{"meta":{"query_hash":"637f4788cfc7","filters":{"venue":"Journal of Optical Communications and Networking"},"cohort_total":64,"direct_labels_cover":0,"predictions_cover":64,"exported":64,"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/637f4788cfc7","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+Optical+Communications+and+Networking"},"results":[{"id":"W1503671122","doi":"10.1364/jocn.7.000885","title":"Analysis of Low-Bit Soft-Decision Error Correction in Optical Front Ends","year":2015,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Concordia University; McGill University","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Decoding methods; Computer science; Error detection and correction; Front and back ends; Noise (video); Code (set theory); Bit error rate; Electronic engineering; Algorithm; Engineering; Artificial intelligence","score_opus":0.04009684339550698,"score_gpt":0.2886097660504083,"score_spread":0.2485129226549013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1503671122","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42899626,0.00047752113,0.56332755,0.00009699057,0.00001755213,0.000051480656,0.000059716735,0.0003374679,0.0066354554],"genre_scores_gemma":[0.9717691,0.0001312458,0.026759857,0.00002145246,0.000008722581,0.000023493876,0.000021669328,0.000028827522,0.0012357107],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990073,0.00022567787,0.000025781026,0.00007435171,0.0005778334,0.00008911872],"domain_scores_gemma":[0.9982994,0.0009947132,0.0002469773,0.0001481524,0.00028193698,0.000028895161],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006605898,0.0005399066,0.0003439942,0.0006317246,0.00028745199,0.0007796149,0.0006363216,0.0006217047,0.0010157137],"category_scores_gemma":[0.0026139712,0.000231264,0.00023452034,0.00034262842,0.00065616425,0.0006255273,0.00037761038,0.00036280308,0.0002806532],"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":[0.0004123202,0.00008439627,0.0030253937,0.00019606896,0.000069275324,0.00028303106,0.0002185137,0.6787456,0.22025056,0.04861198,0.00020439069,0.047898386],"study_design_scores_gemma":[0.0000074126488,0.00008929887,0.00068045524,0.000013386332,0.000014704618,0.00006964074,0.000016367525,0.9335659,0.061523966,0.0036590963,0.00034680997,0.000012967328],"about_ca_topic_score_codex":0.0007068241,"about_ca_topic_score_gemma":0.00077834964,"teacher_disagreement_score":0.0010157137,"about_ca_system_score_codex":0.0009079912,"about_ca_system_score_gemma":0.0004945064,"threshold_uncertainty_score":0.0065879226},"labels":[],"label_agreement":null},{"id":"W1974054205","doi":"10.1364/jocn.4.000997","title":"Performance Evaluation of an Optical Burst Switched Core Node With Generalized Arrivals and Partial Wavelength Conversion Capability","year":2012,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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":"McGill University","funders":"","keywords":"Optical burst switching; Node (physics); Poisson distribution; Computer science; Markov chain; Queue; Range (aeronautics); Topology (electrical circuits); Real-time computing; Wavelength-division multiplexing; Wavelength; Computer network; Mathematics; Physics; Statistics; Engineering; Optical performance monitoring; Optics","score_opus":0.06132191029283578,"score_gpt":0.29894344624961205,"score_spread":0.23762153595677626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974054205","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":[0.9851719,0.00015155351,0.012898897,0.000096832315,0.000012724854,0.000021552763,0.000053175638,0.0001120497,0.0014812363],"genre_scores_gemma":[0.9985176,0.00004307901,0.0011774845,0.0000068525624,0.0000018752918,0.000005140988,0.000024508348,0.0000040929135,0.00021936094],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99965274,0.00010743901,0.000015552852,0.000040748575,0.00010576314,0.000077667544],"domain_scores_gemma":[0.99869365,0.00065314246,0.00014941893,0.000083985244,0.00033087024,0.00008903274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000959527,0.0005524576,0.0004190277,0.00037695217,0.00036047868,0.00049606175,0.0006598847,0.0003726782,0.0006410726],"category_scores_gemma":[0.0016722591,0.00015094489,0.0002413706,0.00031865385,0.0004207268,0.000609329,0.00045042182,0.00027323383,0.00006890472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040624564,0.00009812402,0.0043926425,0.00008196153,0.00003150027,0.000084777406,0.000052732597,0.9660415,0.019579472,0.0015682844,0.0001760461,0.007486745],"study_design_scores_gemma":[0.0000075154676,0.000352189,0.0007768364,0.0000030986262,0.0000118462785,0.000022954711,0.000021594538,0.99490285,0.0037049858,0.00014885346,0.000043279437,0.000004062868],"about_ca_topic_score_codex":0.003623575,"about_ca_topic_score_gemma":0.0030655188,"teacher_disagreement_score":0.003623575,"about_ca_system_score_codex":0.001146006,"about_ca_system_score_gemma":0.0007139436,"threshold_uncertainty_score":0.008314848},"labels":[],"label_agreement":null},{"id":"W1975298189","doi":"10.1364/jocn.4.000210","title":"Interleaved Polling Versus Multi-Thread Polling for Bandwidth Allocation in Long-Reach PONs","year":2012,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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 Ottawa","funders":"National Plan for Science, Technology and Innovation; King Saud University","keywords":"Polling; Computer science; Dynamic bandwidth allocation; Computer network; Passive optical network; Thread (computing); Bandwidth allocation; Propagation delay; Queueing theory; Bandwidth (computing); Real-time computing; Operating system; Wavelength-division multiplexing","score_opus":0.08936057996626365,"score_gpt":0.34025120646876783,"score_spread":0.25089062650250415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975298189","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41201496,0.0011611097,0.5843705,0.00012309523,0.000050894207,0.00006122234,0.000010830671,0.00042260234,0.00178485],"genre_scores_gemma":[0.98260844,0.00007006711,0.017119668,0.0000129005875,0.00000809192,0.000010902937,0.000003530795,0.00000884108,0.0001575853],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991553,0.00035185722,0.000047132242,0.000109788474,0.00020800243,0.00012788824],"domain_scores_gemma":[0.9975472,0.0015224287,0.00033245096,0.00029863446,0.0002054594,0.00009370318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015624661,0.0002554062,0.0005975865,0.00023155787,0.00032710028,0.00065422786,0.000660886,0.00039758664,0.0003866223],"category_scores_gemma":[0.003950601,0.00015150107,0.00019849131,0.0003088656,0.00046641994,0.00092360383,0.00039324688,0.00048026128,0.000046201483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012799308,0.00032269358,0.0077193608,0.00017594024,0.00007844573,0.00021815932,0.00029253724,0.7432351,0.04680187,0.015620083,0.0004553715,0.18380052],"study_design_scores_gemma":[0.000028828377,0.0001435657,0.0007920414,0.000005931884,0.000016917553,0.00006286107,0.000023547063,0.9893427,0.007569022,0.0017602582,0.0002466002,0.000007788299],"about_ca_topic_score_codex":0.0011208983,"about_ca_topic_score_gemma":0.0010201616,"teacher_disagreement_score":0.0015624661,"about_ca_system_score_codex":0.000588249,"about_ca_system_score_gemma":0.000653943,"threshold_uncertainty_score":0.008263171},"labels":[],"label_agreement":null},{"id":"W1982923924","doi":"10.1364/jocn.5.001057","title":"Establishment of Dynamic Lightpaths in Filterless Optical Networks","year":2013,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":29,"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; Université du Québec à Montréal","funders":"","keywords":"Computer science; Computer network; Telecommunications","score_opus":0.012874026294765459,"score_gpt":0.24421304638126073,"score_spread":0.23133902008649526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982923924","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":[0.5640683,0.00050983235,0.43161038,0.00018880275,0.000052304877,0.00012802304,0.00008146165,0.00026270648,0.0030981444],"genre_scores_gemma":[0.9705906,0.00019353516,0.028213326,0.000027249802,0.000017609642,0.000034332188,0.00004107967,0.000016074056,0.00086616585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991264,0.0002563147,0.000031259104,0.00015047831,0.00024703908,0.00018865823],"domain_scores_gemma":[0.9938822,0.004010499,0.0010085581,0.0004306773,0.00046484682,0.00020339877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018096123,0.00045544744,0.00042593534,0.0006351371,0.0009019089,0.0010502718,0.0009938546,0.0006439298,0.0010211762],"category_scores_gemma":[0.0064919833,0.00027412464,0.0002298641,0.0004716878,0.0009671006,0.0026190183,0.00059175264,0.00047507838,0.00011322898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051633554,0.00024387917,0.0043362784,0.0001644532,0.00009731494,0.00035783427,0.00024549113,0.8371221,0.032194655,0.052037098,0.000854327,0.07183035],"study_design_scores_gemma":[0.000025067464,0.0002702179,0.0006835089,0.000008381772,0.0000220741,0.00013810636,0.00005864999,0.9837119,0.0053406795,0.0089599155,0.0007707554,0.000010747003],"about_ca_topic_score_codex":0.0015959122,"about_ca_topic_score_gemma":0.0016239547,"teacher_disagreement_score":0.0018096123,"about_ca_system_score_codex":0.0011838367,"about_ca_system_score_gemma":0.00063108315,"threshold_uncertainty_score":0.009570241},"labels":[],"label_agreement":null},{"id":"W2004598679","doi":"10.1364/jocn.5.001076","title":"Ultra-Wideband and 60-GHz Generation and Transmission Over a Wavelength Division Multiplexing-Passive Optical Network","year":2013,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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":"Optical Carrier transmission rates; Baseband; Physics; Optics; SIGNAL (programming language); Optoelectronics; Computer science; Optical fiber; Radio over fiber","score_opus":0.026219096739313164,"score_gpt":0.2594060834140417,"score_spread":0.23318698667472854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004598679","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":[0.7383556,0.0014783702,0.22968623,0.0005681561,0.00022797278,0.00011273424,0.00012801647,0.0007426332,0.028700417],"genre_scores_gemma":[0.9559484,0.00032552198,0.038187273,0.000110284345,0.000056935914,0.00003772728,0.00007977457,0.000015720638,0.0052382792],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99978477,0.000031686224,0.000008462107,0.000059900263,0.000077673285,0.00003746086],"domain_scores_gemma":[0.99988997,0.000014013427,0.000046101577,0.000016489286,0.00002127924,0.00001201611],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019303529,0.00031816572,0.00017344423,0.00024745645,0.0002543125,0.0004282654,0.00046842606,0.00037212667,0.0011844379],"category_scores_gemma":[0.00016162932,0.00015758195,0.00015103977,0.00024159234,0.00026695646,0.00073064293,0.00045687807,0.00023530201,0.0002873835],"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":[0.0002557418,0.00009105424,0.0010327247,0.00007928164,0.000014280616,0.00023049545,0.00017452886,0.0017807988,0.9158358,0.017995816,0.0006833296,0.06182622],"study_design_scores_gemma":[0.0000780101,0.0005513025,0.0019898058,0.000022740132,0.000053555308,0.001144444,0.00009838856,0.12570167,0.83465,0.0033422469,0.03231715,0.00005072638],"about_ca_topic_score_codex":0.00028563745,"about_ca_topic_score_gemma":0.00046354468,"teacher_disagreement_score":0.0011844379,"about_ca_system_score_codex":0.0003649611,"about_ca_system_score_gemma":0.0001974358,"threshold_uncertainty_score":0.003962338},"labels":[],"label_agreement":null},{"id":"W2007410314","doi":"10.1364/jocn.3.000860","title":"Coherent Wireless Optical Communications With Predetection and Postdetection EGC Over Gamma–Gamma Atmospheric Turbulence Channels","year":2011,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":31,"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, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bit error rate; Noise (video); Phase noise; Physics; Electronic engineering; Computer science; Optics; Telecommunications; Engineering; Channel (broadcasting)","score_opus":0.03180422674308232,"score_gpt":0.23091193151590514,"score_spread":0.1991077047728228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007410314","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":[0.6456224,0.00093114364,0.34850934,0.0002021916,0.0000411213,0.00005225049,0.00005510452,0.00029143426,0.00429507],"genre_scores_gemma":[0.9824571,0.00030031457,0.016487299,0.000027423277,0.000018268469,0.000016258697,0.000029199446,0.000014601135,0.0006495108],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990711,0.00019434937,0.00002910042,0.000065388704,0.00046709794,0.00017291131],"domain_scores_gemma":[0.9977048,0.0012038167,0.0005158082,0.000187179,0.00035372982,0.000034707453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010913288,0.0009867249,0.00041162418,0.00052305526,0.00044137557,0.00066633575,0.000560121,0.00051036954,0.0005659194],"category_scores_gemma":[0.003178047,0.00024373336,0.00033167205,0.0009396519,0.0008409507,0.0011168274,0.0006398448,0.0003777436,0.00012390074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015027468,0.00024725866,0.02224123,0.00033278175,0.00021562088,0.0015113833,0.0003706115,0.68942225,0.10429156,0.04818015,0.00084686256,0.13083757],"study_design_scores_gemma":[0.000030012048,0.00031559455,0.004053217,0.000017498312,0.00006646898,0.0004767118,0.0000510471,0.9641216,0.027081637,0.003187704,0.000564913,0.00003368786],"about_ca_topic_score_codex":0.0018560764,"about_ca_topic_score_gemma":0.0029188222,"teacher_disagreement_score":0.0018560764,"about_ca_system_score_codex":0.00088041206,"about_ca_system_score_gemma":0.0006997925,"threshold_uncertainty_score":0.00638783},"labels":[],"label_agreement":null},{"id":"W2007711371","doi":"10.1364/jocn.4.001008","title":"Binary-Input Non-Line-of-Sight Solar-Blind UV Channels: Modeling, Capacity and Coding","year":2012,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":49,"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":"Baud; Computer science; Pulse-position modulation; Coding (social sciences); Decoding methods; Keying; Line code; Electronic engineering; Channel (broadcasting); Channel capacity; Binary number; Algorithm; Real-time computing; Telecommunications; Engineering; Mathematics; Detector; Pulse (music); Pulse-amplitude modulation; Statistics; Baseband; Bandwidth (computing)","score_opus":0.08525357890110512,"score_gpt":0.28446711000607444,"score_spread":0.1992135311049693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007711371","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28670502,0.001141608,0.6860868,0.00087279966,0.000070560076,0.000073784024,0.0003139012,0.0002888993,0.024446713],"genre_scores_gemma":[0.976414,0.00063988904,0.01774212,0.00005194059,0.00003437427,0.000054110515,0.000076623954,0.000039503055,0.0049474933],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99962866,0.00013145534,0.000007120695,0.000025170797,0.00012731542,0.00008032868],"domain_scores_gemma":[0.9982382,0.0012424878,0.00018868459,0.00007823209,0.00022228387,0.00003005526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007352936,0.0004055465,0.00050811924,0.00053818023,0.00038381683,0.0008740425,0.000824844,0.00087916333,0.0012573196],"category_scores_gemma":[0.0030589348,0.00028692547,0.00033796928,0.00064591237,0.0012978195,0.001452723,0.0004520518,0.0008351432,0.00030224695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002623353,0.000024133053,0.00030010863,0.000030982603,0.0000048491715,0.000033880242,0.00004696338,0.9540969,0.0014678038,0.04196971,0.00025228484,0.0017462048],"study_design_scores_gemma":[0.0000012433285,0.0000037647565,0.000046619,0.0000024709475,9.366163e-7,0.000007662837,0.0000046339105,0.9959027,0.00044358597,0.003511846,0.000071432136,0.0000030968574],"about_ca_topic_score_codex":0.008652767,"about_ca_topic_score_gemma":0.005878507,"teacher_disagreement_score":0.008652767,"about_ca_system_score_codex":0.0017768998,"about_ca_system_score_gemma":0.0009189524,"threshold_uncertainty_score":0.017204821},"labels":[],"label_agreement":null},{"id":"W2028396154","doi":"10.1364/jocn.3.000797","title":"Impact of Backreflections on Single-Fiber Bidirectional Transmission in WDM-PONs","year":2011,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Optical line termination; Passive optical network; Wavelength-division multiplexing; Relative intensity noise; Beat (acoustics); Optics; Multiplexing; Laser linewidth; Computer science; Wavelength; Electronic engineering; Physics; Telecommunications; Laser; Engineering; Semiconductor laser theory","score_opus":0.08149230379138858,"score_gpt":0.29575017883594906,"score_spread":0.21425787504456048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028396154","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":[0.98163295,0.00023227635,0.017158031,0.000026921525,0.000008757453,0.000008097211,0.000030563773,0.000084851534,0.0008175812],"genre_scores_gemma":[0.9988181,0.00012075375,0.00091611675,0.000004609655,0.000004900396,0.0000020557854,0.000015529424,0.000008540837,0.00010942619],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950504,0.000114530645,0.000019298755,0.000053078038,0.00021164745,0.00009648467],"domain_scores_gemma":[0.99831104,0.0008898212,0.00042005331,0.00008596183,0.00024747127,0.000045701905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004821065,0.00045198976,0.000317735,0.00027599998,0.00033961862,0.0004477356,0.00027058233,0.00038524228,0.00046761904],"category_scores_gemma":[0.0020344597,0.00018180617,0.0003538705,0.00025865863,0.0003826007,0.00055314886,0.00031838176,0.00023849941,0.00014865735],"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":[0.0011432833,0.00023253508,0.029065197,0.00035244616,0.00013501961,0.0018513139,0.00035372138,0.35181886,0.5758635,0.001946469,0.00020746954,0.037030265],"study_design_scores_gemma":[0.000017040613,0.0008652193,0.019681493,0.00003368123,0.00014591013,0.0006548362,0.00019945168,0.72061026,0.25667533,0.00072003546,0.00035429493,0.000042429358],"about_ca_topic_score_codex":0.0017475595,"about_ca_topic_score_gemma":0.0017947725,"teacher_disagreement_score":0.0017475595,"about_ca_system_score_codex":0.000451979,"about_ca_system_score_gemma":0.0002459447,"threshold_uncertainty_score":0.003474772},"labels":[],"label_agreement":null},{"id":"W2059011852","doi":"10.1364/jocn.5.000329","title":"Capacity and Nonuniform Signaling for Discrete-Time Poisson Channels","year":2013,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","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":"McMaster University","funders":"","keywords":"Channel (broadcasting); Computer science; Channel capacity; Computation; Poisson distribution; Coding (social sciences); Topology (electrical circuits); Transceiver; Electronic engineering; Algorithm; Wireless; Telecommunications; Mathematics; Engineering; Statistics","score_opus":0.024319176674526245,"score_gpt":0.2858083661223607,"score_spread":0.26148918944783445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059011852","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13733855,0.0002071311,0.85453826,0.00036414646,0.000031460062,0.00003985076,0.00013034749,0.00018745314,0.007162784],"genre_scores_gemma":[0.96297324,0.00017186409,0.034866825,0.00005344297,0.000020040196,0.000050144878,0.00008052197,0.00002968745,0.0017541358],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99948186,0.00017563194,0.00001876463,0.00006055668,0.00017165311,0.00009154439],"domain_scores_gemma":[0.9965707,0.0026271904,0.00023255701,0.00019060583,0.00030054673,0.000078347286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012576502,0.00036131628,0.00037476598,0.00038752635,0.0003145225,0.0007989712,0.0007173793,0.00046169656,0.0012613222],"category_scores_gemma":[0.005617713,0.00021644992,0.00028282733,0.00037952274,0.0012133145,0.0011643736,0.0007315578,0.0005754105,0.00016273532],"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":[0.000034473247,0.000009882951,0.0002436189,0.000022703436,0.000005103669,0.000043792534,0.000022919501,0.93946314,0.0019913767,0.055218242,0.00018323374,0.0027615817],"study_design_scores_gemma":[0.0000013949625,0.000003801721,0.000025126108,0.0000015576602,7.2828595e-7,0.000007357322,0.0000038619173,0.9939115,0.00062559696,0.005358161,0.00005835803,0.0000025931643],"about_ca_topic_score_codex":0.0026155207,"about_ca_topic_score_gemma":0.0017254082,"teacher_disagreement_score":0.0026155207,"about_ca_system_score_codex":0.0014813457,"about_ca_system_score_gemma":0.001243622,"threshold_uncertainty_score":0.01074791},"labels":[],"label_agreement":null},{"id":"W2066437020","doi":"10.1364/jocn.4.000173","title":"RPR–EPON–WiMAX Hybrid Network: A Solution for Access and Metro Networks","year":2012,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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":"Western University","funders":"","keywords":"Computer network; Computer science; Media access control; Access network; Access control; WiMAX; Network packet; Network architecture; Access network discovery and selection function; Wireless; Radio access network; Telecommunications; Base station","score_opus":0.06196487839586733,"score_gpt":0.3211934134396225,"score_spread":0.25922853504375515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066437020","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0677019,0.0019735126,0.9054079,0.00093174627,0.00022870657,0.00014086494,0.0000481646,0.0014694305,0.022097753],"genre_scores_gemma":[0.57545686,0.0012448751,0.38968936,0.00038240338,0.00019568243,0.00018818633,0.00014383461,0.000072418596,0.03262643],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998109,0.00003421309,0.000007575172,0.00003534771,0.000087753906,0.00002420082],"domain_scores_gemma":[0.999897,0.00001032156,0.000019440013,0.000023705144,0.000038304726,0.000011278283],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003116912,0.00021795552,0.0001492512,0.00031542697,0.00032697464,0.000495225,0.0006575076,0.00056172017,0.0013508011],"category_scores_gemma":[0.0002127382,0.00012982466,0.00017569916,0.00017215051,0.00022550578,0.0007259059,0.0005121214,0.00038296237,0.00042768568],"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":[0.00023893078,0.00024399473,0.00087508425,0.00032549156,0.000097461256,0.00042675907,0.00021485495,0.024080694,0.2817668,0.22189254,0.008676396,0.46116105],"study_design_scores_gemma":[0.00011789049,0.001204919,0.003134583,0.00012052345,0.00013208285,0.0030687393,0.00021519113,0.46010295,0.17149423,0.07232438,0.28796953,0.000114935196],"about_ca_topic_score_codex":0.00023383909,"about_ca_topic_score_gemma":0.00044926105,"teacher_disagreement_score":0.0013508011,"about_ca_system_score_codex":0.00029066866,"about_ca_system_score_gemma":0.00038457388,"threshold_uncertainty_score":0.0045188665},"labels":[],"label_agreement":null},{"id":"W2071556619","doi":"10.1364/jocn.5.000037","title":"Optimal Relay Placement and Diversity Analysis of Relay-Assisted Free-Space Optical Communication Systems","year":2012,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":133,"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":"Relay; Fading; Computer science; Transmission (telecommunications); Relay channel; Free-space optical communication; Antenna diversity; Channel (broadcasting); Diversity gain; Time diversity; Electronic engineering; Computer network; Telecommunications; Optical communication; Wireless; Engineering; Physics","score_opus":0.03616012563288015,"score_gpt":0.2571196462859204,"score_spread":0.22095952065304023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071556619","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20375885,0.0013382242,0.78416675,0.00044050688,0.00003714222,0.00006983127,0.00015916406,0.00016244822,0.009867055],"genre_scores_gemma":[0.98077,0.0004497112,0.017624445,0.000031226115,0.00003548578,0.000029319091,0.000034594832,0.000017822349,0.0010073548],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991498,0.00036157016,0.000025776199,0.00009122773,0.00025962276,0.000112066475],"domain_scores_gemma":[0.9971699,0.0018500064,0.00035762484,0.00012616448,0.0004248373,0.000071573726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001140041,0.0010063171,0.0007822302,0.00075492414,0.00043899324,0.00094651093,0.00067343016,0.00087784836,0.0015084515],"category_scores_gemma":[0.005089252,0.00056005834,0.00043055977,0.0006662733,0.001166988,0.0012547033,0.00083703216,0.00051973225,0.00029567452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006570623,0.00001528754,0.00030725295,0.00003377068,0.000019663672,0.00009854422,0.000042242707,0.97787523,0.0037098452,0.013029347,0.0002424207,0.0045606904],"study_design_scores_gemma":[0.000007128747,0.000026906482,0.00013735864,0.00000426031,0.0000065574773,0.000033692555,0.000016197626,0.9936313,0.0007511739,0.005285254,0.00009343857,0.0000067799538],"about_ca_topic_score_codex":0.0021478636,"about_ca_topic_score_gemma":0.0016925297,"teacher_disagreement_score":0.0021478636,"about_ca_system_score_codex":0.0015010808,"about_ca_system_score_gemma":0.0008910851,"threshold_uncertainty_score":0.010891199},"labels":[],"label_agreement":null},{"id":"W2091988851","doi":"10.1364/jocn.4.000836","title":"Channel Measurement and Markov Modeling of an Urban Free-Space Optical Link","year":2012,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Wireless Communication Technologies","field":"Engineering","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":"McMaster University","funders":"","keywords":"Computer science; Channel (broadcasting); Fading; Scintillation; Markov chain; Electronic engineering; Free-space optical communication; Autocorrelation; Optical link; Optical communication; Real-time computing; Telecommunications; Engineering; Mathematics","score_opus":0.059642198227031644,"score_gpt":0.25834201126030776,"score_spread":0.1986998130332761,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091988851","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":[0.82531375,0.000045888504,0.1712187,0.000113712566,0.000012706446,0.00006289742,0.0004276861,0.00053075346,0.0022738557],"genre_scores_gemma":[0.9931623,0.000027395043,0.0061989934,0.000010910221,0.0000039614874,0.00003284657,0.00016261153,0.0000116270585,0.0003894837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961495,0.000089932175,0.000012093995,0.000067787965,0.00012612825,0.00008919658],"domain_scores_gemma":[0.99922764,0.0004498898,0.000081478225,0.00008259858,0.00012490425,0.000033433396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042302717,0.00033003849,0.0002649106,0.000329105,0.00045817616,0.00038172107,0.00046561475,0.00035637355,0.00085338025],"category_scores_gemma":[0.0009911224,0.00019002192,0.00021596589,0.0003330342,0.0005205828,0.0004951993,0.00028407315,0.00041089478,0.00013303534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022796933,0.00011703439,0.008359514,0.00003331652,0.000022279984,0.00010500784,0.00009228071,0.9615611,0.014995282,0.005792087,0.00037365596,0.008320506],"study_design_scores_gemma":[0.0000053259128,0.000024209294,0.0012822145,0.0000012516062,0.000003389168,0.000012020251,0.000012939086,0.9932052,0.0049012583,0.00044336537,0.0001000634,0.000008712728],"about_ca_topic_score_codex":0.0120094605,"about_ca_topic_score_gemma":0.011109187,"teacher_disagreement_score":0.0120094605,"about_ca_system_score_codex":0.0010327386,"about_ca_system_score_gemma":0.0009745558,"threshold_uncertainty_score":0.02387911},"labels":[],"label_agreement":null},{"id":"W2096062220","doi":"10.1364/jocn.2.000793","title":"Stable Logical Topologies for Survivable Traffic Grooming of Scheduled Demands","year":2010,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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 Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Traffic grooming; Computer science; Network topology; Computer network; Survivability; Path protection; Distributed computing; Logical topology; Overhead (engineering); Topology (electrical circuits); Bandwidth (computing); Wavelength-division multiplexing; Routing (electronic design