{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":8,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"cc8e4962e023","filters":{"venue":"International Journal of Ad Hoc and Ubiquitous Computing"}},"results":[{"id":"W1992405447","doi":"10.1504/ijahuc.2007.011600","title":"New hierarchical approach to reactive routing protocols for wireless ad hoc networks with cross-layer design","year":2006,"lang":"en","type":"article","venue":"International Journal of Ad Hoc and Ubiquitous Computing","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Wireless Routing Protocol; Optimized Link State Routing Protocol; Distributed computing; Dynamic Source Routing; Zone Routing Protocol; Ad hoc wireless distribution service; Wireless ad hoc network; Routing protocol; Link-state routing protocol; Enhanced Interior Gateway Routing Protocol; Hierarchical routing; Routing (electronic design automation); Wireless; Telecommunications","authors":[{"name":"Mohammed Tarique","is_ca":true},{"name":"Kemal Tepe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02413902116075833,"gpt":0.299834536240636,"spread":0.2756955150798777,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001063842,0.0002899769,0.0004237529,0.0001979711,0.0002329551,0.0008953908,0.001360496,0.0001259694,0.000001534732],"category_scores_gemma":[0.00004963662,0.0002393714,0.000135274,0.0002675358,0.0000630068,0.0005636344,0.0003762422,0.0005368972,9.896166e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001765604,"about_ca_system_score_gemma":0.0002949921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009486277,"about_ca_topic_score_gemma":0.000005896934,"domain_scores_codex":[0.9973156,0.0001217495,0.0008084622,0.0004992991,0.0007421018,0.0005128054],"domain_scores_gemma":[0.9972988,0.0006300043,0.0007572372,0.0002308488,0.0008184225,0.0002646675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001326297,0.0002425827,0.00104466,0.00001808716,0.0002129504,0.0001064513,0.001098156,0.5001054,0.0004160952,0.0105659,0.001863637,0.4829997],"study_design_scores_gemma":[0.003131532,0.001365748,0.004245345,0.0006456704,0.00002372613,0.001176449,0.00005911851,0.9817536,0.0007782827,0.002301283,0.004047914,0.0004713238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03102249,0.0002953804,0.9648057,0.0003824354,0.0004522827,0.00266847,0.000001527666,0.00005798015,0.0003136935],"genre_scores_gemma":[0.5493537,0.000009278992,0.4485662,0.0002473875,0.00160271,0.0001057256,0.000002358709,0.00002764451,0.00008505781],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5183312,"threshold_uncertainty_score":0.9761283,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2160960055","doi":"10.1504/ijahuc.2008.017003","title":"A multi-gateway-based architecture for integrating ad hoc networks with the internet using multiple Foreign Agents","year":2008,"lang":"en","type":"article","venue":"International Journal of Ad Hoc and Ubiquitous Computing","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Mobile ad hoc network; Ad hoc On-Demand Distance Vector Routing; The Internet; Wireless ad hoc network; Vehicular ad hoc network; Distributed computing; Optimized Link State Routing Protocol; Routing protocol; Wireless; Routing (electronic design automation); Telecommunications; World Wide Web; Network packet","authors":[{"name":"Mieso K. Denko","is_ca":true},{"name":"Chen Wei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02743018906515966,"gpt":0.26521412167319,"spread":0.2377839326080304,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006510324,0.0002954254,0.0003508917,0.0001927383,0.0003351601,0.0003094156,0.001473584,0.00009757293,0.000002954491],"category_scores_gemma":[0.0001027419,0.000194851,0.0002371553,0.000203717,0.0001528585,0.000299065,0.0003351073,0.0006106853,4.862594e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001293529,"about_ca_system_score_gemma":0.000171864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001076369,"about_ca_topic_score_gemma":0.00006522016,"domain_scores_codex":[0.9978883,0.0001301283,0.0006415234,0.0003594184,0.0005672385,0.0004133894],"domain_scores_gemma":[0.9972088,0.0008218837,0.000899856,0.0002357031,0.0006883306,0.0001454322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005422183,0.0001685805,0.002994569,0.00002263132,0.0004605167,0.0003718652,0.004853812,0.7540999,0.0002846006,0.0003410193,0.0008220833,0.2350382],"study_design_scores_gemma":[0.002246637,0.0004548988,0.0008922828,0.0004413241,0.00002827595,0.001535534,0.0002400962,0.9914524,0.0001691304,0.00008888733,0.002222116,0.0002284395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2770492,0.001432035,0.7202834,0.0003534457,0.0005923921,0.0002347534,0.000002526948,0.00003444162,0.00001777413],"genre_scores_gemma":[0.7175649,0.00005382481,0.2812371,0.0006293455,0.0004653605,0.000004105886,0.000003340558,0.00002365283,0.00001832101],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4405158,"threshold_uncertainty_score":0.7945791,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2120891293","doi":"10.1504/ijahuc.2010.031224","title":"Transport