0.01173524,"about_ca_system_score_codex":0.001523032,"about_ca_system_score_gemma":0.0023691412,"threshold_uncertainty_score":0.023333848},"labels":[],"label_agreement":null},{"id":"W4392248428","doi":"10.1109/icce59016.2024.10444169","title":"Survey of Commercial Wi-Fi Devices’ Energy Detection Mechanism","year":2024,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanism (biology); Computer science; Physics","score_opus":0.02852264120231286,"score_gpt":0.2721768287323932,"score_spread":0.24365418753008034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392248428","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42518795,0.28472,0.12721008,0.002900785,0.0005895008,0.0005185921,0.002183674,0.0013353662,0.15535408],"genre_scores_gemma":[0.81604356,0.115729,0.046490435,0.000894954,0.00032381385,0.00029676,0.002787449,0.00021937855,0.017214641],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99751294,0.00035477112,0.00027153842,0.00044388877,0.001235148,0.00018162566],"domain_scores_gemma":[0.99109733,0.0046371236,0.0006414588,0.0008087814,0.0026617157,0.00015364033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026737626,0.00063741504,0.0003882408,0.0040651965,0.0004647539,0.001547167,0.0018410472,0.00089349033,0.003072944],"category_scores_gemma":[0.0070823585,0.0004948022,0.0004443361,0.0037572677,0.00048838404,0.0032401895,0.00075824035,0.0007264238,0.0012711606],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043350479,0.00016927307,0.019111672,0.0025010463,0.000090727954,0.00020959004,0.0006318505,0.0028540692,0.022454048,0.016767891,0.007862341,0.92691404],"study_design_scores_gemma":[0.00003976234,0.002107151,0.05489221,0.0025354272,0.0003078654,0.0060365363,0.0017249561,0.02114084,0.13730644,0.0071227294,0.76647,0.00031609542],"about_ca_topic_score_codex":0.0010962391,"about_ca_topic_score_gemma":0.00073685433,"teacher_disagreement_score":0.0040651965,"about_ca_system_score_codex":0.0009445228,"about_ca_system_score_gemma":0.0005430477,"threshold_uncertainty_score":0.0141403675},"labels":[],"label_agreement":null},{"id":"W4400038228","doi":"10.1016/j.adhoc.2024.103585","title":"Strategic deployment of RSUs in urban settings: Optimizing IEEE 802.11p infrastructure","year":2024,"lang":"en","type":"article","venue":"Ad Hoc Networks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Software deployment; Business; IEEE 802; IEEE 802.11p; Computer science; Computer network; Telecommunications; Wireless; Vehicular ad hoc network; Wireless ad hoc network; Operating system","score_opus":0.013556746953789778,"score_gpt":0.25375811072788707,"score_spread":0.2402013637740973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400038228","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7007476,0.0009192245,0.27228543,0.0018056906,0.00014544842,0.00027626747,0.00017275885,0.00097675,0.022670835],"genre_scores_gemma":[0.99049604,0.000076050055,0.009007067,0.000024495808,0.000007731772,0.000014790857,0.000021782016,0.000011514628,0.0003406611],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99865144,0.0007003913,0.000032346656,0.00011898008,0.00014636795,0.00035052697],"domain_scores_gemma":[0.9986131,0.00066023326,0.00014959308,0.00012413297,0.00025420517,0.00019874131],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013859351,0.00087037944,0.00050625217,0.00056801125,0.00061331934,0.0010042024,0.0009393991,0.00074729166,0.0009975729],"category_scores_gemma":[0.004238277,0.00038988382,0.00016928787,0.00075601664,0.00060812925,0.0013215044,0.001355119,0.0004348232,0.00041126294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004056563,0.00026903296,0.010134315,0.00010931989,0.000055146807,0.0005924443,0.00019863732,0.88099414,0.0112176165,0.0108296545,0.004217058,0.080976926],"study_design_scores_gemma":[0.0000360764,0.00046655617,0.0035977485,0.000010945182,0.00003590252,0.00015443802,0.0007815924,0.9877957,0.0022885597,0.0035990574,0.0012180228,0.000015445134],"about_ca_topic_score_codex":0.0047132797,"about_ca_topic_score_gemma":0.012999961,"teacher_disagreement_score":0.0047132797,"about_ca_system_score_codex":0.00081363326,"about_ca_system_score_gemma":0.0018090474,"threshold_uncertainty_score":0.009371638},"labels":[],"label_agreement":null},{"id":"W4400276451","doi":"10.1109/wcnc57260.2024.10570671","title":"Nonlinearity-Aware End-to-End Learning Architecture for Next Generation Wireless Backhaul","year":2024,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Huawei Technologies (Canada)","funders":"","keywords":"End-to-end principle; Backhaul (telecommunications); Computer science; Computer network; Architecture; Wireless; Nonlinear system; Computer architecture; Telecommunications; Base station; Geography; Physics","score_opus":0.04547323116473698,"score_gpt":0.29794572014281107,"score_spread":0.25247248897807406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400276451","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042417623,0.00043909144,0.95131564,0.00023536348,0.000070970425,0.000032690867,0.00004960037,0.0012887319,0.004150411],"genre_scores_gemma":[0.858085,0.0003234403,0.13099885,0.00040308628,0.00006008775,0.00006751609,0.00016423232,0.000053388543,0.009844434],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99986553,0.000019244246,0.0000065698678,0.00003093494,0.000045907058,0.000031779182],"domain_scores_gemma":[0.99984026,0.000037128142,0.000017676757,0.0000266417,0.00006755153,0.0000107322385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031599615,0.00040058032,0.00020455643,0.00015478786,0.00022623519,0.00040522462,0.0010999658,0.00065995194,0.0019343052],"category_scores_gemma":[0.0005147682,0.00012554851,0.00016462753,0.00015679596,0.00028176422,0.0009217199,0.0006490756,0.0008955879,0.00090872473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003097438,0.00033112097,0.0018880175,0.00015859336,0.00008554205,0.00024043498,0.00012678506,0.39839232,0.09162009,0.015617289,0.004621657,0.48660845],"study_design_scores_gemma":[0.0000066296666,0.00013482684,0.0002872301,0.000010866499,0.000014558258,0.0000797324,0.00001666385,0.9744855,0.018763958,0.003579397,0.0026096045,0.000011133234],"about_ca_topic_score_codex":0.0008453654,"about_ca_topic_score_gemma":0.0020834694,"teacher_disagreement_score":0.0019343052,"about_ca_system_score_codex":0.00032659734,"about_ca_system_score_gemma":0.00038373636,"threshold_uncertainty_score":0.0064709187},"labels":[],"label_agreement":null},{"id":"W4400770872","doi":"10.1109/jiot.2024.3429517","title":"A C-V2X Mode 4 and 802.11p-Based Resource Selection Scheme for Intraplatoon Message Delivery","year":2024,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Fundamental Research Funds for the Central Universities; National Key Research and Development Program of China","keywords":"Computer science; Scheme (mathematics); Computer network; Selection (genetic algorithm); Resource management (computing); Mode (computer interface); IEEE 802.11p; Resource (disambiguation); Telecommunications; Wireless; Vehicular ad hoc network; Wireless ad hoc network","score_opus":0.015217672605634945,"score_gpt":0.2723910785641963,"score_spread":0.25717340595856136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400770872","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061460532,0.00067557796,0.92886585,0.00022621268,0.00020195016,0.00035219724,0.000060563027,0.0019933542,0.006163733],"genre_scores_gemma":[0.8544738,0.00037957524,0.13693984,0.00022187109,0.00008691224,0.00035613187,0.00018393567,0.00005455739,0.007303419],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99937695,0.00015674226,0.00005260673,0.0001326422,0.00017419054,0.0001068446],"domain_scores_gemma":[0.99941933,0.00010522279,0.000086870634,0.00012683314,0.00021084445,0.000050869705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071492814,0.0007390537,0.00041388147,0.0009622771,0.0008537564,0.00061865675,0.0014238742,0.0005180123,0.0010970634],"category_scores_gemma":[0.0010967003,0.00022879161,0.00025636182,0.00045051114,0.0004270473,0.0008791718,0.00094543846,0.00062014774,0.00037767895],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006972852,0.00028141146,0.0031348497,0.00026475015,0.00011083628,0.0009088501,0.00072018395,0.07884823,0.21303956,0.040506784,0.009696075,0.6517912],"study_design_scores_gemma":[0.00014045603,0.0012140448,0.0032480212,0.00004939587,0.000111191795,0.0014885232,0.00033847173,0.8371296,0.09818378,0.0077324086,0.05017399,0.00019005458],"about_ca_topic_score_codex":0.0029539876,"about_ca_topic_score_gemma":0.0027274496,"teacher_disagreement_score":0.0029539876,"about_ca_system_score_codex":0.00063160097,"about_ca_system_score_gemma":0.00090342446,"threshold_uncertainty_score":0.005873561},"labels":[],"label_agreement":null},{"id":"W4401609293","doi":"10.1109/icmlcn59089.2024.10624808","title":"Enhanced Index-Based Feedback Overhead Reduction for WLANs","year":2024,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"InterDigital (Canada)","funders":"National Science Foundation","keywords":"Reduction (mathematics); Overhead (engineering); Computer science; Index (typography); Operating system; Mathematics","score_opus":0.01872983995071093,"score_gpt":0.2880169989287674,"score_spread":0.2692871589780565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401609293","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015676428,0.00041302334,0.9810588,0.00012291555,0.00008549424,0.000040100505,0.000054355573,0.0009078589,0.0016410387],"genre_scores_gemma":[0.48253265,0.00046157956,0.51269513,0.000202447,0.00022000296,0.00009995085,0.00029113225,0.00011632569,0.003380831],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998914,0.00018694674,0.000048407524,0.00008909945,0.00065808336,0.00010350147],"domain_scores_gemma":[0.9985209,0.00056597136,0.00013835364,0.00022720017,0.0004695857,0.000078009245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008041936,0.0007630316,0.000739296,0.0008079408,0.0005862461,0.0007310424,0.0011792296,0.0006044783,0.0019047455],"category_scores_gemma":[0.003697997,0.00022684473,0.00035514342,0.00078997284,0.00036279773,0.0011811503,0.0011175766,0.00076290546,0.0007542249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00071255944,0.00031801854,0.000978504,0.00015933046,0.000047797042,0.00019877411,0.0002307364,0.16473356,0.16345604,0.0143969795,0.0048821545,0.64988554],"study_design_scores_gemma":[0.000042603773,0.0002884004,0.0005990625,0.000017682121,0.000024747258,0.00030018511,0.00004650411,0.94845873,0.041253537,0.0048866067,0.0040454157,0.0000365941],"about_ca_topic_score_codex":0.0016944951,"about_ca_topic_score_gemma":0.0025794695,"teacher_disagreement_score":0.0019047455,"about_ca_system_score_codex":0.0006584257,"about_ca_system_score_gemma":0.00082444877,"threshold_uncertainty_score":0.0063720345},"labels":[],"label_agreement":null},{"id":"W4401634150","doi":"10.1109/jiot.2024.3445172","title":"Investigating