automation); Engineering","score_opus":0.033604535443518706,"score_gpt":0.2800130439526551,"score_spread":0.24640850850913637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096062220","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016117036,0.00028765434,0.97874707,0.00020065831,0.000034439487,0.00008336133,0.000086179425,0.00012684177,0.004316754],"genre_scores_gemma":[0.54174227,0.001437345,0.45209566,0.0001660766,0.00010832844,0.00044040955,0.00041062213,0.00013956259,0.003459781],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995983,0.00018055868,0.000017358652,0.000044838864,0.000113127026,0.00004578397],"domain_scores_gemma":[0.9989409,0.0006637916,0.00015502513,0.0000732282,0.00012088612,0.00004621397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074845756,0.0005328166,0.00032148833,0.0005527491,0.00046846448,0.0011122375,0.00060322735,0.00049054984,0.0031239248],"category_scores_gemma":[0.0023550785,0.00036653975,0.0004735836,0.00056633435,0.0006214316,0.0013258443,0.0006636284,0.00087379385,0.00036953576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009523602,0.0000881248,0.00045574692,0.00029003507,0.000027420856,0.00022298029,0.00014070624,0.7735727,0.013079844,0.15847072,0.0020707867,0.051485743],"study_design_scores_gemma":[0.00002019402,0.00008457772,0.00010305488,0.000024852454,0.00001353579,0.00007860268,0.00007086878,0.9390471,0.0023592163,0.05322583,0.0049612257,0.00001097668],"about_ca_topic_score_codex":0.00044631347,"about_ca_topic_score_gemma":0.0011951312,"teacher_disagreement_score":0.0031239248,"about_ca_system_score_codex":0.00059538835,"about_ca_system_score_gemma":0.0007398154,"threshold_uncertainty_score":0.010450602},"labels":[],"label_agreement":null},{"id":"W2099972742","doi":"10.1364/jocn.5.000023","title":"Design and Dimensioning of Logical Survivable Topologies Against Multiple Failures","year":2012,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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":"Concordia University","funders":"","keywords":"Dimensioning; Network topology; Computer science; Computer network; Distributed computing; Engineering","score_opus":0.050079359992990145,"score_gpt":0.26667899776030884,"score_spread":0.2165996377673187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099972742","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20066254,0.0005486466,0.7900422,0.0006703699,0.000061935105,0.00022370706,0.00033032734,0.00037430064,0.007085989],"genre_scores_gemma":[0.8591779,0.0003681912,0.13863894,0.000084005485,0.00001941965,0.0001849338,0.00022928759,0.00005339662,0.0012439596],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996277,0.00018439414,0.000017181812,0.000047388912,0.00006719072,0.000056130306],"domain_scores_gemma":[0.99874425,0.0007120015,0.00023928254,0.000070403774,0.00013448585,0.00009944737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009488291,0.0005378218,0.0003989287,0.00068034034,0.00025663892,0.0008247784,0.00075293833,0.0005634347,0.0019106832],"category_scores_gemma":[0.0026172467,0.00037339854,0.0003303788,0.00044072283,0.00059716945,0.0009775669,0.0006411695,0.00047855332,0.0001657708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003153603,0.000020469404,0.00020108525,0.000053827138,0.0000075156227,0.000041894877,0.000018551067,0.9795424,0.0017200931,0.005987005,0.00039533078,0.011980332],"study_design_scores_gemma":[0.000009192284,0.000059455815,0.00007240821,0.0000063539214,0.0000040728046,0.000018025376,0.000024340188,0.99443936,0.00071006396,0.0040812464,0.0005725132,0.000002962096],"about_ca_topic_score_codex":0.0007349454,"about_ca_topic_score_gemma":0.0008693761,"teacher_disagreement_score":0.0019106832,"about_ca_system_score_codex":0.00085547747,"about_ca_system_score_gemma":0.00062068313,"threshold_uncertainty_score":0.006391883},"labels":[],"label_agreement":null},{"id":"W2110789754","doi":"10.1364/jocn.1.000636","title":"Correlation Between Peak-to-Average Power Ratio and Four-Wave Mixing in Optical OFDM Systems","year":2009,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Orthogonal frequency-division multiplexing; Four-wave mixing; Optics; Multiplexing; Nonlinear system; Electronic engineering; Multi-mode optical fiber; Physics; Computer science; Optical fiber; Telecommunications; Nonlinear optics; Engineering; Channel (broadcasting)","score_opus":0.03764753358002028,"score_gpt":0.25262012456007515,"score_spread":0.2149725909800549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110789754","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":[0.83517283,0.0008523336,0.16135569,0.00017991537,0.000019663466,0.000032322547,0.00007100155,0.00034272883,0.001973531],"genre_scores_gemma":[0.9863644,0.00020167475,0.013110005,0.00001589267,0.000015240692,0.000012058564,0.000037994996,0.000025890722,0.00021677767],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99943763,0.00017895452,0.000020860747,0.000084194064,0.00021540857,0.000062925625],"domain_scores_gemma":[0.9946372,0.004015592,0.00087021553,0.00018620689,0.0002333338,0.00005750712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011492656,0.00035709384,0.00032887916,0.00061362213,0.00027352836,0.00052805565,0.0003457476,0.00047944984,0.00041654235],"category_scores_gemma":[0.005107983,0.0002809485,0.00016255016,0.0008562078,0.00068311783,0.0006874134,0.00038135625,0.0004321832,0.00013883774],"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":[0.0016639151,0.0002888344,0.06957584,0.00033952092,0.00017093794,0.0033089658,0.0006406082,0.3959419,0.4067803,0.026853971,0.0008202514,0.09361497],"study_design_scores_gemma":[0.000025612928,0.00031812923,0.022571245,0.000014953044,0.00004381364,0.0008747054,0.000052453368,0.89007956,0.079831086,0.005590453,0.00051663624,0.000081343394],"about_ca_topic_score_codex":0.00048189674,"about_ca_topic_score_gemma":0.00041942895,"teacher_disagreement_score":0.0011492656,"about_ca_system_score_codex":0.00048174156,"about_ca_system_score_gemma":0.0004723631,"threshold_uncertainty_score":0.006078005},"labels":[],"label_agreement":null},{"id":"W2119787116","doi":"10.1364/jocn.4.00b101","title":"Designing an Energy-Efficient Cloud Network [Invited]","year":2012,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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 Ottawa","funders":"","keywords":"Provisioning; Computer science; Cloud computing; Server; Bottleneck; Computer network; Heuristics; Overhead (engineering); Energy consumption; Distributed computing; Benchmark (surveying); Integer programming; Embedded system; Engineering; Operating system; Algorithm; Electrical engineering","score_opus":0.03327232938117642,"score_gpt":0.26368407975454383,"score_spread":0.23041175037336742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119787116","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":[0.029371928,0.0005297597,0.9593098,0.0005706196,0.00009235397,0.00020723302,0.00013584374,0.00022015556,0.009562301],"genre_scores_gemma":[0.60995924,0.001082821,0.38401678,0.00020660821,0.00005283909,0.00026408499,0.00021156445,0.00007587409,0.0041301628],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997652,0.000055589928,0.000009734824,0.00004443578,0.00006353147,0.00006149208],"domain_scores_gemma":[0.9998417,0.000040764284,0.000024665675,0.000017422924,0.00005712915,0.000018345696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039446633,0.00050565513,0.00041775478,0.0004049267,0.00085556385,0.0010494611,0.0011369972,0.0007690928,0.0019966708],"category_scores_gemma":[0.00088467466,0.00031901224,0.00030145154,0.0006367095,0.00031536684,0.0010792474,0.00062858296,0.00041565206,0.00036100435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006393958,0.000049472237,0.0006599929,0.00016421176,0.000023800167,0.00013331808,0.00004066891,0.8942919,0.016153958,0.034974128,0.0032072612,0.050237335],"study_design_scores_gemma":[0.000006526646,0.000022469509,0.00009314073,0.000012039536,0.000007661265,0.000034647863,0.000024963609,0.98740923,0.0027503741,0.005965419,0.0036678144,0.000005707155],"about_ca_topic_score_codex":0.0038476523,"about_ca_topic_score_gemma":0.006616797,"teacher_disagreement_score":0.0038476523,"about_ca_system_score_codex":0.0009893111,"about_ca_system_score_gemma":0.0017086139,"threshold_uncertainty_score":0.007650554},"labels":[],"label_agreement":null},{"id":"W2129754296","doi":"10.1364/jocn.3.000533","title":"Optical Front-End for Soft-Decision LDPC Codes in Optical Communication Systems","year":2011,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Error Correcting Code Techniques","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":"McGill University","funders":"","keywords":"Computer science; Low-density parity-check code; Front and back ends; Optical communication; Forward error correction; Telecommunications; Computer network; Decoding methods; Optics; Physics; Operating system","score_opus":0.08691241819131754,"score_gpt":0.3193284694364109,"score_spread":0.23241605124509337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129754296","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28982717,0.0009698538,0.69569224,0.00062005536,0.00011621708,0.00013247093,0.0001372549,0.0015614807,0.010943219],"genre_scores_gemma":[0.8804431,0.00021802686,0.11077664,0.00028239164,0.000050560935,0.000053909676,0.00008373329,0.000031079035,0.008060439],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995541,0.00008772877,0.000012947746,0.000038788803,0.0002703886,0.0000359917],"domain_scores_gemma":[0.99933296,0.00033055962,0.000087289714,0.000057353915,0.00017017682,0.00002167341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035563146,0.00034034124,0.00022186292,0.00034743937,0.00034342374,0.00084100035,0.0006930306,0.0006493274,0.0030198623],"category_scores_gemma":[0.0011671926,0.00019855832,0.00011636521,0.00020393501,0.00031195962,0.00052934274,0.0003714876,0.000510068,0.0010075229],"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":[0.0012925728,0.00033173326,0.002059861,0.00039941008,0.00006492398,0.00044493802,0.00023893801,0.084929645,0.65247697,0.037545457,0.002654624,0.21756098],"study_design_scores_gemma":[0.0000990432,0.00063847314,0.0012176847,0.00006638364,0.000043786076,0.00032046417,0.00004543714,0.59228104,0.3895022,0.007415206,0.008327041,0.000043251028],"about_ca_topic_score_codex":0.00054595247,"about_ca_topic_score_gemma":0.0014178319,"teacher_disagreement_score":0.0030198623,"about_ca_system_score_codex":0.00056761724,"about_ca_system_score_gemma":0.00041945893,"threshold_uncertainty_score":0.010102451},"labels":[],"label_agreement":null},{"id":"W2133853806","doi":"10.1364/jocn.1.000235","title":"Investigation of the Performance of Multiband Orthogonal Frequency Division Multiplexing Ultrawideband Over Fiber Transmission Under the Presence of In-Band Interferers","year":2009,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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":"Polytechnique Montréal; Concordia University","funders":"Nanjing University of Science and Technology; Southeast University; Canada Research Chairs","keywords":"Orthogonal frequency-division multiplexing; Electronic engineering; Transmission (telecommunications); WiMAX; Narrowband; Radio over fiber; Computer science; MIMO-OFDM; Multiplexing; MIMO; Radar; Wireless; Engineering; Telecommunications; Channel (broadcasting); Beamforming","score_opus":0.028752840916936175,"score_gpt":0.26261354260865766,"score_spread":0.2338607016917215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133853806","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":[0.9968803,0.00022325317,0.0021404128,0.000026752707,0.000013189417,0.0000050590365,0.000030172163,0.000027447557,0.0006534885],"genre_scores_gemma":[0.9989973,0.0001438619,0.00053434126,0.0000108402,0.000007895737,0.000003604522,0.000033948992,0.0000037736536,0.00026447535],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995728,0.000085447275,0.000025114816,0.00005711798,0.00015692106,0.00010253506],"domain_scores_gemma":[0.9976217,0.0012399028,0.00039878913,0.0001476097,0.0005138052,0.000078243975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041822,0.00028298216,0.0003219957,0.00029760727,0.00029224556,0.00026152647,0.00031148203,0.00049847626,0.00082561583],"category_scores_gemma":[0.0015268901,0.00012793888,0.00019242665,0.00030425165,0.00025660585,0.00041722786,0.00013955288,0.00027790587,0.00019680316],"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":[0.0019132603,0.00023741987,0.012307283,0.00021174717,0.00010858094,0.0005512273,0.00030731212,0.020074788,0.9440904,0.0005149718,0.00020047324,0.019482512],"study_design_scores_gemma":[0.000035687477,0.0055786236,0.037665714,0.00003048654,0.0001544923,0.0010260806,0.00021925372,0.10716358,0.84707147,0.00021006603,0.0008045915,0.000040080566],"about_ca_topic_score_codex":0.00093718286,"about_ca_topic_score_gemma":0.00044589562,"teacher_disagreement_score":0.00093718286,"about_ca_system_score_codex":0.00019541012,"about_ca_system_score_gemma":0.000114020564,"threshold_uncertainty_score":0.00276196},"labels":[],"label_agreement":null},{"id":"W2146213038","doi":"10.1364/jocn.3.000001","title":"Adaptation of the Mode Group Diversity Multiplexing Technique for Radio Signal Transmission Over Multimode Fiber","year":2010,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Power Line Communications and Noise","field":"Engineering","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":"Concordia University","funders":"","keywords":"Multi-mode optical fiber; Computer science; Broadband; Transmitter; Electronic engineering; Radio over fiber; Transmission (telecommunications); Multiplexing; Bit error rate; Bandwidth (computing); Telecommunications; Optical fiber; Engineering; Decoding methods","score_opus":0.03143205030112873,"score_gpt":0.2677642201537801,"score_spread":0.23633216985265137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146213038","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19510518,0.00071394816,0.79820555,0.00013564432,0.000082949904,0.00008607544,0.000032462216,0.00031758245,0.005320583],"genre_scores_gemma":[0.8564073,0.00038887316,0.14136794,0.00004702499,0.00004263977,0.00004096167,0.000023848203,0.000020711874,0.0016605994],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997851,0.00006970816,0.00000500138,0.000023814238,0.00010123345,0.0000152095745],"domain_scores_gemma":[0.99981564,0.000069695,0.000037223803,0.00003815833,0.000032427448,0.0000069655694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002715261,0.00024114609,0.00012572127,0.00018716621,0.00015887781,0.00016666454,0.00035499618,0.00025310327,0.00036502932],"category_scores_gemma":[0.00051420147,0.00007149969,0.00019770744,0.00023161816,0.0002457757,0.00024151792,0.00019258689,0.0002688963,0.0001332504],"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":[0.00017370879,0.00018728382,0.00345098,0.00014481395,0.00007674895,0.00033797955,0.00013045243,0.35021383,0.3970244,0.03519429,0.0009917481,0.21207376],"study_design_scores_gemma":[0.000009906074,0.00017628787,0.0011295024,0.0000063626553,0.000012983729,0.0002869567,0.000008778497,0.96027774,0.032436635,0.0025312686,0.0031037142,0.000019904823],"about_ca_topic_score_codex":0.0007419304,"about_ca_topic_score_gemma":0.0009694809,"teacher_disagreement_score":0.0007419304,"about_ca_system_score_codex":0.00027404155,"about_ca_system_score_gemma":0.00016865839,"threshold_uncertainty_score":0.0019883513},"labels":[],"label_agreement":null},{"id":"W2146485182","doi":"10.1364/jocn.7.000301","title":"OpenFlow