protocol for real-time communication in Wireless Sensor Networks","year":2010,"lang":"en","type":"article","venue":"International Journal of Ad Hoc and Ubiquitous Computing","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Protocol (science); Computer network; Throughput; User Datagram Protocol; Wireless sensor network; Real-time communication; Wireless; Communications protocol; Wireless network; Real Time Streaming Protocol; Real-time computing; Distributed computing; Internet protocol suite; Telecommunications; The Internet","authors":[{"name":"Paul Stoina","is_ca":true},{"name":"Alejandro Quintero","is_ca":true},{"name":"Luis Cobo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01010625300440376,"gpt":0.284840049142235,"spread":0.2747337961378312,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008879076,0.0001502561,0.000253313,0.0002138531,0.0001014278,0.0001406332,0.001139371,0.0001164206,0.000004032142],"category_scores_gemma":[0.00003090694,0.0001395556,0.00009980315,0.0001510186,0.00006565951,0.0002988228,0.000140307,0.0004665445,6.800842e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004600386,"about_ca_system_score_gemma":0.0000715348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001243007,"about_ca_topic_score_gemma":0.00004124154,"domain_scores_codex":[0.9984241,0.00007354237,0.0006941101,0.000211263,0.0003533025,0.0002437541],"domain_scores_gemma":[0.9981306,0.000439329,0.0005771671,0.0002320391,0.0005286187,0.00009221258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000788084,0.0007673972,0.008748609,0.00006129754,0.0002026241,0.0002526094,0.002799787,0.5356774,0.01791172,0.02614576,0.0005841372,0.4060606],"study_design_scores_gemma":[0.002000288,0.0001470215,0.005676023,0.0003077808,0.000005678195,0.0002997203,0.00003128662,0.9883378,0.0006017638,0.0002787078,0.002120431,0.0001935163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5833151,0.0000262079,0.4070966,0.00099963,0.0009830635,0.0069233,0.000001620321,0.00006870678,0.0005856968],"genre_scores_gemma":[0.8915433,0.0000356912,0.1073169,0.0001150824,0.0004954251,0.000430096,0.000003769377,0.0000187801,0.00004101468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4526604,"threshold_uncertainty_score":0.5690912,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399178597","doi":"10.1504/ijahuc.2024.138743","title":"Energy efficient random forest classifier-based secure routing for opportunistic internet of things","year":2024,"lang":"en","type":"article","venue":"International Journal of Ad Hoc and Ubiquitous Computing","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Random forest; Internet of Things; Classifier (UML); Computer network; The Internet; Artificial intelligence; Computer security; World Wide Web","authors":[{"name":"Sanjay Kumar Dhurandher","is_ca":false},{"name":"Nisha Kandhoul","is_ca":false},{"name":"Isaac Woungang","is_ca":true},{"name":"Han Chieh Chao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01538110994142056,"gpt":0.2562886796460946,"spread":0.2409075697046741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008163602,0.0001334403,0.0002432063,0.0002973442,0.00007777692,0.0003027862,0.0005757312,0.00007214336,0.000005536586],"category_scores_gemma":[0.00009353513,0.0001133763,0.0001943436,0.0001435001,0.00005188766,0.000248548,0.0001750469,0.0002181756,4.598249e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007007781,"about_ca_system_score_gemma":0.0001512581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001451625,"about_ca_topic_score_gemma":0.000005154061,"domain_scores_codex":[0.9984725,0.00005766226,0.0006546193,0.0002132515,0.000428446,0.0001735699],"domain_scores_gemma":[0.9982631,0.0006471259,0.0004457886,0.00009075471,0.0004682446,0.00008504384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005681444,0.0001638542,0.0001009143,0.0001526268,0.0003472734,0.0002064462,0.003677681,0.01837052,0.001797651,0.1957566,0.001376614,0.7774817],"study_design_scores_gemma":[0.0009297017,0.000353004,0.00003906363,0.0007837901,0.00002266922,0.0002523609,0.00005179096,0.9855354,0.001283004,0.003280822,0.007358653,0.0001097627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09123309,0.0009760252,0.9036396,0.0006795191,0.003205429,0.00006067063,0.000002667622,0.00003916664,0.000163853],"genre_scores_gemma":[0.9866834,0.00006798869,0.0124543,0.0002747538,0.0004618636,0.000001095686,0.000003427044,0.00001090259,0.00004226939],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9671649,"threshold_uncertainty_score":0.4623351,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2047873690","doi":"10.1504/ijahuc.2008.017004","title":"Hybrid