the Effect of Distance and TXOP Allocation Limit in IEEE 802.11bd Networks","year":2024,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Computer network; Channel (broadcasting); Markov chain; Network packet; Prioritization; Transmission (telecommunications); Throughput; Wireless; Telecommunications; Engineering","score_opus":0.011877284270698792,"score_gpt":0.2616706725525956,"score_spread":0.2497933882818968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401634150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9224415,0.001764529,0.067121774,0.00048044298,0.000074377844,0.000051196326,0.00010388025,0.00025319777,0.00770912],"genre_scores_gemma":[0.99637717,0.00024356347,0.0028944074,0.000032533433,0.000007638944,0.00001152538,0.000021578639,0.00001136672,0.0004002889],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99839765,0.00048686392,0.000053460546,0.00022092483,0.0004658532,0.00037532588],"domain_scores_gemma":[0.98545283,0.011705336,0.00095407147,0.0005301176,0.0011073535,0.00025039402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022497452,0.00057862594,0.0004904493,0.00066372013,0.0006879072,0.0010446562,0.0012328717,0.0008570877,0.00097331835],"category_scores_gemma":[0.015215133,0.000398177,0.00027081204,0.00066691934,0.0012228884,0.0026852167,0.000979074,0.0008945931,0.0001244568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048703552,0.00025629502,0.00840986,0.00018831227,0.000049804607,0.00041030927,0.00022444253,0.93828934,0.020861797,0.01351005,0.00060173555,0.01671098],"study_design_scores_gemma":[0.000018002476,0.00027838978,0.0024112156,0.000030290408,0.00003637297,0.0001900042,0.00023950047,0.98190194,0.0113708,0.0030647977,0.00042982656,0.000028804634],"about_ca_topic_score_codex":0.0074819797,"about_ca_topic_score_gemma":0.0042010387,"teacher_disagreement_score":0.0074819797,"about_ca_system_score_codex":0.0021127348,"about_ca_system_score_gemma":0.00087400415,"threshold_uncertainty_score":0.015329003},"labels":[],"label_agreement":null},{"id":"W4402156751","doi":"10.1109/icc51166.2024.10622461","title":"Investigating the Impact of TXOP Allocation in IEEE 802.11bd for NGV Devices","year":2024,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Wireless lan; Computer science; IEEE 802; Computer network; Telecommunications; Wireless; Quality of service","score_opus":0.04364218016214266,"score_gpt":0.3462091347092598,"score_spread":0.30256695454711713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402156751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94595265,0.0004228236,0.050939072,0.00014140319,0.000039419705,0.000028874774,0.00002820549,0.00011335473,0.0023341698],"genre_scores_gemma":[0.9974209,0.00005666544,0.002262907,0.000013652425,0.000004729446,0.000005392555,0.000008587712,0.000005262651,0.00022190686],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986634,0.0003955225,0.00004566017,0.00015168227,0.00039442637,0.00034924087],"domain_scores_gemma":[0.9933027,0.0050608353,0.00057952444,0.00032373116,0.0005755934,0.0001576995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016932252,0.0005870308,0.0002767615,0.00039319927,0.00048632213,0.0008499949,0.0006448735,0.00045779353,0.00078707584],"category_scores_gemma":[0.007581248,0.00029544768,0.00015476395,0.0003328628,0.00061525166,0.00143044,0.0007965811,0.00053007406,0.00008999073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019258055,0.0005712318,0.04497601,0.00022297748,0.00012767439,0.00031796572,0.00029508522,0.78950125,0.07658167,0.007953849,0.0004949735,0.07703143],"study_design_scores_gemma":[0.000029362374,0.0009212859,0.0091146445,0.000017417746,0.00006120922,0.00015728895,0.00023302353,0.9604178,0.027095323,0.001428599,0.00049927103,0.000024820216],"about_ca_topic_score_codex":0.0036249596,"about_ca_topic_score_gemma":0.0048335,"teacher_disagreement_score":0.0036249596,"about_ca_system_score_codex":0.0009867083,"about_ca_system_score_gemma":0.0009163421,"threshold_uncertainty_score":0.008954704},"labels":[],"label_agreement":null},{"id":"W4402673369","doi":"10.1109/tvt.2024.3465841","title":"Implementing the Uplink Access in IEEE 802.11bd","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Telecommunications link; Computer network; Computer science; Telecommunications","score_opus":0.02064413466967932,"score_gpt":0.3050222710008602,"score_spread":0.2843781363311809,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402673369","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048444632,0.0008371922,0.926266,0.00044225823,0.00023696467,0.00009393318,0.00012260453,0.0012049057,0.022351531],"genre_scores_gemma":[0.91125786,0.0005950514,0.080569826,0.00026842675,0.00009601623,0.00012331549,0.00013708642,0.00007175034,0.0068805977],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99898773,0.000255224,0.00004944215,0.00013591893,0.00035487342,0.00021682242],"domain_scores_gemma":[0.9991122,0.00021055162,0.00007884835,0.00019625887,0.00037549634,0.000026600319],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010095168,0.00057863304,0.00043255166,0.0003396034,0.0006481135,0.0017449213,0.0013633664,0.0010598358,0.0021812401],"category_scores_gemma":[0.0021332146,0.00037751786,0.00027867954,0.00048804266,0.0007659759,0.0020799926,0.00079942285,0.0011143124,0.0008910979],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025729282,0.0003413571,0.004832857,0.00026287104,0.000044843444,0.00042241556,0.0005824864,0.3842655,0.035960805,0.42797026,0.008162365,0.13689697],"study_design_scores_gemma":[0.000020553978,0.000101110425,0.00036650745,0.000033385506,0.00001686373,0.00020741389,0.000079825964,0.9515021,0.009357672,0.023629837,0.014655992,0.000028724442],"about_ca_topic_score_codex":0.0072524776,"about_ca_topic_score_gemma":0.0057275547,"teacher_disagreement_score":0.0072524776,"about_ca_system_score_codex":0.0015317117,"about_ca_system_score_gemma":0.0013893243,"threshold_uncertainty_score":0.014420569},"labels":[],"label_agreement":null},{"id":"W4403936800","doi":"10.1109/twc.2024.3481054","title":"Learning Aided Closed-Loop Feedback: A Concurrent Dual Channel Information Feedback Mechanism for Wi-Fi","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Wireless Communications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Feedback loop; Dual (grammatical number); Mechanism (biology); Channel (broadcasting); Computer network; World Wide Web","score_opus":0.03394509490869363,"score_gpt":0.2894002829888907,"score_spread":0.25545518808019707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403936800","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041406926,0.00037670127,0.9516521,0.000246406,0.00016782098,0.00015132934,0.000060074683,0.002378708,0.00355993],"genre_scores_gemma":[0.9356314,0.0001194794,0.061827194,0.00019368507,0.00007845813,0.00014122666,0.000060875485,0.00003641224,0.0019113716],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998828,0.00013496932,0.000072404575,0.00032928627,0.0004394897,0.00019587605],"domain_scores_gemma":[0.9983127,0.00055235834,0.0002459656,0.00026774866,0.00046347122,0.0001577775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010879149,0.0008733594,0.00066739495,0.00057565543,0.00080614205,0.0009324383,0.002723932,0.0010795308,0.0019342289],"category_scores_gemma":[0.0035314048,0.0003127136,0.00038615984,0.00041808648,0.000831737,0.0016802081,0.0017535256,0.0014238919,0.00037949815],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001416284,0.0010604378,0.00398618,0.00031196544,0.00015830639,0.0009983807,0.0013215925,0.17934309,0.16668738,0.025188174,0.004895833,0.6146323],"study_design_scores_gemma":[0.000087897686,0.0003735151,0.00085177645,0.000021365577,0.00004972053,0.00023719885,0.000057626297,0.96818316,0.017449679,0.009726836,0.0028990046,0.00006235079],"about_ca_topic_score_codex":0.0038734514,"about_ca_topic_score_gemma":0.0031886313,"teacher_disagreement_score":0.0038734514,"about_ca_system_score_codex":0.0006318496,"about_ca_system_score_gemma":0.0013528211,"threshold_uncertainty_score":0.0077017546},"labels":[],"label_agreement":null},{"id":"W4405031789","doi":"10.2139/ssrn.5043294","title":"Efficient Resource Allocation in 5g Massive Mimo-Noma Networks: Comparative Analysis of Sinr-Aware Power Allocation and Spatial Correlation-Based Clustering","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Noma; Cluster analysis; Computer science; Resource allocation; MIMO; Spatial correlation; Power (physics); Computer network; Telecommunications; Telecommunications link; Artificial intelligence","score_opus":0.011164618192307223,"score_gpt":0.26458136490007256,"score_spread":0.2534167467077653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405031789","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30838245,0.0071710856,0.6672657,0.0008412128,0.00015221396,0.00012207545,0.0001964885,0.00039633212,0.015472301],"genre_scores_gemma":[0.97883326,0.00091269996,0.01901495,0.00007062343,0.000058719874,0.000021418851,0.000041203628,0.000028190767,0.0010190627],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987224,0.0005312544,0.000033618668,0.00011470155,0.00034012884,0.0002579171],"domain_scores_gemma":[0.9957267,0.0031535563,0.00029108595,0.00017813047,0.00055065047,0.000099970945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023315959,0.0008829049,0.0012031008,0.0010152899,0.0006821156,0.0014427904,0.0012090949,0.000801283,0.0012872884],"category_scores_gemma":[0.005630684,0.00040355537,0.00053108705,0.0019773713,0.0007902258,0.0013885788,0.00079992315,0.00042965036,0.00017917603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018983969,0.000056054247,0.0006878939,0.00008782256,0.000056078894,0.00004953502,0.000043544613,0.96760935,0.0019115026,0.010253025,0.00043928472,0.018616032],"study_design_scores_gemma":[0.000007997648,0.00006641653,0.0006214299,0.000007790375,0.000033059638,0.00004212678,0.00004303663,0.9955348,0.0005892989,0.002885096,0.00016060825,0.00000834312],"about_ca_topic_score_codex":0.0052245967,"about_ca_topic_score_gemma":0.008979656,"teacher_disagreement_score":0.0052245967,"about_ca_system_score_codex":0.0018990735,"about_ca_system_score_gemma":0.0020021,"threshold_uncertainty_score":0.013778865},"labels":[],"label_agreement":null},{"id":"W4405975371","doi":"10.1109/pimrc59610.2024.10817306","title":"Optimal