and GMPLS Unified Control Planes: Testbed Implementation and Comparative Study","year":2015,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Software-Defined Networks and 5G","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":"Université du Québec à Montréal","funders":"","keywords":"OpenFlow; Testbed; Computer science; Computer network; Automatically switched optical network; Multiprotocol Label Switching; Network packet; Software-defined networking; Label switching; Circuit switching; Packet switching; Multiplexing; Distributed computing; Routing control plane; Quality of service; Telecommunications","score_opus":0.14988451015922596,"score_gpt":0.36462822432316283,"score_spread":0.21474371416393687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146485182","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":[0.9533256,0.0003787836,0.037423886,0.00015516677,0.00010111,0.0002745631,0.0005775036,0.00082089705,0.00694241],"genre_scores_gemma":[0.9822448,0.00022571867,0.015900182,0.000021176731,0.000012806444,0.00009830851,0.00059749745,0.000024985742,0.00087457214],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989116,0.00040501638,0.00005983528,0.00011911452,0.00034464808,0.00015991965],"domain_scores_gemma":[0.99803776,0.00060530833,0.00023418917,0.00030751192,0.000644313,0.00017097816],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002004288,0.0005783138,0.0004563535,0.00077182223,0.0004013804,0.0005953347,0.0012347703,0.0004944024,0.0010870767],"category_scores_gemma":[0.0022252558,0.00014302797,0.00023178717,0.00071631465,0.00051278307,0.0012127842,0.00047778737,0.0004016152,0.00016573493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003840726,0.006362872,0.03197876,0.0010255297,0.00026336662,0.001153259,0.0006272783,0.61229885,0.15191114,0.021406246,0.0076190834,0.1615129],"study_design_scores_gemma":[0.0003780296,0.0059521114,0.015603362,0.000051288196,0.00009597133,0.00033942744,0.0004949565,0.88560116,0.083943054,0.0017889692,0.0056805005,0.00007119221],"about_ca_topic_score_codex":0.004517772,"about_ca_topic_score_gemma":0.0033358876,"teacher_disagreement_score":0.004517772,"about_ca_system_score_codex":0.0011026153,"about_ca_system_score_gemma":0.00054203044,"threshold_uncertainty_score":0.010599792},"labels":[],"label_agreement":null},{"id":"W2149121962","doi":"10.1364/jocn.1.000b98","title":"Control-Plane Congestion in Optical-Burst-Switched Networks","year":2009,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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":"Header; Optical burst switching; Computer science; Computer network; Network congestion; Latency (audio); Circuit switching; Real-time computing; Network packet; Wavelength-division multiplexing; Telecommunications; Physics; Optics; Optical performance monitoring","score_opus":0.01723407297830113,"score_gpt":0.25418408481415966,"score_spread":0.23695001183585854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149121962","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":[0.7659645,0.002813234,0.22364458,0.0006993496,0.00011026701,0.00008899224,0.00012723368,0.0001580944,0.006393735],"genre_scores_gemma":[0.9933281,0.00053199165,0.0055350466,0.000023063947,0.000046247726,0.000023187362,0.000022959135,0.000012580856,0.00047688765],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995454,0.0001802747,0.000016400936,0.000046930512,0.00009257833,0.0001183772],"domain_scores_gemma":[0.9975762,0.0017667371,0.00030804612,0.00007023972,0.00022776367,0.00005116339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010527726,0.0005585925,0.0004633556,0.00049471215,0.00066498294,0.0013228455,0.0006696287,0.0004829768,0.00064395496],"category_scores_gemma":[0.0059018354,0.00030977625,0.00020073164,0.00052387954,0.001068916,0.0021765386,0.0004736161,0.0003714846,0.000055615383],"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":[0.00011684211,0.000054995755,0.003898688,0.000068756104,0.000022956641,0.0001816958,0.00008873262,0.9383285,0.0046295263,0.04252921,0.00046305347,0.009617045],"study_design_scores_gemma":[0.000008532502,0.000026876083,0.0006080437,0.000006186553,0.000014483165,0.000025719452,0.000034504177,0.9887543,0.0012522234,0.008935119,0.00032648197,0.0000076217193],"about_ca_topic_score_codex":0.0051949467,"about_ca_topic_score_gemma":0.002871785,"teacher_disagreement_score":0.0051949467,"about_ca_system_score_codex":0.0013293138,"about_ca_system_score_gemma":0.00069492345,"threshold_uncertainty_score":0.010329366},"labels":[],"label_agreement":null},{"id":"W2159663322","doi":"10.1364/jocn.1.000428","title":"Frequency Quadrupler for Millimeter-Wave Multiband OFDM Ultrawideband Wireless Signals and Distribution Over Fiber Systems","year":2009,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":23,"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; Concordia University","funders":"Nanjing University of Science and Technology; Southeast University; Canada Research Chairs","keywords":"Orthogonal frequency-division multiplexing; Extremely high frequency; Transmission (telecommunications); Radio over fiber; Modulation (music); Physics; Optics; SIGNAL (programming language); Electronic engineering; Telecommunications; Channel (broadcasting); Optical fiber; Computer science; Engineering; Acoustics","score_opus":0.037183576022227556,"score_gpt":0.2784847645964959,"score_spread":0.24130118857426835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159663322","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":[0.63897836,0.0034290517,0.3453617,0.00057930953,0.00016716796,0.00012681051,0.000158609,0.0011994648,0.009999458],"genre_scores_gemma":[0.952559,0.00049138645,0.044810217,0.00004697921,0.000018150868,0.000033605476,0.000058244525,0.000017621776,0.0019647859],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998958,0.000022588494,0.0000034978787,0.000011381673,0.000057619287,0.000009140016],"domain_scores_gemma":[0.9998969,0.000028194721,0.00003484327,0.000013690363,0.000022269554,0.0000040857585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002266225,0.00019312126,0.00013843797,0.00016214611,0.00018981802,0.00018956444,0.00020792533,0.00023318875,0.0009809331],"category_scores_gemma":[0.00028666243,0.00008788432,0.00009720593,0.00011389203,0.00009787337,0.00028685434,0.00012224789,0.00021448387,0.00019109811],"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":[0.00020099993,0.00009854902,0.0017026834,0.00024075224,0.00004171503,0.00033068538,0.00010805784,0.052500945,0.83662456,0.0140441265,0.0017415645,0.09236536],"study_design_scores_gemma":[0.000046756162,0.0011973601,0.0042432477,0.000057519672,0.00003931328,0.00053220417,0.000044386717,0.5998506,0.36693,0.0028983178,0.024102872,0.00005746802],"about_ca_topic_score_codex":0.0004330148,"about_ca_topic_score_gemma":0.0008623735,"teacher_disagreement_score":0.0009809331,"about_ca_system_score_codex":0.00032877037,"about_ca_system_score_gemma":0.00018228611,"threshold_uncertainty_score":0.0032815933},"labels":[],"label_agreement":null},{"id":"W2165780875","doi":"10.1364/jocn.2.000001","title":"Experimental Study of Burst-Mode Reception in a 1300 km Deployed Fiber Link","year":2009,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","cited_by":8,"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 Laval; McGill University","funders":"","keywords":"Burst mode (computing); Link (geometry); Mode (computer interface); Computer science; Telecommunications; Computer network; Operating system","score_opus":0.03150310684056157,"score_gpt":0.3008946269772293,"score_spread":0.26939152013666773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165780875","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":[0.9977968,0.00001988691,0.0012416939,0.000032682135,0.0000039486167,0.0000213077,0.0000716108,0.00008671637,0.0007254951],"genre_scores_gemma":[0.99624074,0.000042661028,0.0021730603,0.00003659732,0.000006200265,0.000020168562,0.00010232911,0.000022262353,0.0013559833],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995055,0.000081044825,0.000013076816,0.000082760176,0.00015491806,0.0001626962],"domain_scores_gemma":[0.99874866,0.00036200832,0.00013143297,0.000078463876,0.0005304907,0.00014885383],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066896016,0.0006538819,0.0003367874,0.00030001882,0.00089868094,0.000370824,0.00087367976,0.00061170396,0.002219996],"category_scores_gemma":[0.0009727168,0.0002423927,0.00013306072,0.0004298823,0.000635946,0.00030864187,0.00043830124,0.0005091689,0.00039495007],"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":[0.00121299,0.00044908744,0.009303364,0.00012642906,0.00003557437,0.00052531034,0.0007919172,0.005272937,0.97557825,0.00037654952,0.00037801664,0.0059494902],"study_design_scores_gemma":[0.00039978322,0.010341403,0.056184497,0.00005344135,0.00013227593,0.0005086546,0.0008034296,0.056816444,0.8717214,0.00015130796,0.0027929964,0.00009443233],"about_ca_topic_score_codex":0.06492166,"about_ca_topic_score_gemma":0.072104625,"teacher_disagreement_score":0.06492166,"about_ca_system_score_codex":0.0014480851,"about_ca_system_score_gemma":0.0011318394,"threshold_uncertainty_score":0.12908757},"labels":[],"label_agreement":null},{"id":"W2167952336","doi":"10.1364/jocn.1.00a219","title":"Even Slot Transmission in Slotted Optical Packet-Switched Networks","year":2009,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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; Computer network; Network packet; Bandwidth (computing); Transmission (telecommunications); Packet switching; Access network; Frame (networking); Electronic engineering; Telecommunications; Engineering","score_opus":0.020090892240815558,"score_gpt":0.26254026313465706,"score_spread":0.2424493708938415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167952336","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16144103,0.0018724788,0.8287902,0.00032761812,0.0002131244,0.000089719426,0.00006727562,0.00021457013,0.0069840928],"genre_scores_gemma":[0.85730207,0.0008506242,0.1402543,0.000066658075,0.00014199059,0.00010842707,0.000042600586,0.000066231485,0.0011671381],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990018,0.0004267159,0.00005912412,0.00009929341,0.00032909052,0.00008403183],"domain_scores_gemma":[0.9974975,0.0013609871,0.00051174726,0.00030972497,0.00023022864,0.000089788075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016686504,0.00035319725,0.00031665844,0.00063154375,0.00043581644,0.0012923958,0.00052712084,0.0003478565,0.00046873093],"category_scores_gemma":[0.0050814836,0.00024410477,0.00017254884,0.0007656315,0.0016318953,0.0028130943,0.0007413094,0.00075714395,0.00008428505],"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":[0.0003377989,0.0000615211,0.00186717,0.00022748194,0.00003071598,0.00016368448,0.00047497972,0.17163284,0.026002184,0.66000384,0.0012986531,0.13789919],"study_design_scores_gemma":[0.000030336052,0.00047742724,0.001200352,0.00005732277,0.00003536471,0.00027635702,0.000167285,0.71965766,0.016077628,0.25122362,0.010730713,0.000065994784],"about_ca_topic_score_codex":0.0005070758,"about_ca_topic_score_gemma":0.0005307604,"teacher_disagreement_score":0.0016686504,"about_ca_system_score_codex":0.0009462901,"about_ca_system_score_gemma":0.00056744873,"threshold_uncertainty_score":0.008824766},"labels":[],"label_agreement":null},{"id":"W2168293178","doi":"10.1364/jocn.1.000294","title":"Resource Criticality Analysis of Static Resource Allocations and Its Applications in WDM Network Planning","year":2009,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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":"Communications Research Centre Canada; University of Ottawa","funders":"","keywords":"Computer science; Resource allocation; Routing and wavelength assignment; Wavelength-division multiplexing; Routing (electronic design automation); Distributed computing; Resource (disambiguation); Process (computing); Criticality; Mathematical optimization; Lagrangian relaxation; Network planning and design; Resource management (computing); Convergence (economics); Computer network; Wavelength; Mathematics","score_opus":0.03015679559152049,"score_gpt":0.30196565711054946,"score_spread":0.27180886151902894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168293178","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03604822,0.00064686825,0.9585067,0.0002704403,0.000019172616,0.00008188164,0.000053059808,0.00013939339,0.004234224],"genre_scores_gemma":[0.84509397,0.000747016,0.15216695,0.00010313938,0.000063926345,0.0001849816,0.00009120509,0.00011831146,0.0014305972],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986792,0.0005843858,0.00004100752,0.00017214633,0.00037995228,0.0001434119],"domain_scores_gemma":[0.9909435,0.007164278,0.0008176983,0.00027749265,0.00068355724,0.00011354592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033945115,0.0009776545,0.00076997577,0.0019193379,0.0005551986,0.0011203127,0.00073432224,0.000537748,0.0014586687],"category_scores_gemma":[0.015315801,0.0006545884,0.0005785316,0.0015063322,0.0017271545,0.0018083921,0.00072435796,0.0011682275,0.00010739789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039948365,0.000017081507,0.00056701107,0.000055963366,0.000015200609,0.00004180317,0.000056208446,0.9492277,0.0013667058,0.03417927,0.00028176952,0.014151369],"study_design_scores_gemma":[0.0000030351612,0.00002451741,0.00019783783,0.000010718833,0.0000069904067,0.000018155824,0.000014697692,0.98553354,0.0011895468,0.012670645,0.0003231966,0.0000072123407],"about_ca_topic_score_codex":0.0053715874,"about_ca_topic_score_gemma":0.0019799373,"teacher_disagreement_score":0.0053715874,"about_ca_system_score_codex":0.0026920584,"about_ca_system_score_gemma":0.0016359938,"threshold_uncertainty_score":0.019532323},"labels":[],"label_agreement":null},{"id":"W2170786135","doi":"10.1364/jocn.2.000701","title":"Analysis of Four-Wave Mixing Suppression in Fiber-Optic OFDM Transmission Systems