routing protocol with Quality of Service support for Ad Hoc Wireless Networks","year":2008,"lang":"en","type":"article","venue":"International Journal of Ad Hoc and Ubiquitous Computing","topic":"Mobile Ad Hoc Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Computer network; Wireless Routing Protocol; Optimized Link State Routing Protocol; Zone Routing Protocol; Routing protocol; Ad hoc wireless distribution service; Mobile ad hoc network; Distributed computing; Node (physics); Adaptive quality of service multi-hop routing; Routing (electronic design automation); Network packet","authors":[{"name":"Amine Alaoui","is_ca":true},{"name":"Alejandro Quintero","is_ca":true},{"name":"Gabriel Ioan Ivascu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02623593907531017,"gpt":0.3031509205056559,"spread":0.2769149814303457,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001208193,0.0002289293,0.0004899634,0.0001387183,0.0001883754,0.0001278829,0.001258387,0.0000707697,0.000005165085],"category_scores_gemma":[0.00004831261,0.0001934283,0.0001467705,0.0001846562,0.00008511277,0.000506126,0.0003811955,0.0003548356,6.564412e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008571726,"about_ca_system_score_gemma":0.0002847713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000106429,"about_ca_topic_score_gemma":0.00001547597,"domain_scores_codex":[0.9972749,0.0001143111,0.00115406,0.0003283311,0.0007699617,0.0003584787],"domain_scores_gemma":[0.9957667,0.0005161831,0.001686071,0.0002455486,0.001632125,0.0001533779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003898937,0.001042534,0.01664632,0.0004570996,0.001353636,0.0009992019,0.006476986,0.1695046,0.001489422,0.01024313,0.002371594,0.7855165],"study_design_scores_gemma":[0.006044975,0.001780515,0.01200034,0.0009248379,0.00003220593,0.003477414,0.0001565493,0.9689727,0.001661425,0.0006090107,0.003772925,0.0005671359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2787726,0.000106924,0.7167775,0.0004056986,0.0005123721,0.003279546,0.000003907449,0.00003714665,0.0001042808],"genre_scores_gemma":[0.9500535,0.00003719305,0.04846473,0.0005467946,0.0006380557,0.0002073025,0.000003024162,0.00002297686,0.00002643238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.799468,"threshold_uncertainty_score":0.7887776,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408969406","doi":"10.1504/ijahuc.2025.10070267","title":"Integrated Optimisation of Traffic Signals and Platoon Trajectories with Advanced Forward-looking Planning in the Connected Vehicle Environment","year":2025,"lang":"en","type":"article","venue":"International Journal of Ad Hoc and Ubiquitous Computing","topic":"Traffic control and management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Platoon; Computer science; Real-time computing; Operations research; Artificial intelligence; Control (management)","authors":[{"name":"Tony Z. Qiu","is_ca":true},{"name":"Shuxian He","is_ca":false},{"name":"Liqun Peng","is_ca":true},{"name":"Yi Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005372079596503408,"gpt":0.213686022800986,"spread":0.2083139432044826,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002256407,0.00008809293,0.0001569773,0.0001541348,0.00003092495,0.00004107949,0.0001146312,0.00002423814,0.000001755646],"category_scores_gemma":[0.00001485929,0.00006329318,0.00002360935,0.00006915379,0.00002484952,0.00009124762,0.00001998367,0.0001384645,4.073061e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004272371,"about_ca_system_score_gemma":0.00001437383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001968305,"about_ca_topic_score_gemma":0.000008382891,"domain_scores_codex":[0.9993376,0.00002479379,0.0003064827,0.00007189389,0.0001714777,0.00008780971],"domain_scores_gemma":[0.9995988,0.0001869373,0.0001130113,0.00003495068,0.00004982247,0.00001648864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000139774,0.0000215276,0.0003675163,0.00002403697,0.0001327503,0.0000199189,0.002495097,0.8126892,0.002033056,0.0001166249,0.00001191284,0.1819486],"study_design_scores_gemma":[0.006085211,0.0006351997,0.06199403,0.001807121,0.0001281312,0.0001155777,0.01388311,0.9103404,0.002194699,0.0001818871,0.002339969,0.0002946356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856445,0.00194305,0.01190603,0.0001591608,0.0001488281,0.00009077162,0.000001501267,0.00001547894,0.00009065311],"genre_scores_gemma":[0.9984855,0.0001854785,0.001249393,0.00003657082,0.00003129864,0.000001247741,0.000001827061,0.000005435264,0.000003262625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.181654,"threshold_uncertainty_score":0.2581021,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396799150","doi":"10.1504/ijahuc.2024.10064040","title":"Energy