Slot Utilization in IEEE 802.15.4e TSCH Networks using Reinforcement Learning","year":2024,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reinforcement learning; Computer science; Reinforcement; Q-learning; Computer network; Engineering; Artificial intelligence","score_opus":0.05418549597851676,"score_gpt":0.3135203105525527,"score_spread":0.25933481457403595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405975371","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18013822,0.00036304892,0.8140315,0.00026642435,0.000059314567,0.00006726119,0.000022774131,0.00045500853,0.004596475],"genre_scores_gemma":[0.97790784,0.000049142935,0.021370979,0.000034620884,0.000007775912,0.00002144199,0.000008114096,0.000010069574,0.0005900165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996567,0.00011191714,0.000013357957,0.0000563412,0.0000936653,0.00006803101],"domain_scores_gemma":[0.99913377,0.00047432553,0.00015320946,0.000052894025,0.0001302446,0.00005557198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009558721,0.00035072587,0.00040367676,0.0002808162,0.00033409984,0.00041639325,0.00067048083,0.0003711248,0.0005243514],"category_scores_gemma":[0.0022505173,0.00017389034,0.00014790699,0.00019258966,0.0007188551,0.000495044,0.0004518371,0.000486109,0.000076789765],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000076523655,0.000060472874,0.00079407584,0.00001998393,0.000015932836,0.000034074597,0.00004141454,0.9585138,0.002335199,0.004289824,0.00038193582,0.03343666],"study_design_scores_gemma":[0.0000044138133,0.00002324753,0.00007023769,0.0000011826658,0.0000018093259,0.00000663979,0.0000049228984,0.99833626,0.00048552666,0.0009606986,0.00010339565,0.0000017786997],"about_ca_topic_score_codex":0.0039441157,"about_ca_topic_score_gemma":0.003481472,"teacher_disagreement_score":0.0039441157,"about_ca_system_score_codex":0.00070381147,"about_ca_system_score_gemma":0.0009844913,"threshold_uncertainty_score":0.007842362},"labels":[],"label_agreement":null},{"id":"W4407017873","doi":"10.52202/078355-0023","title":"Pilot Study of a Newly Designed Mobile LBNP","year":2024,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Computer science","score_opus":0.03663200665862635,"score_gpt":0.2975573985335653,"score_spread":0.2609253918749389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407017873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97284716,0.00016213211,0.022202162,0.00032371253,0.00035712754,0.00058720505,0.00027999308,0.000399184,0.0028413367],"genre_scores_gemma":[0.98133427,0.00013678764,0.013234386,0.0003246416,0.00010485912,0.000332229,0.00035784897,0.000053373136,0.004121567],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99949634,0.00019248198,0.00003501669,0.000073731055,0.00010450642,0.000097853896],"domain_scores_gemma":[0.9991474,0.00022998484,0.000039947005,0.000096748176,0.00025288708,0.00023309939],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079898007,0.0005037652,0.0007011991,0.0003244541,0.0005755279,0.00064059993,0.001574918,0.0010089691,0.0044119647],"category_scores_gemma":[0.0012857819,0.00017545155,0.00029009779,0.00020513928,0.00063026504,0.0006547484,0.0005315319,0.00065934024,0.0010340302],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.031284977,0.03443269,0.036507376,0.00217842,0.0005087739,0.012262393,0.0031074292,0.0064843497,0.61153954,0.0024091236,0.006338808,0.25294608],"study_design_scores_gemma":[0.011144136,0.5191932,0.0883541,0.00033932313,0.0019376865,0.021942625,0.0057384493,0.055447,0.24640654,0.0017468258,0.047405396,0.00034479095],"about_ca_topic_score_codex":0.0020484964,"about_ca_topic_score_gemma":0.0013455271,"teacher_disagreement_score":0.0044119647,"about_ca_system_score_codex":0.0003335655,"about_ca_system_score_gemma":0.00059732853,"threshold_uncertainty_score":0.014759481},"labels":[],"label_agreement":null},{"id":"W4409032727","doi":"10.1049/icp.2025.0872","title":"Optimizing sampling for Ontario's K-12 wireless network data","year":2025,"lang":"en","type":"article","venue":"IET conference proceedings.","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"IBI Group (Canada); Humber Polytechnic","funders":"","keywords":"Wireless network; Computer science; Sampling (signal processing); Computer network; Wireless; Telecommunications","score_opus":0.09834510392080827,"score_gpt":0.32065498500882844,"score_spread":0.2223098810880202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409032727","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21183056,0.00011752852,0.7837979,0.00045202003,0.000015371377,0.0010474224,0.00054045976,0.00028904944,0.0019097569],"genre_scores_gemma":[0.7004789,0.00010796721,0.29716212,0.0000874909,0.000013773869,0.0006669192,0.0006101768,0.000025447174,0.0008472149],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99460346,0.0035720966,0.00022933312,0.0005651505,0.00074249954,0.0002875733],"domain_scores_gemma":[0.9837376,0.011510003,0.0011604051,0.0014062907,0.0019123545,0.000273416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0083055375,0.00034641655,0.00047931846,0.00078353845,0.0008151174,0.0007788341,0.0009961363,0.00048555603,0.0007375161],"category_scores_gemma":[0.041227844,0.0003355732,0.00033211568,0.0010760137,0.000915824,0.0007003329,0.0013193695,0.0005631671,0.00016936667],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00077682507,0.00030371008,0.13142179,0.0003291668,0.00017206166,0.000410887,0.0021289445,0.60263896,0.007149003,0.034318946,0.0032027313,0.21714701],"study_design_scores_gemma":[0.000077913886,0.00018471865,0.024895065,0.000034336932,0.000023811164,0.000062553525,0.0007437052,0.9549616,0.002604439,0.013834446,0.0025516301,0.000025753667],"about_ca_topic_score_codex":0.14722274,"about_ca_topic_score_gemma":0.20045558,"teacher_disagreement_score":0.85277724,"about_ca_system_score_codex":0.0027727329,"about_ca_system_score_gemma":0.0060333246,"threshold_uncertainty_score":0.29273164},"labels":[],"label_agreement":null},{"id":"W4410140520","doi":"10.1145/3716550.3722018","title":"Pay Attention to Network: Reliability-Aware Spatial-Temporal-Frequential Scheduling for TSN-WiFi Networks","year":2025,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Universitas Brawijaya; National Natural Science Foundation of China","keywords":"Computer science; Scheduling (production processes); Reliability (semiconductor); Computer network; Processor scheduling; Distributed computing; Reliability engineering; Engineering; Operations management","score_opus":0.012651726674500569,"score_gpt":0.28317512367669634,"score_spread":0.27052339700219574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410140520","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05420531,0.0003737981,0.94132465,0.00032781932,0.000109170345,0.00006356055,0.000106164094,0.0010073212,0.002482174],"genre_scores_gemma":[0.9106538,0.00019761009,0.087071046,0.00016143624,0.000068325055,0.0000655054,0.0001715385,0.00011503664,0.0014957517],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995161,0.00007702006,0.000029406992,0.00014764394,0.00011884474,0.00011095903],"domain_scores_gemma":[0.9986738,0.00060418056,0.000195041,0.00015469425,0.00023104443,0.00014131491],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00096962077,0.0006705138,0.00062246184,0.00045103903,0.00050480297,0.0005787815,0.0015176552,0.0004896627,0.0018184502],"category_scores_gemma":[0.0039321957,0.00030023884,0.00039610706,0.0004865273,0.00052135496,0.0012933958,0.0010590693,0.001083548,0.0002826966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023810435,0.00013396704,0.0028453383,0.00010573277,0.00004277636,0.00013807326,0.00017843349,0.7943784,0.01312826,0.010964443,0.0035941526,0.17425236],"study_design_scores_gemma":[0.0000036686793,0.000017146358,0.00020285313,0.0000023175612,0.0000055929477,0.000016526708,0.000010711595,0.9960497,0.0009004944,0.0024345636,0.0003528619,0.0000036637143],"about_ca_topic_score_codex":0.008801057,"about_ca_topic_score_gemma":0.011649722,"teacher_disagreement_score":0.008801057,"about_ca_system_score_codex":0.001330429,"about_ca_system_score_gemma":0.0016851632,"threshold_uncertainty_score":0.017499626},"labels":[],"label_agreement":null},{"id":"W4410226398","doi":"10.1109/comst.2025.3568035","title":"From Nodes to Roads: Surveying DRL Applications in MEC-Enhanced Terrestrial Wireless Networks","year":2025,"lang":"en","type":"article","venue":"IEEE Communications Surveys & Tutorials","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; University of Calgary","funders":"National Research Foundation of Korea","keywords":"Computer science; Wireless; Computer network; Wireless network; Telecommunications","score_opus":0.0394758995776776,"score_gpt":0.33510916529809576,"score_spread":0.29563326572041815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410226398","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047166824,0.59760875,0.25593573,0.010482819,0.0008645044,0.00016586804,0.0004278774,0.000688546,0.08665919],"genre_scores_gemma":[0.3904802,0.5346246,0.059480302,0.002545671,0.00095069775,0.00011718113,0.00070298155,0.0001758463,0.010922605],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99955255,0.0001447176,0.00003158806,0.00007729785,0.00014021256,0.000053637053],"domain_scores_gemma":[0.9987295,0.00083923736,0.00007609868,0.000071130926,0.00024036861,0.000043695294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007173387,0.0004928344,0.00033038508,0.0013678279,0.00037190446,0.0015522608,0.00080067205,0.00079567946,0.0017609566],"category_scores_gemma":[0.0028987979,0.00030273895,0.00037734967,0.0023548845,0.00056184677,0.003021807,0.0009816166,0.0011313591,0.0006968838],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007308699,0.00006627008,0.004956971,0.002580551,0.000042579817,0.00033882825,0.0006292743,0.051441047,0.0029167472,0.066651955,0.015739523,0.85456324],"study_design_scores_gemma":[0.000013328911,0.00036379872,0.0042865705,0.003150242,0.00009327091,0.0016490045,0.0026522218,0.22418877,0.0059658214,0.09106631,0.66645205,0.000118732],"about_ca_topic_score_codex":0.002545088,"about_ca_topic_score_gemma":0.0035492142,"teacher_disagreement_score":0.002545088,"about_ca_system_score_codex":0.0009127254,"about_ca_system_score_gemma":0.0006174316,"threshold_uncertainty_score":0.0066223145},"labels":[],"label_agreement":null},{"id":"W4412722202","doi":"10.1139/facets-2024-0128","title":"Dynamic