With an Optical Phase Conjugation Module","year":2010,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","cited_by":37,"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 Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Four-wave mixing; Subcarrier; Orthogonal frequency-division multiplexing; Phase conjugation; Optics; Mixing (physics); Transmission (telecommunications); Optical fiber; Multiplexing; Phase (matter); Multi-mode optical fiber; Electronic engineering; Wavelength-division multiplexing; Optical power; Computer science; Physics; Nonlinear optics; Telecommunications; Engineering; Channel (broadcasting)","score_opus":0.03302613797361812,"score_gpt":0.27545999939226407,"score_spread":0.24243386141864595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170786135","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":[0.7658133,0.00054866204,0.22528945,0.00018270525,0.000016344959,0.00006833835,0.000039419177,0.00013507309,0.007906685],"genre_scores_gemma":[0.98963636,0.00017468007,0.008990765,0.000012012566,0.000012782628,0.000022531725,0.000014283272,0.000015653332,0.001120992],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99978286,0.000063171305,0.000006434845,0.000019533627,0.00009310702,0.000034878125],"domain_scores_gemma":[0.99937445,0.00037237038,0.00013635527,0.000022384023,0.00008007714,0.000014395512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039429398,0.00046065068,0.00029382212,0.0002510065,0.0002784116,0.0004155875,0.00027464394,0.0003686613,0.0006863078],"category_scores_gemma":[0.001139185,0.00016683975,0.0002715766,0.0002577323,0.00043676305,0.0004701575,0.00017711426,0.00029154122,0.0001664276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047456316,0.00016096729,0.0032931366,0.00021157159,0.00007391355,0.000539461,0.0002519529,0.59435415,0.34604022,0.027110558,0.0003351786,0.027154358],"study_design_scores_gemma":[0.000004741357,0.000059743,0.00039911218,0.0000038215635,0.000008576961,0.000051369978,0.0000089990945,0.98425114,0.014403771,0.00065930455,0.00014585973,0.0000035702099],"about_ca_topic_score_codex":0.0010699206,"about_ca_topic_score_gemma":0.000791839,"teacher_disagreement_score":0.0010699206,"about_ca_system_score_codex":0.0005246666,"about_ca_system_score_gemma":0.0003976039,"threshold_uncertainty_score":0.0038067698},"labels":[],"label_agreement":null},{"id":"W2232019284","doi":"10.1364/jocn.8.000398","title":"Raptor-Coded Free-Space Optical Communications Experiment","year":2016,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Wireless Communication Technologies","field":"Engineering","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":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Raptor code; Field-programmable gate array; Free-space optical communication; Real-time computing; Forward error correction; Optical communication; Computer hardware; Electronic engineering; Decoding methods; Telecommunications; Concatenated error correction code; Engineering; Block code","score_opus":0.03791475001851712,"score_gpt":0.27493139282143964,"score_spread":0.2370166428029225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2232019284","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":[0.9709899,0.00006295152,0.02296945,0.00010494377,0.00003646549,0.000044545708,0.00018993748,0.00045563636,0.0051461775],"genre_scores_gemma":[0.98638517,0.000036347406,0.011427763,0.000015124741,0.000005327512,0.00002171525,0.00008044361,0.000015639655,0.002012614],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998512,0.00002424985,0.0000035269884,0.000026156928,0.000060633505,0.000034144192],"domain_scores_gemma":[0.9995053,0.00023724178,0.000048022543,0.000072579125,0.00009086635,0.000045938115],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029671003,0.00021538435,0.00016221355,0.00016091486,0.00032778797,0.00018533067,0.00032462395,0.000362778,0.0016328185],"category_scores_gemma":[0.0005097419,0.00008312226,0.00008525556,0.00016203252,0.0003607998,0.00038753357,0.00026041974,0.0003458709,0.00018932438],"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":[0.0015996628,0.0005513789,0.0036038538,0.00018160268,0.00006135644,0.0009630687,0.00065419445,0.08209232,0.8483687,0.013548355,0.00236963,0.04600587],"study_design_scores_gemma":[0.0001107207,0.0016324328,0.0034997833,0.000011299952,0.000016583423,0.00025996089,0.00011296586,0.19777189,0.7900947,0.0014558355,0.0049935463,0.000040267387],"about_ca_topic_score_codex":0.0009982231,"about_ca_topic_score_gemma":0.001029363,"teacher_disagreement_score":0.0016328185,"about_ca_system_score_codex":0.00025422353,"about_ca_system_score_gemma":0.0002654299,"threshold_uncertainty_score":0.005462289},"labels":[],"label_agreement":null},{"id":"W2332455436","doi":"10.1364/jocn.8.000093","title":"N∶1 Protection Design for Minimizing OLTs in Resilient Dual-Homed Long-Reach Passive Optical Network","year":2016,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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":"Trinity College","funders":"Seventh Framework Programme; Science Foundation Ireland; European Commission","keywords":"Backup; Passive optical network; Computer network; Broadband; Computer science; Access network; Node (physics); Software deployment; Upstream (networking); Core network; Gigabit; Telecommunications; Wavelength-division multiplexing; Engineering; Operating system","score_opus":0.0595165569876609,"score_gpt":0.28700648008795,"score_spread":0.2274899231002891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332455436","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1973252,0.00019593918,0.7944447,0.00028984607,0.000044939956,0.00017494596,0.000110338304,0.00053759443,0.0068766037],"genre_scores_gemma":[0.94251215,0.00007853263,0.055640955,0.000053925545,0.000012103518,0.00005171543,0.00004448491,0.000029212199,0.001576967],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959356,0.000085981526,0.000015877038,0.00010433454,0.00007647647,0.00012382968],"domain_scores_gemma":[0.99955755,0.00014096514,0.0001406355,0.000038680337,0.0000864418,0.000035820096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062960316,0.00077486475,0.00043385662,0.00049451535,0.0004375809,0.00063740293,0.0010855823,0.0006065166,0.0025098682],"category_scores_gemma":[0.0011638281,0.00028092894,0.00035822229,0.00027357347,0.00046926696,0.00085312984,0.00068804226,0.00043993306,0.00027076632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002547451,0.00014761229,0.001693742,0.00019866851,0.00004439371,0.0002380896,0.00013437225,0.87165636,0.043094926,0.011882775,0.001567585,0.06908673],"study_design_scores_gemma":[0.00003510937,0.00028260594,0.00050342566,0.00001360761,0.000028024908,0.00014088054,0.000061054496,0.98155963,0.011826557,0.0042838627,0.0012509465,0.000014231592],"about_ca_topic_score_codex":0.001719806,"about_ca_topic_score_gemma":0.0018828972,"teacher_disagreement_score":0.0025098682,"about_ca_system_score_codex":0.0010088086,"about_ca_system_score_gemma":0.0008004786,"threshold_uncertainty_score":0.0083963275},"labels":[],"label_agreement":null},{"id":"W2783662490","doi":"10.1364/jocn.10.000052","title":"CDMA-Based Dynamic Power and Bandwidth Allocation (DPBA) Scheme for Multiclass EPON: A Weighted Fair Queuing Approach","year":2018,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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":"Université Laval","keywords":"Computer science; Quality of service; Dynamic bandwidth allocation; Computer network; Generalized processor sharing; Bandwidth allocation; Network packet; Queuing delay; Bandwidth (computing); Queueing theory; Call Admission Control; Algorithm; Dynamic priority scheduling; Telecommunications","score_opus":0.022643292116922994,"score_gpt":0.2813851721178785,"score_spread":0.2587418800009555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783662490","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014582545,0.00019950383,0.983213,0.00010644507,0.00006545582,0.00006242276,0.00001402457,0.00014222492,0.0016144447],"genre_scores_gemma":[0.66782564,0.0002473771,0.32801607,0.0001480716,0.000067146946,0.00014033224,0.000036892365,0.00003993865,0.0034785366],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993563,0.00017613704,0.000025047577,0.000129829,0.00021070492,0.00010190336],"domain_scores_gemma":[0.99950707,0.00020352831,0.000050788174,0.000055735225,0.00014756406,0.000035352037],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010079757,0.0005204086,0.0005363592,0.0004668,0.0008144318,0.0007975123,0.0017354583,0.0005877914,0.0012172885],"category_scores_gemma":[0.0016612096,0.0002305566,0.00028536908,0.0005530116,0.0006683777,0.0008616458,0.00066379097,0.00093937444,0.00022673942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035063535,0.00037094668,0.0010852837,0.00016463375,0.000094612595,0.00017675312,0.00028921143,0.48569795,0.06166711,0.1162465,0.003453405,0.33040294],"study_design_scores_gemma":[0.00001557427,0.00003639402,0.00006579367,0.0000040254185,0.000008704836,0.00004014747,0.000010587699,0.98979527,0.0037425025,0.0050508343,0.0012188797,0.00001132997],"about_ca_topic_score_codex":0.003976564,"about_ca_topic_score_gemma":0.0062653315,"teacher_disagreement_score":0.003976564,"about_ca_system_score_codex":0.0013881888,"about_ca_system_score_gemma":0.0018462111,"threshold_uncertainty_score":0.010072112},"labels":[],"label_agreement":null},{"id":"W2784528297","doi":"10.1364/jocn.10.000065","title":"Burst Mode Optical Receiver With 10  ns Lock Time Based on Concurrent DC Offset and Timing Recovery Technique","year":2018,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Photonic and Optical Devices","field":"Engineering","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 Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; CMC Microsystems","keywords":"Burst mode (computing); Jitter; DC bias; Clock recovery; Duty cycle; Offset (computer science); Amplifier; Transimpedance amplifier; Direct-conversion receiver; Computer science; Electronic engineering; Electrical engineering; Physics; Clock signal; Bandwidth (computing); Voltage; Detector; Engineering; Telecommunications; Operational amplifier","score_opus":0.023055481776429524,"score_gpt":0.2639977992692937,"score_spread":0.24094231749286416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784528297","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3149849,0.001343935,0.6674595,0.0002895302,0.00015210331,0.00020827902,0.00009940251,0.0043473854,0.011115032],"genre_scores_gemma":[0.73499876,0.00042950804,0.24953017,0.00021632023,0.00012415048,0.00008655991,0.00020114344,0.00020193764,0.014211442],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996512,0.000022129454,0.000016936556,0.00008618146,0.00017784678,0.0000458299],"domain_scores_gemma":[0.9997019,0.00005121768,0.000053427568,0.00004997033,0.0001157926,0.000027633872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031678856,0.00039786077,0.00030190137,0.00042962888,0.00033970378,0.00058332016,0.0012633277,0.00043544377,0.0019098278],"category_scores_gemma":[0.00039468694,0.0002596643,0.00023722509,0.00026405172,0.0002904875,0.0009807363,0.0005736719,0.00075712084,0.00077070144],"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":[0.00024748835,0.00010256888,0.0009980622,0.00009271392,0.000021005855,0.00009480355,0.00014361374,0.0014011605,0.91454726,0.003959609,0.0005244027,0.077867255],"study_design_scores_gemma":[0.000111264795,0.0008293599,0.0013290169,0.00002162278,0.00007914475,0.0007509959,0.00005166261,0.08280852,0.8947024,0.0006249129,0.018634174,0.000056912722],"about_ca_topic_score_codex":0.00074215233,"about_ca_topic_score_gemma":0.0014366632,"teacher_disagreement_score":0.0019098278,"about_ca_system_score_codex":0.00055080897,"about_ca_system_score_gemma":0.00075496413,"threshold_uncertainty_score":0.0063889623},"labels":[],"label_agreement":null},{"id":"W2787506056","doi":"10.1364/jocn.10.000138","title":"Delay-QoS-Aware Adaptive Modulation and Power Allocation for Dual-Channel Coherent OWC","year":2018,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Wireless Network Optimization","field":"Engineering","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 British Columbia, Okanagan Campus","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Fading; Computer science; Link adaptation; Quality of service; Channel (broadcasting); Transmission (telecommunications); Transmitter power output; Wireless; Computer network; Electronic engineering; Real-time computing; Telecommunications; Engineering; Transmitter","score_opus":0.032270568380138885,"score_gpt":0.2701188253004668,"score_spread":0.23784825692032793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787506056","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07264435,0.00025737326,0.9238739,0.00016705436,0.00003322816,0.00003466192,0.00002699504,0.00007583932,0.002886566],"genre_scores_gemma":[0.9265173,0.00015008483,0.07215319,0.000079962905,0.000025881596,0.000053914977,0.000024959616,0.000015712256,0.0009789966],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999699,0.00007096989,0.000011938732,0.000045248224,0.00011307144,0.000059757283],"domain_scores_gemma":[0.9994779,0.00023872776,0.00008411054,0.000041289095,0.00012862502,0.000029330246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051427574,0.0004918707,0.00033766284,0.00031636754,0.0002713382,0.00046427612,0.0005624691,0.0004359276,0.0006574553],"category_scores_gemma":[0.0017733097,0.00018559807,0.00019916338,0.0005098819,0.0005935206,0.00069591915,0.0007400855,0.0005737221,0.000097074575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008891081,0.00008057742,0.0007371883,0.000057223013,0.000022995484,0.000056242017,0.00005441513,0.9087341,0.019692732,0.021678755,0.00075653516,0.0480403],"study_design_scores_gemma":[0.0000055602545,0.000016045,0.00005150702,0.000001470073,0.0000031234551,0.0000080484215,0.0000041367066,0.9976037,0.0008310291,0.0013540669,0.000117159296,0.0000041258168],"about_ca_topic_score_codex":0.0021263184,"about_ca_topic_score_gemma":0.0030039186,"teacher_disagreement_score":0.0021263184,"about_ca_system_score_codex":0.00068868353,"about_ca_system_score_gemma":0.00092935446,"threshold_uncertainty_score":0.0049967766},"labels":[],"label_agreement":null},{"id":"W2787657548","doi":"10.1364/jocn.10.000114","title":"Energy-Efficient Service Function Chain Provisioning","year":2018,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Software-Defined