Efficient Random Forest Classifier-Based Secure Routing for Opportunistic Internet of Things","year":2024,"lang":"en","type":"article","venue":"International Journal of Ad Hoc and Ubiquitous Computing","topic":"Security in Wireless Sensor Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Random forest; Internet of Things; Classifier (UML); Computer network; The Internet; Computer security; Artificial intelligence; World Wide Web","authors":[{"name":"Isaac Woungang","is_ca":true},{"name":"Nisha Kandhoul","is_ca":false},{"name":"Sanjay Kumar Dhurandher","is_ca":false},{"name":"Han Chieh Chao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01605554478270309,"gpt":0.2626259760987333,"spread":0.2465704313160302,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008183966,0.0001791905,0.0003352482,0.0003264012,0.00006614066,0.0003811353,0.0009260116,0.00009240178,0.000003553116],"category_scores_gemma":[0.0001312565,0.0001567051,0.0002360813,0.0001501702,0.00007737898,0.0002186966,0.0002289721,0.0002793746,4.659599e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009581922,"about_ca_system_score_gemma":0.0001904204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001552376,"about_ca_topic_score_gemma":0.000004491907,"domain_scores_codex":[0.9980494,0.00006893279,0.0008073128,0.0002677358,0.0005621208,0.0002444819],"domain_scores_gemma":[0.9972774,0.001324293,0.0005581474,0.0001326048,0.0005959158,0.0001115854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006232873,0.0002796154,0.0003902855,0.000269339,0.0007824048,0.0007376756,0.008371282,0.08288941,0.001524455,0.3432445,0.00189662,0.5589912],"study_design_scores_gemma":[0.001161849,0.000241549,0.00004895471,0.001076624,0.00003106268,0.0003442222,0.0000968683,0.9913888,0.0007226607,0.002179812,0.002560992,0.0001466199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1112849,0.001350423,0.8830312,0.0008501978,0.00320087,0.00007450099,0.000004422031,0.00004989728,0.0001535743],"genre_scores_gemma":[0.9771366,0.00005593339,0.02191766,0.0003218694,0.0005120901,0.000001160356,0.000005679773,0.00001809358,0.0000309616],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9084994,"threshold_uncertainty_score":0.6390247,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1661725067","doi":"10.1504/ijahuc.2015.070587","title":"Spectrum sharing model for OFDMA macro-femtocell networks","year":2015,"lang":"en","type":"article","venue":"International Journal of Ad Hoc and Ubiquitous Computing","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Femtocell; Macrocell; Computer science; Computer network; Throughput; Telecommunications link; Transmitter power output; Bandwidth (computing); Reuse; Base station; Cellular network; Orthogonal frequency-division multiple access; Quality of service; Telecommunications; Transmitter; Orthogonal frequency-division multiplexing; Wireless; Channel (broadcasting)","authors":[{"name":"Rebeca Estrada","is_ca":true},{"name":"Hadi Otrok","is_ca":false},{"name":"Zbigniew Dziong","is_ca":true},{"name":"Hassan Barada","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02227385766735222,"gpt":0.2612364077213507,"spread":0.2389625500539985,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002698208,0.0001204331,0.0001866792,0.0001237326,0.00003791689,0.00008595244,0.0002451648,0.00005631975,0.000001570187],"category_scores_gemma":[0.00002921611,0.0001205077,0.00006299816,0.00004940458,0.00001355742,0.0002273348,0.00006851921,0.000154774,6.18561e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001327191,"about_ca_system_score_gemma":0.00002290821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001063356,"about_ca_topic_score_gemma":0.000004325945,"domain_scores_codex":[0.9991024,0.000005523212,0.0004344564,0.0001060559,0.0001775495,0.0001740139],"domain_scores_gemma":[0.9992602,0.00005356979,0.0002059665,0.00005860701,0.0003151641,0.000106431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004550733,0.000009623089,0.0003436383,0.00001518102,0.00007412995,0.000009641528,0.0004894602,0.9898821,0.000165518,0.0003376946,0.0003190006,0.00830854],"study_design_scores_gemma":[0.0008358145,0.00004763273,0.00003511551,0.000146348,0.00001523554,0.0001361523,0.00009734475,0.9961392,0.0002255814,0.001931006,0.0002715372,0.0001190296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08964194,0.002072448,0.9062601,0.0001022975,0.001574726,0.00009030507,0.000004114014,0.00005098752,0.0002030712],"genre_scores_gemma":[0.9665606,0.0002380374,0.03196267,0.00004488418,0.001055601,0.000001563447,0.000003876355,0.00003280231,0.00009994357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8769187,"threshold_uncertainty_score":0.4914162,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}