bandwidth allocation with machine learning in dense WiFi network","year":2025,"lang":"en","type":"article","venue":"FACETS","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Dynamic bandwidth allocation; Computer science; Bandwidth (computing); Bandwidth allocation; Computer network","score_opus":0.005956107523583998,"score_gpt":0.24112356922491068,"score_spread":0.23516746170132669,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412722202","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21376997,0.00023918746,0.7809559,0.0003764325,0.00005816148,0.000067804365,0.00008820236,0.0015244776,0.0029199168],"genre_scores_gemma":[0.95055395,0.000072631694,0.048087433,0.000055257704,0.000022881444,0.000048398553,0.000076403325,0.000021697315,0.0010614372],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996737,0.00008138689,0.0000141952705,0.000079695754,0.000075928096,0.00007510343],"domain_scores_gemma":[0.9987814,0.0007889651,0.00013457781,0.00009108779,0.00015931811,0.000044755117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008849465,0.00053798076,0.000546107,0.00054387335,0.00044132044,0.0006623779,0.0006829626,0.0005302952,0.00061770325],"category_scores_gemma":[0.0030203564,0.00027383992,0.0002488735,0.00057244726,0.00046567892,0.0009410062,0.00069050095,0.0007904713,0.00014831741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006487693,0.00006736586,0.0014846746,0.000013419941,0.000012874802,0.00003071398,0.00003066493,0.9400784,0.00082627934,0.001482213,0.0003505328,0.05555802],"study_design_scores_gemma":[0.0000011343049,0.0000056253493,0.00009100091,6.1193725e-7,7.920968e-7,0.0000021820204,0.000003433425,0.9991086,0.00013741844,0.00061759824,0.000030454177,0.0000010830014],"about_ca_topic_score_codex":0.014334881,"about_ca_topic_score_gemma":0.010393119,"teacher_disagreement_score":0.014334881,"about_ca_system_score_codex":0.00095607573,"about_ca_system_score_gemma":0.0007258263,"threshold_uncertainty_score":0.028502882},"labels":[],"label_agreement":null},{"id":"W4412840713","doi":"10.1007/978-3-031-94956-2_21","title":"Analysis of Neighborhood Map-Based Wireless Medium Access Control","year":2025,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Wireless; Telecommunications","score_opus":0.0276293367829751,"score_gpt":0.3115170996323273,"score_spread":0.28388776284935224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412840713","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.064888775,0.0014878091,0.91386807,0.00042036278,0.00010500173,0.000072390176,0.00011924246,0.00017925748,0.018859068],"genre_scores_gemma":[0.9653266,0.0010522256,0.024680102,0.00006458615,0.00009015284,0.00010952506,0.000109283,0.00008733614,0.008480129],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992105,0.00022286626,0.000017148552,0.00009302266,0.00034403865,0.00011240617],"domain_scores_gemma":[0.9972899,0.001845493,0.0001818776,0.00011419652,0.00049700926,0.000071528906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001077226,0.00059140247,0.0007793616,0.0010250888,0.00056015473,0.0011543713,0.0015467817,0.0006854185,0.0026369558],"category_scores_gemma":[0.006691678,0.00034941395,0.00053448166,0.0008733049,0.0010473726,0.0013732087,0.0009821076,0.00077479385,0.00021657275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004073094,0.000028536842,0.0005172495,0.000059810223,0.000028705415,0.00004319377,0.000057458732,0.85179776,0.0017016411,0.13031518,0.0011572742,0.014252422],"study_design_scores_gemma":[6.1428807e-7,0.000004558839,0.00007429152,0.0000023001483,0.0000026659777,0.0000069366115,0.0000049125683,0.99379504,0.000091324546,0.005894771,0.00012060751,0.0000019449894],"about_ca_topic_score_codex":0.006701136,"about_ca_topic_score_gemma":0.002835307,"teacher_disagreement_score":0.006701136,"about_ca_system_score_codex":0.0018753008,"about_ca_system_score_gemma":0.0010234597,"threshold_uncertainty_score":0.01360631},"labels":[],"label_agreement":null},{"id":"W4414940889","doi":"10.23919/apnoms67058.2025.11181234","title":"Deep Learning-Empowered Framework for Performance Prediction in IEEE 802.11ah-Based Networks","year":2025,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Performance prediction; Throughput; Mean squared error; Raw data; Artificial neural network; Mean squared prediction error; Multilayer perceptron; Wireless; Wireless network; Predictive modelling","score_opus":0.01087326769761442,"score_gpt":0.2670888153641665,"score_spread":0.2562155476665521,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414940889","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11343262,0.0009985693,0.8787408,0.0006579546,0.00013274448,0.000033725475,0.0004419957,0.0025065157,0.0030550743],"genre_scores_gemma":[0.95968705,0.00033576193,0.037211988,0.00012490788,0.000038864746,0.00005425464,0.00037987388,0.000050143753,0.002117122],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99978775,0.000039512113,0.000011557785,0.000050491286,0.00006014997,0.00005055141],"domain_scores_gemma":[0.99970335,0.0001124569,0.000034929737,0.000022696313,0.000107257816,0.000019266574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006034882,0.0007863891,0.00046354337,0.00044690436,0.0002184717,0.0005877796,0.0010810158,0.00062250363,0.0010683632],"category_scores_gemma":[0.0015342166,0.00030059056,0.00025831308,0.0003925932,0.00038036125,0.0010650986,0.0006357266,0.0013546337,0.00030182136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008814319,0.00008358905,0.0020875724,0.000038437676,0.000033702858,0.000059094316,0.000041972657,0.9118182,0.0028037787,0.004137467,0.0017695103,0.077038586],"study_design_scores_gemma":[7.255222e-7,0.000004202961,0.00007248784,0.0000012429037,0.0000013815225,0.0000020235534,0.0000013729771,0.99870527,0.000220086,0.0009392096,0.00005087051,0.0000011845119],"about_ca_topic_score_codex":0.011571428,"about_ca_topic_score_gemma":0.012548211,"teacher_disagreement_score":0.011571428,"about_ca_system_score_codex":0.00085917563,"about_ca_system_score_gemma":0.0008134475,"threshold_uncertainty_score":0.023008168},"labels":[],"label_agreement":null},{"id":"W4513192","doi":"","title":"WiFi Overcast: Enabling True Mobility for Realtime Applications in the Enterprise","year":2009,"lang":"en","type":"article","venue":"Dental survey","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Overcast; Computer science; Computer network; Mobile device; Quality of service; World Wide Web; Geography","score_opus":0.03315360135414674,"score_gpt":0.3140284471973841,"score_spread":0.28087484584323735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4513192","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12505232,0.012427264,0.82141477,0.0015948957,0.00062019384,0.00023037427,0.00022085557,0.004606405,0.033832945],"genre_scores_gemma":[0.8110542,0.015764253,0.15481238,0.0005306637,0.00056826184,0.0001170661,0.0005281962,0.00013652832,0.016488446],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999731,0.000039532784,0.00001662621,0.000035052708,0.00009483784,0.00008288668],"domain_scores_gemma":[0.99958664,0.00009371816,0.000043758075,0.00009184854,0.00012446141,0.000059698563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005757243,0.0003619617,0.0003709037,0.00074292516,0.0005019763,0.0011786276,0.00095556263,0.00053469057,0.0014078035],"category_scores_gemma":[0.0009218779,0.00025081873,0.00020339382,0.0006826945,0.0003282314,0.0021505153,0.0012345439,0.0008901674,0.00042064438],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044376036,0.00016164995,0.004574538,0.00048048468,0.00004648553,0.00041757218,0.00048772045,0.010505496,0.05969916,0.049090784,0.018373773,0.8557186],"study_design_scores_gemma":[0.00021438977,0.0011125939,0.009017161,0.00028371386,0.0003205638,0.0036291431,0.00085289136,0.34306604,0.08225486,0.032890763,0.5262107,0.00014728219],"about_ca_topic_score_codex":0.0036367003,"about_ca_topic_score_gemma":0.0053131,"teacher_disagreement_score":0.0036367003,"about_ca_system_score_codex":0.0006036823,"about_ca_system_score_gemma":0.00057496893,"threshold_uncertainty_score":0.0072310567},"labels":[],"label_agreement":null},{"id":"W597377538","doi":"","title":"2nd ACM International Workshop on Wireless Network Testbeds, Experimental Evaluation and Characterization : WiNTECH 2007, at MobiCom 2007, September 9-14, 2007, Montreal, Quebec, Canada","year":2008,"lang":"en","type":"book","venue":"ACM Press eBooks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Library science; Telecommunications; Computer science","score_opus":0.030137822188191884,"score_gpt":0.2709964706886647,"score_spread":0.24085864850047284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W597377538","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027159516,0.012001553,0.7847038,0.008324525,0.012298207,0.0019266538,0.007655544,0.029585365,0.11634494],"genre_scores_gemma":[0.093768016,0.017534524,0.34298363,0.0018435731,0.0021499058,0.0016881177,0.0269235,0.0069053276,0.5062034],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99806565,0.00040311555,0.00007707554,0.00024089705,0.0009345369,0.0002786976],"domain_scores_gemma":[0.9962406,0.00047974958,0.00007255861,0.00064705574,0.0019718008,0.0005882436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004791664,0.0019466543,0.0014243224,0.0014614279,0.0014521581,0.003962099,0.0027588527,0.0012631941,0.03023639],"category_scores_gemma":[0.0048765466,0.0008141603,0.00055944105,0.0016483268,0.0009025898,0.0036630717,0.0020177066,0.0019986862,0.013705384],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006360753,0.0006110409,0.001815002,0.00034871904,0.000055710396,0.00020244517,0.00034102227,0.0054666433,0.013973374,0.008946725,0.60092723,0.3666761],"study_design_scores_gemma":[0.00025610288,0.00072965614,0.006410606,0.00034458697,0.00016925058,0.000591674,0.00057869096,0.05244853,0.030801283,0.012608652,0.8949366,0.00012437635],"about_ca_topic_score_codex":0.043470107,"about_ca_topic_score_gemma":0.09685136,"teacher_disagreement_score":0.9565299,"about_ca_system_score_codex":0.0025361786,"about_ca_system_score_gemma":0.0048699426,"threshold_uncertainty_score":0.10115081},"labels":[],"label_agreement":null},{"id":"W61836251","doi":"10.12681/eadd/20966","title":"Cross-layer