Networks and 5G","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":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Agence Nationale de la Recherche","keywords":"Computer science; Virtual network; Integer programming; Software-defined networking; Distributed computing; Computer network; Network Functions Virtualization; Virtualization; Provisioning; Linear programming; Cloud computing; Operating system","score_opus":0.029567503441337097,"score_gpt":0.25995135868033076,"score_spread":0.23038385523899366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787657548","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.083255,0.00023460799,0.9042048,0.00042326082,0.000047337933,0.000113323564,0.00014753733,0.00043992524,0.011134202],"genre_scores_gemma":[0.83716434,0.00023848268,0.15887688,0.00006747736,0.000017800234,0.0000882126,0.00024861738,0.00009859521,0.003199491],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995003,0.00014145156,0.000015758053,0.000065720196,0.00013657274,0.00014022285],"domain_scores_gemma":[0.9995171,0.00023523452,0.00005225826,0.00007304578,0.00007736554,0.000045001427],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006201885,0.00073017593,0.0005423176,0.0003767548,0.00060527824,0.0009376616,0.0007734277,0.00059044163,0.0037037425],"category_scores_gemma":[0.0014989567,0.000311344,0.00042135795,0.0006230028,0.0004296639,0.0013137702,0.00076919474,0.0008555378,0.00038874443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005629892,0.00007269533,0.00034482434,0.000058706435,0.000009579294,0.00007627085,0.00003709941,0.94096214,0.006955427,0.016327323,0.0014011877,0.033698432],"study_design_scores_gemma":[0.0000045843453,0.000017714261,0.00007632069,0.0000048390098,0.0000026733212,0.000020040772,0.000021894937,0.9919556,0.0015307304,0.005541874,0.00082124345,0.0000024921399],"about_ca_topic_score_codex":0.002767076,"about_ca_topic_score_gemma":0.004225903,"teacher_disagreement_score":0.0037037425,"about_ca_system_score_codex":0.0010180669,"about_ca_system_score_gemma":0.0013609689,"threshold_uncertainty_score":0.012390256},"labels":[],"label_agreement":null},{"id":"W2795525678","doi":"10.1364/jocn.10.000451","title":"Availability Optimization in Shared-Backup Path Protected Networks","year":2018,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Software-Defined Networks and 5G","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 Alberta","funders":"China Scholarship Council","keywords":"Backup; Computer science; Spare part; Path (computing); Distributed computing; Linear programming; Integer programming; Computer network; Engineering; Algorithm; Database","score_opus":0.032523140060478406,"score_gpt":0.27065785501144796,"score_spread":0.23813471495096955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795525678","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21076529,0.00055891456,0.78273493,0.0003489707,0.000025433108,0.00006213278,0.00013636447,0.0003221232,0.0050459118],"genre_scores_gemma":[0.9625554,0.000145956,0.036396667,0.000021597625,0.000013094714,0.00003426151,0.000033986456,0.000028222958,0.00077071605],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992866,0.0003354073,0.000020489431,0.00008814089,0.00015579714,0.00011355603],"domain_scores_gemma":[0.99799746,0.001547263,0.0001940141,0.00006208423,0.00014703687,0.00005205525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012555012,0.0006154956,0.0006691974,0.0005550065,0.00038444414,0.0007768743,0.00069850194,0.00051655556,0.0012566969],"category_scores_gemma":[0.0030523574,0.00037335616,0.00030150727,0.0005391781,0.00078496395,0.0009544097,0.0007263931,0.0006156602,0.00010058088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033298184,0.000011159409,0.0001422164,0.000019516703,0.000007316028,0.00002166568,0.000014280809,0.99303716,0.0006454492,0.0021380659,0.000093961484,0.0038360092],"study_design_scores_gemma":[0.000004408296,0.000019250368,0.00006073834,0.000002779787,0.0000022426032,0.000007584206,0.000009817659,0.9962709,0.00037845052,0.0031836105,0.00005848206,0.000001725372],"about_ca_topic_score_codex":0.0026886617,"about_ca_topic_score_gemma":0.0022946903,"teacher_disagreement_score":0.0026886617,"about_ca_system_score_codex":0.00117346,"about_ca_system_score_gemma":0.0007954752,"threshold_uncertainty_score":0.008514106},"labels":[],"label_agreement":null},{"id":"W2802474256","doi":"10.1364/jocn.10.000603","title":"C-RAN Uplink Optimization Using Mixed Radio and FSO Fronthaul","year":2018,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"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":"C-RAN; Telecommunications link; Radio access network; Computer science; Remote radio head; Baseband; Electronic engineering; Radio frequency; Computer network; Engineering; Channel (broadcasting); Telecommunications; Base station; Transmitter; Bandwidth (computing)","score_opus":0.036559810439194464,"score_gpt":0.26614542515398343,"score_spread":0.22958561471478897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802474256","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.077752,0.00062502956,0.90830815,0.00029567897,0.00004624297,0.00007388859,0.00006689298,0.0002495001,0.012582598],"genre_scores_gemma":[0.86600226,0.00029459223,0.1292818,0.00013087157,0.000039117283,0.00008562606,0.00006793621,0.00005174055,0.0040459796],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995395,0.00015784203,0.00001179255,0.00007369648,0.00012111856,0.00009619078],"domain_scores_gemma":[0.999411,0.0003328959,0.000083568666,0.000028134886,0.000107499,0.000037014437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000741099,0.0011728276,0.0006158148,0.00036004183,0.00033667567,0.0009066374,0.00049999024,0.000701545,0.001247486],"category_scores_gemma":[0.0013137127,0.00032926223,0.00033216635,0.00051443855,0.0006100249,0.0006852092,0.00072582974,0.0005442944,0.00022579817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051779312,0.000033859527,0.00021668866,0.00002494579,0.000017443292,0.000048432845,0.000010638148,0.97898096,0.0027985359,0.004819204,0.0004020412,0.012595328],"study_design_scores_gemma":[0.0000048942306,0.000029763745,0.000051648116,0.0000020414373,0.0000036819993,0.000008538987,0.0000048257516,0.998338,0.000580258,0.00082022214,0.00015334533,0.000002695355],"about_ca_topic_score_codex":0.0033183298,"about_ca_topic_score_gemma":0.004010878,"teacher_disagreement_score":0.0033183298,"about_ca_system_score_codex":0.0009819518,"about_ca_system_score_gemma":0.0011146144,"threshold_uncertainty_score":0.007124603},"labels":[],"label_agreement":null},{"id":"W2885848971","doi":"10.1364/jocn.10.000736","title":"Toward Parallel Edge Computing in Long-Reach PONs","year":2018,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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 Ottawa","funders":"","keywords":"Dynamic bandwidth allocation; Computer science; Polling; Passive optical network; Computer network; Edge computing; Bandwidth (computing); Pons; Bandwidth allocation; Enhanced Data Rates for GSM Evolution; Throughput; Upstream (networking); Distributed computing; Wireless; Telecommunications; Wavelength-division multiplexing","score_opus":0.0537302572960243,"score_gpt":0.3080867974441155,"score_spread":0.25435654014809117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885848971","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":[0.33280057,0.0016518807,0.63531214,0.0015848099,0.0002269486,0.0001227416,0.000044166838,0.0009890997,0.027267626],"genre_scores_gemma":[0.8340911,0.0006369624,0.16096066,0.00020119859,0.00006435154,0.000056848174,0.000044656404,0.000058828857,0.0038853325],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997986,0.00004558856,0.0000066426455,0.00003257869,0.00006829245,0.000048283364],"domain_scores_gemma":[0.9995585,0.00016322875,0.000036993748,0.00009301061,0.00010321122,0.000045161854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042816417,0.00029383833,0.00031735262,0.000179057,0.00043487418,0.00091828324,0.0007573741,0.0004976269,0.001570499],"category_scores_gemma":[0.0011640848,0.00015865573,0.00018663816,0.00031771229,0.0005862508,0.0014387552,0.0007696911,0.0010613049,0.00022422131],"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":[0.0007493958,0.00052184734,0.002915782,0.0002822832,0.00005671789,0.0003867352,0.00047034997,0.56855565,0.07830236,0.20730983,0.005323648,0.1351254],"study_design_scores_gemma":[0.000034288558,0.00009037977,0.00038098128,0.000011362068,0.0000076177944,0.00006070195,0.0000700494,0.9423392,0.008617119,0.044816185,0.003564156,0.000007909537],"about_ca_topic_score_codex":0.0016040846,"about_ca_topic_score_gemma":0.002854996,"teacher_disagreement_score":0.0016040846,"about_ca_system_score_codex":0.0005471462,"about_ca_system_score_gemma":0.00066280324,"threshold_uncertainty_score":0.0052538514},"labels":[],"label_agreement":null},{"id":"W2888317063","doi":"10.1364/jocn.10.000773","title":"CURSA-SQ: A Methodology for Service-Centric Traffic Flow Analysis","year":2018,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Network Traffic and Congestion Control","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":"Transport Canada","funders":"Institució Catalana de Recerca i Estudis Avançats; Ministerio de Economía y Competitividad; European Commission","keywords":"Computer science; Scalability; Service (business); Computer network; Queue; Network packet; Granularity; Traffic classification; Distributed computing; Operating system","score_opus":0.09431327788294973,"score_gpt":0.3344422596238482,"score_spread":0.24012898174089847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888317063","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":[0.0011216325,0.000031404637,0.9971148,0.000024045657,0.000015956755,0.000085159634,0.000101441954,0.0011447904,0.00036077623],"genre_scores_gemma":[0.07584748,0.00012066219,0.9210241,0.000067457106,0.000050226237,0.00060287496,0.00081217696,0.0005356523,0.00093943626],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99811506,0.0006564085,0.00015375885,0.00032459552,0.00062447065,0.0001258198],"domain_scores_gemma":[0.9951115,0.002370301,0.00052764674,0.00057337055,0.0012789827,0.0001381491],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039138272,0.0018914903,0.00094813737,0.004057761,0.0009535854,0.0018304721,0.0019439565,0.0010490773,0.0038919896],"category_scores_gemma":[0.0101955235,0.0009025902,0.002115648,0.0021233198,0.0011861444,0.0015358814,0.0020635664,0.0020942828,0.0013401079],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000119728495,0.00024434537,0.006592972,0.00051467185,0.00021292517,0.00028632995,0.0005585866,0.6847437,0.0088912025,0.075955965,0.008453785,0.2134258],"study_design_scores_gemma":[0.0000074724658,0.000022887627,0.00016979023,0.000018463901,0.000008733574,0.000041528372,0.000033897606,0.98365706,0.0008408253,0.012302256,0.0028851018,0.0000119007445],"about_ca_topic_score_codex":0.006843133,"about_ca_topic_score_gemma":0.0054762666,"teacher_disagreement_score":0.006843133,"about_ca_system_score_codex":0.0012387016,"about_ca_system_score_gemma":0.0033522598,"threshold_uncertainty_score":0.020698607},"labels":[],"label_agreement":null},{"id":"W2888754295","doi":"10.1364/jocn.10.000785","title":"PLI-Aware Cost Management for Green Backbone All-Optical WDM Networks via Dynamic Topology Optimization","year":2018,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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":"Institut National de la Recherche Scientifique","funders":"","keywords":"Inefficiency; Computer science; Quality of service; Nonlinear system; Wavelength-division multiplexing; Network topology; Variety (cybernetics); Energy (signal processing); Optimization problem; Mathematical optimization; Distributed computing; Computer network; Mathematics; Artificial intelligence; Algorithm","score_opus":0.02281919612881752,"score_gpt":0.287094700479567,"score_spread":0.2642755043507495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888754295","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06357257,0.00036058994,0.9325974,0.00023635957,0.00003112034,0.000056798726,0.000049224956,0.00016454986,0.0029314873],"genre_scores_gemma":[0.93388575,0.00019969819,0.06437015,0.000055560693,0.000017600434,0.00008229164,0.000058463917,0.000047833135,0.0012826123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998292,0.000054897297,0.0000053805484,0.00002957674,0.0000430433,0.00003798529],"domain_scores_gemma":[0.9996294,0.00020009818,0.00006238641,0.000023689714,0.000052249077,0.000032218075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005659827,0.00068660284,0.0006632993,0.0004078444,0.00032779173,0.0006569686,0.0009519178,0.00055946666,0.00095968466],"category_scores_gemma":[0.0011924976,0.00027796155,0.0003736378,0.00041348164,0.00038427577,0.0010020775,0.00072838383,0.000584304,0.00009250296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016068874,0.000019233796,0.00019274716,0.000017782873,0.000010435426,0.000015431018,0.000010305324,0.986715,0.00074690155,0.0028942476,0.00020479571,0.009157101],"study_design_scores_gemma":[0.0000017514514,0.0000072638927,0.000044959677,0.000001000474,0.0000021898677,0.000003373507,0.0000033565784,0.99873453,0.000106560976,0.001017163,0.00007675936,0.0000010259113],"about_ca_topic_score_codex":0.0023641414,"about_ca_topic_score_gemma":0.0027122202,"teacher_disagreement_score":0.0023641414,"about_ca_system_score_codex":0.0009929853,"about_ca_system_score_gemma":0.0008549376,"threshold_uncertainty_score":0.007204652},"labels":[],"label_agreement":null},{"id":"W2922338397","doi":"10.1364/jocn.11.000b10","title":"Towards Immersive Tactile Internet Experiences: Low-Latency FiWi Enhanced Mobile Networks With Edge Intelligence [Invited]","year":2019,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":91,"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 de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; The Internet; Haptic technology; Computer network; Mobile edge computing; Latency (audio); Edge device; Wireless; Edge computing; Low latency (capital markets); Cloud computing; Distributed computing; Enhanced Data Rates for GSM Evolution; Telecommunications; Server; Artificial