resource allocation algorithms for wireless networks","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"York University","keywords":"Computer science; Computer network; Testbed; Wireless network; Throughput; Network performance; Resource allocation; Distributed computing; Wireless mesh network; Wireless; Telecommunications","score_opus":0.02518604836775646,"score_gpt":0.32551769719979645,"score_spread":0.30033164883204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W61836251","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002365518,0.0011465737,0.9934412,0.00013447282,0.00012843459,0.00008557841,0.000030902596,0.0006282295,0.0020389578],"genre_scores_gemma":[0.21820526,0.0025136704,0.7701029,0.00039443534,0.00024341578,0.00086926273,0.0004028615,0.00032828288,0.00693999],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985019,0.00058490376,0.00014312592,0.00019137976,0.00043090148,0.0001478682],"domain_scores_gemma":[0.99831355,0.0010005023,0.00014323532,0.00023630471,0.0002655946,0.000040786766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035255202,0.0013501567,0.0009585457,0.001077518,0.00074684276,0.0019957693,0.0017930355,0.0010914551,0.004817741],"category_scores_gemma":[0.0068644634,0.0005431569,0.000701856,0.0013472204,0.0007481809,0.0021916055,0.0018559607,0.001684423,0.0015198627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013740019,0.00010797086,0.0004809579,0.00018414254,0.000103606464,0.000054796397,0.00011193965,0.62854534,0.0018075494,0.0833018,0.006887398,0.27827704],"study_design_scores_gemma":[0.000021563763,0.000021071088,0.00005595268,0.000015277703,0.000009878478,0.000020685402,0.000011997509,0.97928077,0.0005062891,0.01741649,0.00263277,0.000007303074],"about_ca_topic_score_codex":0.002588814,"about_ca_topic_score_gemma":0.0020778705,"teacher_disagreement_score":0.004817741,"about_ca_system_score_codex":0.0011829805,"about_ca_system_score_gemma":0.0014035827,"threshold_uncertainty_score":0.018644989},"labels":[],"label_agreement":null},{"id":"W633633352","doi":"","title":"PM[2]HW[2]N '08 : proceedings of theThird ACM International Workshop on Performance Monitoring, Measurement, and Evaluation of Heterogeneous Wireless and Wired Networks : Vancouver, British Columbia, Canada, October 31, 2008","year":2008,"lang":"en","type":"book","venue":"Association for Computing Machinery eBooks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireless; Telecommunications; Engineering; Computer science; Library science; Environmental science; Computer network","score_opus":0.026963018140099205,"score_gpt":0.24360559986191868,"score_spread":0.21664258172181947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W633633352","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031015545,0.015344363,0.31321216,0.00911319,0.015622047,0.00055406964,0.009062207,0.036376934,0.59761345],"genre_scores_gemma":[0.011060015,0.008389106,0.043511383,0.0016904467,0.002017114,0.00016357869,0.007926188,0.0057636504,0.9194786],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994898,0.00004805602,0.000016610378,0.000066910405,0.00034078272,0.000037940797],"domain_scores_gemma":[0.9987049,0.00019236407,0.000033383418,0.0001712949,0.0007834712,0.00011454465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071903877,0.0011404728,0.0007626623,0.0016854873,0.00068092835,0.0021560397,0.0013492769,0.0010534183,0.06713004],"category_scores_gemma":[0.0022652661,0.0005806061,0.00038018558,0.002003481,0.00039056627,0.0017185778,0.00084372744,0.0015926325,0.065066315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037809816,0.000018010249,0.00012808913,0.00012762431,0.00000444868,0.000028471024,0.000030659,0.00065280957,0.0016976215,0.0038848736,0.7505067,0.24288277],"study_design_scores_gemma":[0.00000978286,0.000033434968,0.00062679715,0.0000977463,0.00001379036,0.00015783179,0.000015438993,0.0043626577,0.0025669963,0.004150816,0.98794353,0.00002119461],"about_ca_topic_score_codex":0.008200559,"about_ca_topic_score_gemma":0.01954213,"teacher_disagreement_score":0.06713004,"about_ca_system_score_codex":0.00084627373,"about_ca_system_score_gemma":0.0011996672,"threshold_uncertainty_score":0.2245723},"labels":[],"label_agreement":null},{"id":"W635558425","doi":"10.1007/s11036-015-0605-4","title":"A Green Approach for Selfish Misbehavior Detection in 802.11-Based Wireless Networks","year":2015,"lang":"en","type":"article","venue":"Mobile Networks and Applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"New York Institute of Technology","funders":"","keywords":"Computer science; Computer network; Node (physics); Wireless network; Wireless; Metric (unit); Channel (broadcasting); Energy consumption; Flexibility (engineering); Hidden node problem; Throughput; Quality of service; Telecommunications; Wi-Fi array","score_opus":0.020742592620511313,"score_gpt":0.2616035584063966,"score_spread":0.24086096578588528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W635558425","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030586941,0.00063204876,0.9639199,0.00057448045,0.00018638249,0.000098358774,0.00003133474,0.000807911,0.003162656],"genre_scores_gemma":[0.80796814,0.0005206219,0.18640997,0.00045079106,0.00013651355,0.00010942591,0.0000514252,0.00011993766,0.004233244],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99736184,0.0008968092,0.000086492604,0.00026191113,0.0010922294,0.00030067604],"domain_scores_gemma":[0.9950507,0.0022845503,0.0003191032,0.0007808324,0.0013113446,0.0002535156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032379802,0.0008135693,0.0012471427,0.0016333052,0.0011543329,0.0016887375,0.0019077865,0.0012624045,0.0010098894],"category_scores_gemma":[0.0077880085,0.00042460705,0.0005099776,0.00091905176,0.0019566035,0.0025443863,0.002760862,0.0018599143,0.00036469975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008583949,0.00070210145,0.005954147,0.00027919913,0.0002255861,0.00074571633,0.0010355063,0.32540303,0.041392405,0.17520386,0.009463967,0.43873605],"study_design_scores_gemma":[0.000009771391,0.00009278063,0.0003705754,0.000018925126,0.000026261458,0.00014984712,0.000102336184,0.96061546,0.0041385093,0.032971505,0.0014769332,0.000027165981],"about_ca_topic_score_codex":0.001824375,"about_ca_topic_score_gemma":0.0028156305,"teacher_disagreement_score":0.0032379802,"about_ca_system_score_codex":0.0012548735,"about_ca_system_score_gemma":0.0015125877,"threshold_uncertainty_score":0.017124295},"labels":[],"label_agreement":null},{"id":"W6888837812","doi":"10.23645/epacomptox.26311576","title":"Deciphering Cellular Fate Decisions: A Boolean Network Approach to Stress-Response Modeling","year":2024,"lang":"en","type":"other","venue":"Open MIND","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Set (abstract data type); Boolean network; Boolean function; Key (lock)","score_opus":0.07124250481545728,"score_gpt":0.31841116354902527,"score_spread":0.24716865873356797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6888837812","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026251541,0.0015892902,0.9501208,0.00395897,0.00014844659,0.000074929274,0.0023094427,0.0007119333,0.014834596],"genre_scores_gemma":[0.7785135,0.0045081032,0.1815568,0.0012268175,0.00046358476,0.00062752276,0.0029793063,0.0003086518,0.029815773],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960405,0.0001644062,0.00001907428,0.00009185066,0.00006504373,0.000055598248],"domain_scores_gemma":[0.99868995,0.0009476994,0.00011224009,0.000059796166,0.00011677814,0.00007352761],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011707414,0.0007338736,0.0011322487,0.001005607,0.00050582166,0.0019662655,0.0014558266,0.0011832342,0.009053198],"category_scores_gemma":[0.0042315857,0.00047373513,0.001332892,0.0009087404,0.00075435214,0.0015297695,0.0010791365,0.0016244064,0.0012722204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012216927,0.0000377935,0.0018588703,0.000117280135,0.00008344418,0.000101331716,0.000065231725,0.8885843,0.0017637672,0.06957552,0.004715334,0.03297503],"study_design_scores_gemma":[0.0000047012763,0.000009400566,0.00010931759,0.000007813928,0.000009704875,0.000008283069,0.000008689992,0.969088,0.00015249221,0.029729147,0.0008672638,0.000005251409],"about_ca_topic_score_codex":0.015512311,"about_ca_topic_score_gemma":0.015053569,"teacher_disagreement_score":0.015512311,"about_ca_system_score_codex":0.0019945551,"about_ca_system_score_gemma":0.0013526027,"threshold_uncertainty_score":0.030844033},"labels":[],"label_agreement":null},{"id":"W6890025099","doi":"10.3389/fpls.2024.1359117.s001","title":"Table_1_Identification of QTLs associated with seed protein concentration in two diverse recombinant inbred line populations of pea.xlsx","year":2024,"lang":"en","type":"dataset","venue":"Figshare","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quantitative trait locus; Inbred strain; Selection (genetic algorithm); Marker-assisted selection; SNP; Heritability; Breeding program; Genotype","score_opus":0.05966072707864977,"score_gpt":0.31199020564377244,"score_spread":0.25232947856512267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6890025099","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16714863,0.0012454059,0.024697473,0.00043574048,0.00039187673,0.0010919953,0.7716762,0.007028489,0.026284212],"genre_scores_gemma":[0.14298384,0.0008186146,0.050565165,0.0005262602,0.00008433185,0.0011886427,0.7579514,0.0024971517,0.043384537],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996791,0.000037826616,0.00004777666,0.00012984245,0.00007011625,0.000035362944],"domain_scores_gemma":[0.999401,0.00026345722,0.000093494375,0.00007014249,0.00008149011,0.00009047089],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003199104,0.00089353125,0.00086015614,0.0017774268,0.000773839,0.00049181044,0.0012307204,0.00048489487,0.09982888],"category_scores_gemma":[0.0005573204,0.0006266079,0.00059232535,0.0020490258,0.00024086115,0.0003507235,0.00038558032,0.0008750945,0.015968965],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023102039,0.0005607674,0.009580426,0.0026626154,0.00039272773,0.0013722037,0.00058707147,0.0007095975,0.83542925,0.0024632225,0.076662466,0.067269504],"study_design_scores_gemma":[0.0023159152,0.001520254,0.32227832,0.00027571977,0.000645658,0.002983416,0.000517413,0.0028288062,0.17458613,0.0015331627,0.4902543,0.0002609287],"about_ca_topic_score_codex":0.0022438199,"about_ca_topic_score_gemma":0.0036858716,"teacher_disagreement_score":0.9001711,"about_ca_system_score_codex":0.00036514242,"about_ca_system_score_gemma":0.0002723563,"threshold_uncertainty_score":0.33396083},"labels":[],"label_agreement":null},{"id":"W6892853738","doi":"10.5281/zenodo.12526708","title":"Is Fitspresso Legit  Reviews Sponsored: Fitspresso Reviews – Proven Coffee Loophole or Hidden","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wonder; Product (mathematics); Quality (philosophy); Payment; Process (computing); Ideal (ethics)","score_opus":0.07836263525567479,"score_gpt":0.3066473418933873,"score_spread":0.22828470663771255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6892853738","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035440351,0.0055205026,0.0033639271,0.06450423,0.038125657,0.0005883237,0.005322729,0.01803894,0.86099166],"genre_scores_gemma":[0.012855112,0.0023662553,0.0025809004,0.020548062,0.009087,0.00023394928,0.002572376,0.00780648,0.94194984],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945564,0.0010141386,0.00037807768,0.00075882353,0.0028484787,0.00044399648],"domain_scores_gemma":[0.96781665,0.0054321773,0.0028358193,0.0046669245,0.011975782,0.0072725755],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003902294,0.00086774037,0.0010105175,0.002935348,0.0031579442,0.0144983865,0.0012766455,0.0050112284,0.55861986],"category_scores_gemma":[0.04070999,0.00088065455,0.0007518611,0.002454981,0.0020101462,0.011847973,0.0033080631,0.0026976448,0.5417227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034651242,0.000020789683,0.00020468023,0.00015844572,0.000004616963,0.00012376111,0.00011336442,0.0000069206576,0.0003702417,0.0020480177,0.9721649,0.0247496],"study_design_scores_gemma":[0.0000048088523,0.000015422456,0.0003358851,0.000084746054,0.0000031208651,0.00012931279,0.00009196939,0.0000274074,0.00018816568,0.00036619164,0.9987404,0.000012659505],"about_ca_topic_score_codex":0.002153953,"about_ca_topic_score_gemma":0.0054039597,"teacher_disagreement_score":0.44138014,"about_ca_system_score_codex":0.0017876695,"about_ca_system_score_gemma":0.0031492005,"threshold_uncertainty_score":0.6295752},"labels":[],"label_agreement":null},{"id":"W6901643250","doi":"10.60692/5sx39-7ed48","title":"An Overview on Active Transmission Techniques for Wireless Scalable Networks","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Huawei Technologies (Canada)","funders":"","keywords":"Wireless network; Wireless; Wi-Fi array; Wireless WAN; Key distribution in wireless sensor networks; Fixed wireless; Data transmission; Municipal wireless network; Scalability","score_opus":0.04435862507667583,"score_gpt":0.264711938098942,"score_spread":0.22035331302226618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6901643250","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014958896,0.118485734,0.831572,0.0015141709,0.0013885342,0.0002091654,0.00012427567,0.00079001766,0.044420123],"genre_scores_gemma":[0.08735291,0.33016056,0.53761554,0.0016059304,0.0051949294,0.0009620042,0.0005981523,0.0005782504,0.035931725],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99918085,0.00017291201,0.000072342074,0.000087382774,0.0004383107,0.000048167098],"domain_scores_gemma":[0.99910647,0.000492735,0.00005618017,0.0001193684,0.00019750051,0.000027693475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010903095,0.0011020335,0.0006097264,0.0014287294,0.0006437745,0.0019038564,0.0016860851,0.0012301082,0.0071633616],"category_scores_gemma":[0.002344437,0.0006811763,0.00067267974,0.0022811128,0.000711571,0.0045182244,0.0010916205,0.0026073214,0.002598197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006192148,0.00010915703,0.00023485592,0.0017851363,0.00006223045,0.0002854169,0.00023258087,0.020179043,0.0109601915,0.23263226,0.03279716,0.7006601],"study_design_scores_gemma":[0.000032225635,0.000256867,0.0004372077,0.0011945243,0.00008732579,0.0015180721,0.00012566424,0.13014905,0.0070981383,0.1415729,0.71743244,0.0000956877],"about_ca_topic_score_codex":0.00073348306,"about_ca_topic_score_gemma":0.00068667385,"teacher_disagreement_score":0.0071633616,"about_ca_system_score_codex":0.0007852457,"about_ca_system_score_gemma":0.0005890836,"threshold_uncertainty_score":0.023963869},"labels":[],"label_agreement":null},{"id":"W6901683337","doi":"10.60692/er38r-2rd82","title":"Hybrid Automatic Repeat Request (HARQ) in Wireless Communications Systems and Standards: A Contemporary Survey","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Hybrid automatic repeat request; Retransmission; Wireless; Automatic repeat request; Software deployment; Selective Repeat ARQ; Error detection and correction; Transmitter","score_opus":0.0626084060540845,"score_gpt":0.26487606994524665,"score_spread":0.20226766389116213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6901683337","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007409175,0.8759265,0.09399712,0.0017361784,0.0013762807,0.00016457234,0.00016296974,0.00022310553,0.019004026],"genre_scores_gemma":[0.048528306,0.90417516,0.037845742,0.0009134709,0.0027127967,0.00018842325,0.00035455122,0.0000559382,0.0052256575],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988815,0.00019360975,0.00013637994,0.00017684931,0.0005193601,0.00009222544],"domain_scores_gemma":[0.9975237,0.0014027503,0.00019388538,0.00012640556,0.0006976796,0.000055637578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018829807,0.0008646239,0.0010757354,0.0029289215,0.0007274027,0.0021228127,0.0012260082,0.0015121023,0.0023739936],"category_scores_gemma":[0.0023496624,0.0005806064,0.00041605462,0.007492875,0.0009858406,0.0036944181,0.0010823754,0.0017371294,0.0014113185],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000098684286,0.00013813484,0.0017614899,0.004973756,0.00005620717,0.00020999128,0.00036880322,0.0049191117,0.0033734676,0.040116392,0.014515684,0.9294683],"study_design_scores_gemma":[0.000032000382,0.00081953045,0.0040700706,0.003056302,0.00022862804,0.0030212784,0.0012499565,0.025649302,0.0063461475,0.04947235,0.905793,0.00026145624],"about_ca_topic_score_codex":0.0014101141,"about_ca_topic_score_gemma":0.00085918175,"teacher_disagreement_score":0.0029289215,"about_ca_system_score_codex":0.0006791995,"about_ca_system_score_gemma":0.0012936305,"threshold_uncertainty_score":0.009958267},"labels":[],"label_agreement":null},{"id":"W6968692321","doi":"10.5281/zenodo.2566754","title":"General Model for Single and Multiple Channels WLANs with Quality of Service Support","year":2009,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Channel (broadcasting); Throughput; Quality of service; Wireless; Wireless network; Telecommunications link; Transmission (telecommunications); Data transmission","score_opus":0.08147293188702705,"score_gpt":0.28166581677331703,"score_spread":0.20019288488629,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6968692321","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027252521,0.0014262209,0.94403446,0.0019079284,0.00036190913,0.00031097906,0.0017046261,0.0009621778,0.022039246],"genre_scores_gemma":[0.7664538,0.005093696,0.11917152,0.0012551224,0.0010898174,0.002069049,0.0024899275,0.0006806881,0.10169631],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973627,0.0005548012,0.00012749065,0.00061059656,0.00075800373,0.0005865745],"domain_scores_gemma":[0.9980842,0.0006527022,0.00027927698,0.0002002862,0.000661619,0.000121937504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017498827,0.0017580881,0.0023184966,0.001604529,0.0010825044,0.0035717816,0.006025866,0.004996601,0.009709687],"category_scores_gemma":[0.004079802,0.0011616112,0.0020837947,0.002278309,0.0015610489,0.005163678,0.0017831203,0.0031695745,0.0040941485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011480046,0.000120253644,0.0009558831,0.0001766453,0.000081345184,0.0005547416,0.00023222044,0.77833766,0.0038351035,0.20436494,0.004005037,0.0072213653],"study_design_scores_gemma":[0.000043903394,0.000039624243,0.00024258651,0.0000214133,0.00003206373,0.00016270483,0.000042148222,0.9620593,0.0002949614,0.033810005,0.0032144238,0.000036825913],"about_ca_topic_score_codex":0.013324377,"about_ca_topic_score_gemma":0.0060377903,"teacher_disagreement_score":0.013324377,"about_ca_system_score_codex":0.0031077433,"about_ca_system_score_gemma":0.002462541,"threshold_uncertainty_score":0.032482147},"labels":[],"label_agreement":null},{"id":"W7037297171","doi":"","title":"Detection of Renibacterium salmoninarum by mRNA RT-PCR","year":2000,"lang":"en","type":"other","venue":"Library and Archives Canada (Government of Canada)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Messenger RNA; Real-time polymerase chain reaction; Bacteria; Gene expression","score_opus":0.00237310335972316,"score_gpt":0.13974921074688906,"score_spread":0.1373761073871659,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7037297171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6470962,0.006461163,0.27275652,0.0012271982,0.0011391683,0.0031435243,0.018354263,0.005660573,0.044161327],"genre_scores_gemma":[0.47933358,0.006349056,0.3527688,0.001271666,0.00026567932,0.0022118557,0.047683112,0.0011493181,0.10896689],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991423,0.00007086654,0.00008644908,0.00025759012,0.00026031898,0.00018242442],"domain_scores_gemma":[0.99944454,0.0001407574,0.000043601904,0.00007098892,0.00025718097,0.00004284927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073889876,0.0013235795,0.0009698097,0.0012138307,0.0007536946,0.00062800484,0.0007222693,0.00057298003,0.0045212125],"category_scores_gemma":[0.0005633474,0.00070231897,0.00085963914,0.00075180596,0.0006831914,0.00038729518,0.00057727436,0.0014558648,0.004647626],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056294426,0.000040650073,0.00026892757,0.000092099435,0.000004892976,0.00003819577,0.000040875817,0.00007065819,0.99644816,0.00015350674,0.00020866605,0.002577081],"study_design_scores_gemma":[0.000042633765,0.0006331797,0.0068918136,0.000045879242,0.000052174644,0.00012761237,0.00011673005,0.0024304432,0.96974397,0.00024100223,0.019648746,0.000025954943],"about_ca_topic_score_codex":0.01287293,"about_ca_topic_score_gemma":0.028947335,"teacher_disagreement_score":0.01287293,"about_ca_system_score_codex":0.0010781387,"about_ca_system_score_gemma":0.001673232,"threshold_uncertainty_score":0.025596023},"labels":[],"label_agreement":null},{"id":"W7038734588","doi":"","title":"Interference-aware