intelligence","score_opus":0.013711032208153362,"score_gpt":0.2432738425054632,"score_spread":0.22956281029730982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922338397","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20957488,0.011380593,0.67283905,0.007697535,0.0019870377,0.00021416631,0.00012874948,0.0021534406,0.09402463],"genre_scores_gemma":[0.77177125,0.0059927134,0.1837122,0.0018273449,0.0005589111,0.00015988342,0.00012030174,0.00022396562,0.03563343],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99986815,0.000055937402,0.0000023430762,0.000017072542,0.000034672623,0.000021718544],"domain_scores_gemma":[0.9998423,0.0000838709,0.000010163115,0.000009837887,0.00002654087,0.000027315764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028786968,0.00044133433,0.00013530024,0.00012685638,0.00040018017,0.0013896364,0.00047873997,0.0006738864,0.0061828033],"category_scores_gemma":[0.00096689427,0.00016055026,0.00019943285,0.000102162296,0.0007416161,0.0021911948,0.0012647315,0.00078257587,0.00068228086],"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":[0.0006435487,0.00029461345,0.0018977554,0.0014482373,0.00009481486,0.0018812253,0.01692167,0.010500625,0.24911857,0.09271289,0.05157252,0.5729136],"study_design_scores_gemma":[0.00013181963,0.0012995994,0.0064250077,0.0008359233,0.00016497755,0.0035247223,0.010284797,0.122287385,0.067051,0.08602033,0.7017467,0.00022771156],"about_ca_topic_score_codex":0.0002178099,"about_ca_topic_score_gemma":0.00058377156,"teacher_disagreement_score":0.0061828033,"about_ca_system_score_codex":0.00014528596,"about_ca_system_score_gemma":0.00010934685,"threshold_uncertainty_score":0.020683467},"labels":[],"label_agreement":null},{"id":"W2969792840","doi":"10.1364/jocn.11.000c25","title":"Practical considerations for near-zero margin network design and deployment [Invited]","year":2019,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Ciena (Canada)","funders":"","keywords":"Margin (machine learning); Software deployment; Computer science; Key (lock); Maximization; Zero (linguistics); Network planning and design; Control (management); Artificial intelligence; Distributed computing; Computer network; Machine learning; Mathematical optimization; Computer security; Software engineering; Mathematics","score_opus":0.07145416826313566,"score_gpt":0.297130182599946,"score_spread":0.22567601433681034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969792840","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":[0.007282392,0.0038086423,0.94314086,0.012100844,0.00059873535,0.00011263559,0.00007147663,0.00051069114,0.032373678],"genre_scores_gemma":[0.64090323,0.0049380036,0.3333874,0.0032661038,0.00097169715,0.00032572023,0.00016204825,0.00032118417,0.015724603],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983797,0.00081447326,0.000047049507,0.00020748073,0.00042657263,0.0001248166],"domain_scores_gemma":[0.9958553,0.0025998894,0.00022244544,0.00033740498,0.0008073057,0.00017765263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003154165,0.0009013416,0.0005042905,0.00044564938,0.0009862995,0.0024587065,0.0014010146,0.0021650326,0.01041999],"category_scores_gemma":[0.010919525,0.00055105606,0.0002898523,0.00037254216,0.0018725967,0.0037705759,0.0015601685,0.0025477647,0.0018935727],"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":[0.00022365552,0.00008784898,0.00078692404,0.0003612181,0.000043814434,0.00034476432,0.00021061931,0.3713787,0.010277127,0.40327823,0.03441535,0.17859179],"study_design_scores_gemma":[0.000031606414,0.0002157825,0.00034571046,0.00017343323,0.000024271041,0.0003660893,0.00021862662,0.3698276,0.004257623,0.5651104,0.05937359,0.000055213848],"about_ca_topic_score_codex":0.0010702616,"about_ca_topic_score_gemma":0.0019550575,"teacher_disagreement_score":0.01041999,"about_ca_system_score_codex":0.0014622054,"about_ca_system_score_gemma":0.0011718248,"threshold_uncertainty_score":0.034858346},"labels":[],"label_agreement":null},{"id":"W2971382750","doi":"10.1364/jocn.11.000512","title":"Optimal transceiver placement and resource allocation schemes in cooperative dynamic FSO networks","year":2019,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Wireless Communication Technologies","field":"Engineering","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":"McMaster University","funders":"","keywords":"Transceiver; Computer science; Resource allocation; Reliability (semiconductor); Computer network; Integer programming; Exploit; Scheme (mathematics); Resource management (computing); Mathematical optimization; Distributed computing; Telecommunications; Algorithm; Wireless; Mathematics","score_opus":0.011976564786248473,"score_gpt":0.24335762228318739,"score_spread":0.2313810574969389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2971382750","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18214393,0.00025881024,0.81424916,0.00012453573,0.000024294695,0.000056508143,0.000027840619,0.00013684436,0.002978108],"genre_scores_gemma":[0.9481278,0.00006253654,0.051302586,0.000018613206,0.000006420019,0.000034088123,0.000010608914,0.0000072971043,0.0004300612],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958783,0.00014824982,0.000016552514,0.00006337027,0.0000816939,0.00010228278],"domain_scores_gemma":[0.99945253,0.0002795836,0.00011296455,0.00005486631,0.00006678952,0.000033203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007201312,0.0005112491,0.00046777973,0.00046734454,0.00037319836,0.0004410864,0.0006815867,0.0005604372,0.00052647485],"category_scores_gemma":[0.0022006189,0.00033716843,0.00018277361,0.00045235635,0.00066680525,0.00083098636,0.0005846315,0.0002980917,0.000091409405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004772565,0.00003126866,0.00023690607,0.00001706363,0.0000072563034,0.000034559995,0.00004073367,0.97664523,0.003008455,0.0042213304,0.00018811293,0.01552135],"study_design_scores_gemma":[0.000010225969,0.000033261975,0.00010133902,0.0000025400518,0.000004350652,0.000015709853,0.000027751192,0.99642026,0.0010827974,0.0021467754,0.00014975065,0.0000053222557],"about_ca_topic_score_codex":0.0021311217,"about_ca_topic_score_gemma":0.0027886585,"teacher_disagreement_score":0.0021311217,"about_ca_system_score_codex":0.0005944391,"about_ca_system_score_gemma":0.00068610866,"threshold_uncertainty_score":0.004312992},"labels":[],"label_agreement":null},{"id":"W3021660881","doi":"10.1364/jocn.391945","title":"From 25  Gb/s to 50  Gb/s TDM PON: transceiver architectures, their performance, standardization aspects, and cost modeling","year":2020,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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":"Nokia (Canada)","funders":"","keywords":"Transceiver; Standardization; Computer science; Time-division multiplexing; Passive optical network; Telecommunications; Computer network; Wavelength-division multiplexing; Multiplexing; Optoelectronics; Physics; Operating system","score_opus":0.04034060050252031,"score_gpt":0.2553033204692719,"score_spread":0.2149627199667516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021660881","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":[0.40868428,0.020966219,0.39592296,0.0039493083,0.00036371092,0.00015434013,0.0010257643,0.0009785548,0.16795483],"genre_scores_gemma":[0.8985823,0.013201268,0.05831897,0.00035585684,0.0001146309,0.000103623825,0.000670794,0.00016757364,0.028484957],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996414,0.000051309817,0.000010105747,0.000051459574,0.00019645217,0.00004918002],"domain_scores_gemma":[0.99987054,0.000045766225,0.000021720314,0.000016499645,0.000039990064,0.000005449226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043134033,0.000507797,0.00015866193,0.0005278003,0.00020815543,0.00094475143,0.00049050216,0.0004099012,0.0019559918],"category_scores_gemma":[0.0007164027,0.00018268754,0.0002486382,0.0006620964,0.00041761724,0.0012271163,0.00027512273,0.0004457089,0.0004245498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020423271,0.00017603466,0.005802674,0.00037865154,0.00007210685,0.00026386423,0.0002033717,0.37057412,0.06871609,0.33596128,0.0079122605,0.20973533],"study_design_scores_gemma":[0.000020496742,0.00037199847,0.015807306,0.00016553278,0.00010332316,0.00042436365,0.0001816743,0.7119682,0.05480396,0.10301847,0.11305079,0.00008389378],"about_ca_topic_score_codex":0.007484275,"about_ca_topic_score_gemma":0.007016718,"teacher_disagreement_score":0.007484275,"about_ca_system_score_codex":0.0018396721,"about_ca_system_score_gemma":0.0007254557,"threshold_uncertainty_score":0.014881432},"labels":[],"label_agreement":null},{"id":"W3094360124","doi":"10.1364/jocn.398749","title":"Virtualization of elastic optical networks and regenerators with traffic grooming","year":2020,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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":"Concordia University","funders":"Universidade de Pernambuco; Fundação de Amparo à Pesquisa do Estado da Bahia; Concordia University; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Ciência e Tecnologia do Estado de Pernambuco; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Universidade Federal de Pernambuco; University of Bristol","keywords":"Traffic grooming; Computer science; Network topology; Heuristics; Computer network; Integer programming; Network virtualization; Bandwidth (computing); Heuristic; Virtualization; Distributed computing; Topology (electrical circuits); Wavelength-division multiplexing; Cloud computing; Algorithm; Engineering; Materials science","score_opus":0.01948889210545715,"score_gpt":0.22437950075202773,"score_spread":0.20489060864657058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094360124","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.064782515,0.0008964288,0.91827196,0.00025983938,0.000095541356,0.00010510341,0.000049904385,0.00020608572,0.015332601],"genre_scores_gemma":[0.8550211,0.000836787,0.14067945,0.00010974185,0.000039466995,0.0001299335,0.00007430336,0.000031545726,0.003077641],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951684,0.00021906677,0.00001815548,0.000056751218,0.000097910604,0.000091319314],"domain_scores_gemma":[0.99970216,0.00013520112,0.000058651698,0.00003064246,0.000041256233,0.000032126005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045423972,0.00067246304,0.0004220184,0.00037180135,0.0003154468,0.0010460125,0.00077249034,0.00044035245,0.0009935943],"category_scores_gemma":[0.00084621087,0.0003110461,0.0005409348,0.00037057855,0.00053055707,0.0008407784,0.0008236521,0.0005961612,0.00011664996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041431707,0.00003422756,0.00020138365,0.000070498274,0.000019616902,0.00012005619,0.000034413864,0.9383467,0.0042641414,0.034548298,0.00046437193,0.021854866],"study_design_scores_gemma":[0.0000040173677,0.00003189429,0.000054100467,0.000008191047,0.0000064797373,0.000030065563,0.000021332286,0.9919817,0.00095198484,0.0055093323,0.0013971076,0.000003783337],"about_ca_topic_score_codex":0.0011228647,"about_ca_topic_score_gemma":0.00134723,"teacher_disagreement_score":0.0011228647,"about_ca_system_score_codex":0.00055369566,"about_ca_system_score_gemma":0.00090995326,"threshold_uncertainty_score":0.004017353},"labels":[],"label_agreement":null},{"id":"W3176638068","doi":"10.1364/jocn.423667","title":"Forecasting loss of signal in optical networks with machine learning","year":2021,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Ciena (Canada); Concordia University","funders":"","keywords":"USable; Computer science; SIGNAL (programming language); Artificial intelligence; Machine learning; Learning network","score_opus":0.027914225664794224,"score_gpt":0.23448383787771251,"score_spread":0.20656961221291828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3176638068","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":[0.61659014,0.00096544495,0.3773918,0.0011490737,0.0001219188,0.000058165282,0.00044694394,0.0013546591,0.0019218998],"genre_scores_gemma":[0.98436487,0.00016254894,0.014371596,0.000073506606,0.00006298966,0.000024047531,0.0003147994,0.000018216677,0.00060743256],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995326,0.00014457856,0.000028961274,0.00010817565,0.00011131793,0.000074474134],"domain_scores_gemma":[0.9966101,0.0022899164,0.0004800715,0.00018144259,0.00036621836,0.00007219518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013536473,0.0010472604,0.00062523346,0.0010258802,0.0003454636,0.00076781353,0.0007024666,0.0008188206,0.00039765655],"category_scores_gemma":[0.005452638,0.00039283658,0.00039461983,0.0008499872,0.00056682166,0.0015378556,0.0005052412,0.0013281178,0.00018866915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042456846,0.000036541354,0.0038675617,0.0000105953495,0.000012916183,0.000018882634,0.00000826951,0.9786281,0.00033746567,0.00037023026,0.00038863832,0.016278269],"study_design_scores_gemma":[8.382988e-7,0.000004421387,0.00026022008,9.4510074e-7,7.9918215e-7,0.0000016619875,0.0000017076784,0.99916184,0.00015429722,0.00038651508,0.000025597728,0.0000011735739],"about_ca_topic_score_codex":0.012090118,"about_ca_topic_score_gemma":0.00864325,"teacher_disagreement_score":0.012090118,"about_ca_system_score_codex":0.0013768655,"about_ca_system_score_gemma":0.0006359611,"threshold_uncertainty_score":0.024039507},"labels":[],"label_agreement":null},{"id":"W3182532713","doi":"10.1364/jocn.424415","title":"Dantzig–Wolfe decomposition for the design of filterless optical networks","year":2021,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche","keywords":"Computer science; Network topology; Subnetwork; Splitter; Topology (electrical circuits); Optical cross-connect; Beam splitter; Tree (set theory); Wavelength-division multiplexing; Optical fiber; Wavelength; Computer