resource allocation in high-density WLANs","year":2016,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Throughput; Channel (broadcasting); Channel allocation schemes; Resource allocation; Key (lock); Resource management (computing); Interference (communication); Access control; Asynchronous communication; Collision","score_opus":0.016434134568420935,"score_gpt":0.2447949991265737,"score_spread":0.22836086455815277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7038734588","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2077103,0.00052890537,0.7884137,0.00010529081,0.000029276847,0.00006273073,0.000025853587,0.00033149731,0.0027925044],"genre_scores_gemma":[0.9793823,0.00017165806,0.019990968,0.00002583444,0.000007989753,0.000028122347,0.000013330708,0.000008317272,0.00037145743],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993368,0.00023355016,0.000023505248,0.00009022727,0.00019708427,0.00011895425],"domain_scores_gemma":[0.99910706,0.00044226635,0.00015472402,0.00007236951,0.00016300775,0.00006050309],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008470406,0.00035727108,0.00046793252,0.00040844613,0.0003334288,0.00068522326,0.00095607573,0.0003319286,0.0003384105],"category_scores_gemma":[0.0019686185,0.0003007485,0.00020852231,0.00046819975,0.0005670681,0.00066627836,0.00062178145,0.0003493663,0.00008428183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006504782,0.00006874029,0.001426322,0.00003427841,0.000021738082,0.00008942045,0.00005079586,0.9690684,0.008416436,0.0045228805,0.00016389022,0.016072014],"study_design_scores_gemma":[0.000003240097,0.0000149013895,0.00020456796,0.0000012130635,0.0000036952358,0.000011166726,0.0000065784357,0.9984302,0.00071282004,0.00053944456,0.00006942276,0.0000026644332],"about_ca_topic_score_codex":0.0051946933,"about_ca_topic_score_gemma":0.0043447968,"teacher_disagreement_score":0.0051946933,"about_ca_system_score_codex":0.0008100832,"about_ca_system_score_gemma":0.0010392204,"threshold_uncertainty_score":0.010328889},"labels":[],"label_agreement":null},{"id":"W7042496411","doi":"","title":"Performance of a beacon enabled IEEE 802.15.4-compliant network","year":2005,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Terminal (telecommunication); Radar tracker; Key (lock); Transmission (telecommunications); sync","score_opus":0.014567248352526874,"score_gpt":0.2108427979493769,"score_spread":0.19627554959685004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7042496411","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9619051,0.0007850237,0.017875297,0.0005960401,0.000354982,0.00009229559,0.0005838896,0.0021517638,0.01565565],"genre_scores_gemma":[0.99360764,0.0001596803,0.0024492175,0.00006410197,0.000020384185,0.000031191863,0.00036453892,0.00003887966,0.0032643527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998946,0.00022546225,0.000057205325,0.00016724553,0.00037313893,0.00023104591],"domain_scores_gemma":[0.99769574,0.00084722554,0.00017190105,0.00018258154,0.0009783765,0.00012417445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019809268,0.00059727585,0.00048889825,0.00059201353,0.0005979466,0.0009437622,0.0006733959,0.00057749037,0.0021385306],"category_scores_gemma":[0.003578818,0.00016958093,0.00016130568,0.00053602597,0.0005108514,0.0007451494,0.0006441965,0.0006449924,0.00053234474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.015136606,0.0013932798,0.03822502,0.0010137099,0.00039510286,0.0011274723,0.0016274742,0.43171248,0.1661875,0.01465965,0.030756017,0.29776567],"study_design_scores_gemma":[0.00032343602,0.003591022,0.013453768,0.000073499774,0.00014800484,0.00044163672,0.00039362014,0.9110215,0.0627159,0.0016170453,0.006136263,0.000084438616],"about_ca_topic_score_codex":0.009119452,"about_ca_topic_score_gemma":0.0068474803,"teacher_disagreement_score":0.009119452,"about_ca_system_score_codex":0.0012727294,"about_ca_system_score_gemma":0.0010332272,"threshold_uncertainty_score":0.018132746},"labels":[],"label_agreement":null},{"id":"W7084073601","doi":"10.64628/aam.7q6meu4vv","title":"Why agricultural groups fiercely oppose the carbon tax","year":2019,"lang":"en","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Carbon tax; Agriculture; Carbon fibers; Yield (engineering); Agricultural productivity; Work (physics)","score_opus":0.010781980533534753,"score_gpt":0.21541600392965887,"score_spread":0.20463402339612413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7084073601","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24254528,0.000952491,0.0021541493,0.22261931,0.0013951687,0.000046312078,0.000072600276,0.00008592782,0.5301288],"genre_scores_gemma":[0.9225149,0.00036658917,0.00044031243,0.043123085,0.00028531565,0.000024913872,0.00003111031,0.000054130873,0.033159673],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99763465,0.00056394713,0.000029449293,0.00022264342,0.00059563323,0.0009536205],"domain_scores_gemma":[0.995453,0.0016582409,0.00059283053,0.00033326086,0.0008868407,0.0010757905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022671237,0.00016627421,0.00021963776,0.0005695422,0.004541229,0.0053575556,0.0004927954,0.0041534244,0.016263312],"category_scores_gemma":[0.008898716,0.00014650126,0.00018249115,0.00077492377,0.0073216627,0.0021767758,0.0024290436,0.003580522,0.002713128],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003890893,0.00028766497,0.031534676,0.0001884034,0.0001015615,0.001279895,0.016290326,0.0005995432,0.0078126835,0.6467166,0.20998625,0.084813304],"study_design_scores_gemma":[0.00015608357,0.000101480415,0.02014899,0.00017166785,0.00003342769,0.00027921822,0.031607363,0.00042811927,0.0015504574,0.21070716,0.7347675,0.000048521822],"about_ca_topic_score_codex":0.01061957,"about_ca_topic_score_gemma":0.017915424,"teacher_disagreement_score":0.016263312,"about_ca_system_score_codex":0.0026851683,"about_ca_system_score_gemma":0.0028204557,"threshold_uncertainty_score":0.054406166},"labels":[],"label_agreement":null},{"id":"W70989843","doi":"10.1007/0-387-27727-7_14","title":"Wireless Web Performance Issues","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer network; Computer science; Wireless network; Wireless WAN; Web navigation; Wi-Fi array; Wireless; World Wide Web; Web service; Telecommunications","score_opus":0.019826495675745955,"score_gpt":0.24647401951362508,"score_spread":0.22664752383787912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W70989843","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010557806,0.036836028,0.10102965,0.02057375,0.0053212475,0.00008922765,0.00035913129,0.0016403474,0.8235928],"genre_scores_gemma":[0.17730965,0.05879835,0.027342036,0.003927591,0.01155555,0.00021531305,0.00079879194,0.0015490615,0.7185037],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987067,0.00016062564,0.000042576456,0.00015095543,0.0008020039,0.00013714559],"domain_scores_gemma":[0.997764,0.0008079433,0.00008516479,0.00033870674,0.00087461737,0.00012954723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014445137,0.00074310886,0.00053608266,0.001320801,0.0009529414,0.005062145,0.0017276355,0.0016933655,0.029985994],"category_scores_gemma":[0.0056886333,0.00047917137,0.0002617722,0.0025912505,0.00079512503,0.008086984,0.0012199822,0.0027383638,0.014818952],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085774416,0.00023556683,0.00044434785,0.00035413395,0.000016002985,0.00016536053,0.00025680682,0.0040282444,0.0041843695,0.32521653,0.18777186,0.47724092],"study_design_scores_gemma":[0.000015762807,0.000084061045,0.000991657,0.00032809193,0.000036908586,0.0007172313,0.0003434155,0.019729648,0.0059685004,0.18718018,0.7845672,0.0000373934],"about_ca_topic_score_codex":0.0012858086,"about_ca_topic_score_gemma":0.0010315679,"teacher_disagreement_score":0.029985994,"about_ca_system_score_codex":0.0014340818,"about_ca_system_score_gemma":0.0007576152,"threshold_uncertainty_score":0.10031313},"labels":[],"label_agreement":null},{"id":"W7117298332","doi":"10.1109/comst.2025.3648785","title":"Multi-Modal Data-Enhanced Foundation Models for Prediction and Control in Wireless Networks: A Survey","year":2025,"lang":"","type":"article","venue":"IEEE Communications Surveys & Tutorials","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ericsson (Canada); University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Research Chairs","keywords":"Wireless network; Wireless; Control (management); Focus (optics); Transformative learning; Foundation (evidence)","score_opus":0.12933493080387604,"score_gpt":0.36710080781968113,"score_spread":0.2377658770158051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117298332","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0056630056,0.029518073,0.9568914,0.0020966835,0.00023966661,0.00006586364,0.0008303726,0.00044299653,0.0042519537],"genre_scores_gemma":[0.3892322,0.12525503,0.47017422,0.0011601988,0.0021382428,0.0006047565,0.005111276,0.00043540666,0.0058885855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99893516,0.00038432973,0.000101306665,0.00021747989,0.0002873915,0.00007434386],"domain_scores_gemma":[0.9963845,0.0024440454,0.00022249168,0.00032840992,0.0005204683,0.000100059886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030643882,0.001301889,0.0015748617,0.0018484929,0.0004302026,0.0024678702,0.0023997335,0.0014470505,0.0020998209],"category_scores_gemma":[0.0068398183,0.0006766501,0.0014996692,0.002959553,0.0009857382,0.003910631,0.0015650868,0.0022010752,0.0006652298],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011542298,0.00014701484,0.0038537954,0.0014016686,0.00025846262,0.00014751116,0.00019839074,0.5765064,0.000971687,0.12840527,0.010280875,0.2777136],"study_design_scores_gemma":[0.000006369013,0.00003800916,0.000530952,0.00019610825,0.00003666089,0.000053682226,0.00005181382,0.9288986,0.00027482823,0.055201374,0.01468657,0.000025100535],"about_ca_topic_score_codex":0.01076309,"about_ca_topic_score_gemma":0.0073544267,"teacher_disagreement_score":0.01076309,"about_ca_system_score_codex":0.001791505,"about_ca_system_score_gemma":0.0018592832,"threshold_uncertainty_score":0.021400869},"labels":[],"label_agreement":null},{"id":"W7127657154","doi":"10.1109/dese68208.2025.11367953","title":"IEEE 802.11 Retry Rate Analysis with a Hybrid Artificial Intelligence Approach","year":2025,"lang":"","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Kalman filter; Wireless network; Wireless; State (computer science); Python (programming language); Interference (communication)","score_opus":0.029700279297305406,"score_gpt":0.2801890199733397,"score_spread":0.2504887406760343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7127657154","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05296373,0.00029317403,0.9414818,0.00017475213,0.000042759755,0.000039657876,0.00006327105,0.000989636,0.003951158],"genre_scores_gemma":[0.9155714,0.00018459329,0.080887064,0.0000758209,0.000036103593,0.00006548748,0.00010696887,0.000056603934,0.0030158954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999534,0.00009646162,0.000028962035,0.000088473935,0.00018096836,0.0000710832],"domain_scores_gemma":[0.9992944,0.00036071384,0.000095169984,0.00006363894,0.00015881061,0.00002725896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00084363896,0.00060895167,0.00046104734,0.0009849473,0.00024226634,0.00087686605,0.00078071817,0.00066454324,0.0012072502],"category_scores_gemma":[0.002302624,0.00027738596,0.00054006564,0.00051921105,0.00037684618,0.0008543444,0.00057930575,0.0007664761,0.00027142285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006574979,0.00007464359,0.002714029,0.000033329525,0.000049701972,0.00007028473,0.0000662876,0.93298644,0.00263974,0.004024146,0.0005080261,0.056767613],"study_design_scores_gemma":[7.4285344e-7,0.000008869133,0.00021397455,0.0000014591183,0.000002205736,0.000007589124,0.0000035233786,0.9987336,0.00026871177,0.00065633,0.00010037808,0.0000026164903],"about_ca_topic_score_codex":0.006542779,"about_ca_topic_score_gemma":0.0032724536,"teacher_disagreement_score":0.006542779,"about_ca_system_score_codex":0.00062642875,"about_ca_system_score_gemma":0.0005760959,"threshold_uncertainty_score":0.013009369},"labels":[],"label_agreement":null},{"id":"W7133009131","doi":"","title":"Collision resolution in slotted ALOHA ad hoc networks","year":2003,"lang":"","type":"dissertation","venue":"TSpace","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Aloha; Network packet; Wireless ad hoc network; Random access; Decodes; Identification (biology); Capture effect; Throughput; Multiuser detection","score_opus":0.02252512111733088,"score_gpt":0.32931107372176877,"score_spread":0.30678595260443786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7133009131","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02922066,0.0021738925,0.96414906,0.00016718362,0.00015306515,0.00008532571,0.000024577366,0.0003064959,0.0037197105],"genre_scores_gemma":[0.7770006,0.0025136226,0.20980956,0.0001440577,0.0002057907,0.00023093735,0.000084075975,0.000057491867,0.009953823],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990146,0.00038653996,0.00004203307,0.0001092305,0.0003385587,0.00010900979],"domain_scores_gemma":[0.9980452,0.0011703311,0.00016519478,0.00025956315,0.00030006742,0.0000596392],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013647069,0.0002985966,0.00064480404,0.00052699546,0.0009240421,0.0010552418,0.0010288772,0.00056689297,0.0014146012],"category_scores_gemma":[0.0049043023,0.00041120552,0.0002716351,0.0010387849,0.0008868906,0.0014689799,0.0009830835,0.0007133367,0.0003844918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005130912,0.000116436284,0.0014864469,0.00036714153,0.0001072739,0.00060162955,0.0011468595,0.45509404,0.019921489,0.22155493,0.0043410296,0.2947496],"study_design_scores_gemma":[0.00008027952,0.00017858292,0.00029356068,0.000027014648,0.00003249527,0.00038908128,0.00026872568,0.9021948,0.008567927,0.07842705,0.009498951,0.000041477862],"about_ca_topic_score_codex":0.0006195956,"about_ca_topic_score_gemma":0.00052491395,"teacher_disagreement_score":0.0014146012,"about_ca_system_score_codex":0.00053526857,"about_ca_system_score_gemma":0.0006747542,"threshold_uncertainty_score":0.0072173476},"labels":[],"label_agreement":null},{"id":"W7139091867","doi":"10.1109/globecom59602.2025.11432470","title":"RespiSense: Real-Time Respiration Monitoring Using a Low-Complexity WiFi SDR Platform","year":2025,"lang":"","type":"article","venue":"","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Work (physics); Wireless; Automation; Noise (video)","score_opus":0.08377901648491932,"score_gpt":0.34152709177710755,"score_spread":0.25774807529218824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7139091867","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23989853,0.0019380327,0.61699116,0.0006941712,0.0012049935,0.001207591,0.0050364784,0.11830234,0.01472666],"genre_scores_gemma":[0.85456294,0.00047060606,0.1258815,0.0010059257,0.00036909172,0.000449748,0.003047418,0.0015357381,0.012677056],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994174,0.00007681404,0.000034772,0.00016379166,0.00025543902,0.00005180327],"domain_scores_gemma":[0.99961984,0.000108389475,0.000049207014,0.00006342563,0.000092079004,0.00006693576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058135233,0.0010512723,0.0009421706,0.0007698701,0.00019771668,0.00063841185,0.0011049596,0.0006055959,0.007173335],"category_scores_gemma":[0.0011520606,0.00027581898,0.0002835812,0.00025923536,0.00017074721,0.00058280834,0.00088400766,0.0005504408,0.0017072983],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005318883,0.00090190885,0.023156166,0.0009068708,0.00057406316,0.0011063805,0.00031723434,0.008118833,0.33705324,0.0029687984,0.048774857,0.57080275],"study_design_scores_gemma":[0.001938903,0.004039281,0.058266554,0.00019692662,0.00055149436,0.0066456688,0.00019028498,0.53612494,0.3121032,0.0033381705,0.07606385,0.000540712],"about_ca_topic_score_codex":0.0008892365,"about_ca_topic_score_gemma":0.0014630313,"teacher_disagreement_score":0.007173335,"about_ca_system_score_codex":0.00022190523,"about_ca_system_score_gemma":0.00039566268,"threshold_uncertainty_score":0.023997188},"labels":[],"label_agreement":null},{"id":"W7148588956","doi":"10.1007/978-3-032-07031-9_4","title":"User-Base Station Association in Next-Generation Networks","year":2025,"lang":"en","type":"book-chapter","venue":"Static & dynamic game theory: foundations & applications","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières; Innovation and Economic Development Trois Rivières","funders":"","keywords":"Association (psychology); Population; Feature (linguistics); Product (mathematics); Field (mathematics)","score_opus":0.02133120881990046,"score_gpt":0.2809990206542892,"score_spread":0.25966781183438875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7148588956","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018571159,0.018078981,0.8195159,0.0022572617,0.0013834625,0.000116469775,0.00009881834,0.0003699648,0.13960797],"genre_scores_gemma":[0.6772164,0.01926859,0.17201798,0.00070753676,0.0011631633,0.00018565099,0.00018692514,0.00010296116,0.1291508],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958855,0.00016492124,0.000011698542,0.00004936528,0.00011923231,0.000066164976],"domain_scores_gemma":[0.99969184,0.00018993588,0.000015649817,0.00003299162,0.00004749579,0.000022102256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068659923,0.0003888475,0.0004270263,0.00031027902,0.0005435471,0.0013516118,0.0010118638,0.0010730604,0.0032298015],"category_scores_gemma":[0.0013637501,0.00033674616,0.00022794917,0.0009065826,0.0006536732,0.0018933483,0.0009224956,0.0011680574,0.0007877042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064021595,0.000074091055,0.000507336,0.0001305799,0.000038043774,0.00022169574,0.00018352197,0.13719879,0.0024090253,0.67181534,0.021209247,0.16614835],"study_design_scores_gemma":[0.000014231568,0.00007231434,0.00049907836,0.00006219325,0.00003705825,0.00047945871,0.00013647518,0.50880957,0.0012360923,0.418502,0.07012094,0.000030666808],"about_ca_topic_score_codex":0.0025539692,"about_ca_topic_score_gemma":0.0026843564,"teacher_disagreement_score":0.0032298015,"about_ca_system_score_codex":0.0008764455,"about_ca_system_score_gemma":0.0008192835,"threshold_uncertainty_score":0.010804772},"labels":[],"label_agreement":null},{"id":"W869157286","doi":"10.1017/cbo9780511760112.011","title":"Wireless mesh networks","year":2011,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"WiMAX; Wireless mesh network; IEEE 802.11s; Computer network; Computer science; Service set; IEEE 802.11u; Wi-Fi; IEEE 802; Wireless network; Mesh networking; Wireless; IEEE 802.11; Telecommunications; Quality of service","score_opus":0.02643149619799131,"score_gpt":0.19768953143105888,"score_spread":0.17125803523306757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W869157286","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003484314,0.07485857,0.23931244,0.0043561547,0.0063849767,0.00031814614,0.0012924154,0.0026941774,0.66729885],"genre_scores_gemma":[0.063122876,0.116098315,0.13952197,0.002621096,0.003451799,0.00049131544,0.0036489847,0.00063690305,0.6704068],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996438,0.000057320893,0.000019674051,0.00007292349,0.00016824939,0.000038076058],"domain_scores_gemma":[0.9997874,0.000053755568,0.000018273826,0.000043976732,0.00007541724,0.000021231188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002868861,0.00062544114,0.00037140684,0.00093985966,0.0006996531,0.0016011037,0.0012560508,0.0011662946,0.035203084],"category_scores_gemma":[0.0009721103,0.0003021346,0.00031144285,0.0014296602,0.0003751751,0.0022774206,0.0013771239,0.00091031194,0.020452006],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028083507,0.000039634244,0.00015149635,0.0006720622,0.000024978415,0.00017708677,0.00015358077,0.0026852833,0.0034471927,0.16060966,0.16925141,0.66275954],"study_design_scores_gemma":[0.0000044231724,0.000016791295,0.00009473931,0.00014014682,0.000006624648,0.00031169824,0.000030196297,0.001759612,0.00078003225,0.023066882,0.9737786,0.000010224276],"about_ca_topic_score_codex":0.00043110453,"about_ca_topic_score_gemma":0.0007374918,"teacher_disagreement_score":0.035203084,"about_ca_system_score_codex":0.0005264412,"about_ca_system_score_gemma":0.0004170189,"threshold_uncertainty_score":0.11776602},"labels":[],"label_agreement":null}]}