network; Telecommunications; Engineering; Mathematics; Optics; Physics","score_opus":0.0475065765040035,"score_gpt":0.2896850530361231,"score_spread":0.24217847653211957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3182532713","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":[0.019916067,0.0007176306,0.97349066,0.0004502804,0.00004395882,0.0000742448,0.00008490222,0.00006195475,0.005160238],"genre_scores_gemma":[0.47026488,0.0012114324,0.5190769,0.00026478808,0.00007553171,0.0006212035,0.00031022445,0.00011556345,0.008059513],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999413,0.00029221876,0.000017097513,0.00006678975,0.0001317985,0.00007907453],"domain_scores_gemma":[0.99931383,0.00045983266,0.00005818331,0.00003666654,0.000074232805,0.000057344394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00196568,0.0013195171,0.0012735127,0.0008511656,0.00045474054,0.0011822106,0.00076653564,0.0013371438,0.0021130915],"category_scores_gemma":[0.0027513052,0.00074499566,0.0009640859,0.0007457549,0.0011715367,0.0010927176,0.0010664352,0.001457732,0.00030109394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026902655,0.000035213117,0.00014802896,0.00005021301,0.000026898242,0.000033368815,0.000020191132,0.96327066,0.0005347862,0.027486976,0.00069041445,0.0076762596],"study_design_scores_gemma":[0.000009700692,0.000012285744,0.000020517673,0.0000066297293,0.0000030973888,0.000005740579,0.0000060545926,0.9855644,0.000107111526,0.013868628,0.0003937956,0.0000019373579],"about_ca_topic_score_codex":0.002195651,"about_ca_topic_score_gemma":0.0024049203,"teacher_disagreement_score":0.002195651,"about_ca_system_score_codex":0.0014371708,"about_ca_system_score_gemma":0.0016106656,"threshold_uncertainty_score":0.010427475},"labels":[],"label_agreement":null},{"id":"W3202624729","doi":"10.1364/jocn.437414","title":"Learning EPON delay models from data: a machine learning approach","year":2021,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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":"Institut National de la Recherche Scientifique; Concordia University","funders":"Horizon 2020 Framework Programme; Ministerio de Ciencia, Innovación y Universidades","keywords":"Computer science; Dimensioning; Polling; Algorithm; Upstream (networking); Artificial intelligence; Machine learning; Real-time computing; Computer network; Engineering","score_opus":0.08076557816815343,"score_gpt":0.2853205483218527,"score_spread":0.20455497015369928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202624729","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0432364,0.0005798321,0.95379394,0.0005628731,0.000040920724,0.000045496246,0.00032409895,0.0007974297,0.0006190373],"genre_scores_gemma":[0.7310795,0.00088264525,0.26241997,0.0003252182,0.00026413036,0.00029505068,0.0015479623,0.00013028388,0.003055183],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994671,0.00020758196,0.000043511005,0.00015292621,0.000077487035,0.000051544303],"domain_scores_gemma":[0.994964,0.0040195133,0.00028565584,0.00023202162,0.0004276942,0.00007111628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00187589,0.00095573877,0.0009849534,0.00096930127,0.00035258915,0.0009886543,0.0012905956,0.0014212995,0.0007914161],"category_scores_gemma":[0.006285409,0.00055596436,0.0007403564,0.0008456885,0.00054914225,0.0012870266,0.00067059556,0.0022053805,0.0003825887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052721185,0.00008665652,0.0021987513,0.00004817333,0.00004969446,0.00004181426,0.000044063396,0.9242787,0.0005677107,0.0036103684,0.0008678683,0.06815351],"study_design_scores_gemma":[0.0000015349756,0.000004819471,0.000060055736,0.000002263792,0.0000015472596,0.0000029868895,0.0000026565338,0.9980843,0.00010013237,0.0016627137,0.000075119875,0.0000018907696],"about_ca_topic_score_codex":0.0053898385,"about_ca_topic_score_gemma":0.0036908307,"teacher_disagreement_score":0.0053898385,"about_ca_system_score_codex":0.0010514291,"about_ca_system_score_gemma":0.0009318583,"threshold_uncertainty_score":0.010716915},"labels":[],"label_agreement":null},{"id":"W3209793655","doi":"10.1364/jocn.438522","title":"The Art of 6G (TAO 6G): how to wire Society 5.0 [Invited]","year":2021,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":44,"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; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Telecommunications; Viewpoints; Context (archaeology); European union; Standardization; Computer science; Engineering; Political science; Law; Business","score_opus":0.03786643106435132,"score_gpt":0.27737170728029353,"score_spread":0.2395052762159422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209793655","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011503308,0.17948945,0.039807133,0.33243746,0.15593563,0.00015082887,0.00035488608,0.00090910075,0.2794122],"genre_scores_gemma":[0.18125065,0.12397809,0.014317719,0.07424565,0.05450942,0.00025252075,0.00047282642,0.0010763624,0.5498967],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9992507,0.00022982442,0.000021856162,0.00011752251,0.00021148726,0.00016864],"domain_scores_gemma":[0.99950194,0.00018995123,0.000022038354,0.000034832134,0.00012023602,0.00013104679],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013559678,0.0006996362,0.00031156253,0.00075724314,0.0022760362,0.0052278,0.0005774279,0.0032070503,0.015126423],"category_scores_gemma":[0.0022088205,0.00025686657,0.00046559592,0.0005802626,0.0037669183,0.0070839305,0.0020544953,0.004669788,0.004564651],"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":[0.00004741625,0.00001648524,0.00022608173,0.0002522023,0.000014830386,0.00021264191,0.0019576596,0.00034251297,0.0017390229,0.30980483,0.57913953,0.106246755],"study_design_scores_gemma":[0.000002467052,0.000017728082,0.00013764344,0.00011267166,0.000003429042,0.00010777825,0.00070439547,0.00016454089,0.00026286865,0.028480614,0.9699901,0.000015775111],"about_ca_topic_score_codex":0.0021594462,"about_ca_topic_score_gemma":0.0031941556,"teacher_disagreement_score":0.015126423,"about_ca_system_score_codex":0.0016622198,"about_ca_system_score_gemma":0.0011626779,"threshold_uncertainty_score":0.050602973},"labels":[],"label_agreement":null},{"id":"W3216602760","doi":"","title":"The Art of 6G (TAO 6G): how to wire Society 5.0 [Invited]","year":2022,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Molecular Communication and Nanonetworks","field":"Engineering","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; Institut National de la Recherche Scientifique","funders":"","keywords":"Telecommunications; Viewpoints; Context (archaeology); European union; Standardization; Computer science; Engineering; Political science; Business; Law","score_opus":0.02030357858568296,"score_gpt":0.23655168534722276,"score_spread":0.2162481067615398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3216602760","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011503308,0.17948945,0.039807133,0.33243746,0.15593563,0.00015082887,0.00035488608,0.00090910075,0.2794122],"genre_scores_gemma":[0.18125065,0.12397809,0.014317719,0.07424565,0.05450942,0.00025252075,0.00047282642,0.0010763624,0.5498967],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9992507,0.00022982442,0.000021856162,0.00011752251,0.00021148726,0.00016864],"domain_scores_gemma":[0.99950194,0.00018995123,0.000022038354,0.000034832134,0.00012023602,0.00013104679],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013559678,0.0006996362,0.00031156253,0.00075724314,0.0022760362,0.0052278,0.0005774279,0.0032070503,0.015126423],"category_scores_gemma":[0.0022088205,0.00025686657,0.00046559592,0.0005802626,0.0037669183,0.0070839305,0.0020544953,0.004669788,0.004564651],"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":[0.00004741625,0.00001648524,0.00022608173,0.0002522023,0.000014830386,0.00021264191,0.0019576596,0.00034251297,0.0017390229,0.30980483,0.57913953,0.106246755],"study_design_scores_gemma":[0.000002467052,0.000017728082,0.00013764344,0.00011267166,0.000003429042,0.00010777825,0.00070439547,0.00016454089,0.00026286865,0.028480614,0.9699901,0.000015775111],"about_ca_topic_score_codex":0.0021594462,"about_ca_topic_score_gemma":0.0031941556,"teacher_disagreement_score":0.015126423,"about_ca_system_score_codex":0.0016622198,"about_ca_system_score_gemma":0.0011626779,"threshold_uncertainty_score":0.050602973},"labels":[],"label_agreement":null},{"id":"W4200388228","doi":"10.1364/jocn.443448","title":"RIFL: a reliable link layer network protocol for data center communication","year":2021,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Cloud Computing and Resource Management","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 Toronto","funders":"Division of Electrical, Communications and Cyber Systems; Natural Sciences and Engineering Research Council of Canada; Xilinx","keywords":"Data link layer; Computer network; Computer science; Link layer; Protocol (science); Layer (electronics); Network layer; Link (geometry); Application layer; Center (category theory); Physical layer; Telecommunications; Operating system; Network packet","score_opus":0.12040925103685014,"score_gpt":0.358005811868296,"score_spread":0.23759656083144587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200388228","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013831983,0.0026900377,0.95068836,0.00091612915,0.0004737289,0.0010858738,0.0008732266,0.016806291,0.01263435],"genre_scores_gemma":[0.4521896,0.003955717,0.5085148,0.0020626779,0.00068294775,0.0037111386,0.004384016,0.0016734498,0.022825655],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99819535,0.00033282375,0.00013693376,0.00017338018,0.0009252019,0.0002362792],"domain_scores_gemma":[0.9984352,0.0002581325,0.00031746182,0.0003373474,0.00057186355,0.000079975485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002417067,0.000893802,0.0006735207,0.0017022614,0.0013210978,0.0018166701,0.0022893744,0.0010420618,0.0034190235],"category_scores_gemma":[0.002881188,0.000461623,0.00054222374,0.0008556817,0.0009334895,0.0022901383,0.0020316346,0.001890395,0.0020637764],"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":[0.00090779795,0.0003402543,0.0018265458,0.0022469317,0.000327461,0.0010218807,0.0009918244,0.039571635,0.15993987,0.083844975,0.109752044,0.59922874],"study_design_scores_gemma":[0.00041139967,0.0018982696,0.0016913655,0.00036102874,0.00030763584,0.0016523955,0.00027556237,0.3682568,0.14226446,0.027912091,0.454468,0.00050099386],"about_ca_topic_score_codex":0.0018954905,"about_ca_topic_score_gemma":0.0021561813,"teacher_disagreement_score":0.0034190235,"about_ca_system_score_codex":0.001294976,"about_ca_system_score_gemma":0.0023226861,"threshold_uncertainty_score":0.012782872},"labels":[],"label_agreement":null},{"id":"W4223635528","doi":"10.1364/jocn.455539","title":"Supervised graph convolution networks for OSNR and power estimation in optical mesh networks","year":2022,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Ciena (Canada)","funders":"","keywords":"Computer science; Convolution (computer science); Electronic engineering; Graph; Theoretical computer science; Artificial intelligence; Engineering","score_opus":0.02052917874619004,"score_gpt":0.2506116659533985,"score_spread":0.23008248720720847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223635528","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":[0.09228517,0.00027734909,0.9049601,0.00028416378,0.000025313884,0.000027053144,0.00017225511,0.0010825427,0.00088615523],"genre_scores_gemma":[0.886215,0.00016970652,0.11115879,0.00009118888,0.000028534054,0.00005838571,0.0003659939,0.00011513995,0.0017971961],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999694,0.00009997577,0.000015414424,0.00009049863,0.00005943564,0.000040732073],"domain_scores_gemma":[0.9985695,0.00087193627,0.0001872871,0.00010353181,0.00022871258,0.000039101178],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093513535,0.0007955324,0.0005767516,0.0007375498,0.00031025536,0.00050886004,0.0009902404,0.0007894544,0.00076233316],"category_scores_gemma":[0.0042277756,0.0004563096,0.0005251902,0.0006471934,0.0005787367,0.0012767136,0.0006416068,0.0010073268,0.00013802804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052026164,0.00002068562,0.000971601,0.000021545384,0.000019838242,0.000021707721,0.000024937253,0.9632686,0.0012120332,0.002718677,0.00042404226,0.031244295],"study_design_scores_gemma":[5.2588393e-7,0.000002066741,0.00007004338,6.639629e-7,9.952713e-7,0.0000014897993,0.000001443762,0.9984763,0.0001843691,0.0012363191,0.00002474326,9.619307e-7],"about_ca_topic_score_codex":0.01218187,"about_ca_topic_score_gemma":0.011964119,"teacher_disagreement_score":0.01218187,"about_ca_system_score_codex":0.0015803229,"about_ca_system_score_gemma":0.0007050067,"threshold_uncertainty_score":0.024221957},"labels":[],"label_agreement":null},{"id":"W4223650495","doi":"10.1364/jocn.454191","title":"Outage probability analysis of a vertical underwater wireless optical link subject to oceanic turbulence and pointing errors","year":2022,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Wireless Communication Technologies","field":"Engineering","cited_by":74,"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":"Campus France; European Cooperation in Science and Technology; Institut Français de Recherche pour l'Exploitation de la Mer","keywords":"Computer science; Optical link; Underwater; Fading; Link budget; Wireless; Electronic engineering; Channel (broadcasting); Telecommunications; Optical fiber; Engineering","score_opus":0.029935368263991225,"score_gpt":0.2597286624245146,"score_spread":0.22979329416052335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223650495","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":[0.57082987,0.0024628048,0.409545,0.0010079065,0.000080475795,0.000076719974,0.0004405645,0.00037385395,0.015182765],"genre_scores_gemma":[0.99502605,0.00052740425,0.0031657491,0.000037057638,0.000030142537,0.000026115164,0.00007253085,0.00001925347,0.0010957468],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914944,0.00027296692,0.000034359025,0.00007531775,0.0002470514,0.00022092996],"domain_scores_gemma":[0.99516875,0.0033599995,0.0007043271,0.00013341793,0.0005375953,0.000095805604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013378316,0.0007330603,0.00067315495,0.000834879,0.00066055416,0.0008210052,0.00063141494,0.0007799255,0.0015705648],"category_scores_gemma":[0.004485098,0.00028267773,0.00043107884,0.00094272906,0.00092641125,0.0007336228,0.001056715,0.0006386473,0.00015996759],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007773162,0.000023323202,0.002578703,0.00009016544,0.000028139055,0.00034861328,0.00009489553,0.9799903,0.0038529008,0.008137652,0.00044171888,0.0043359213],"study_design_scores_gemma":[0.0000026889377,0.00003355985,0.000876849,0.000008534562,0.000013252845,0.000066262524,0.000051539937,0.9971566,0.0005383426,0.0011528616,0.000090962334,0.0000086372065],"about_ca_topic_score_codex":0.008382554,"about_ca_topic_score_gemma":0.0039474666,"teacher_disagreement_score":0.008382554,"about_ca_system_score_codex":0.001416369,"about_ca_system_score_gemma":0.000855577,"threshold_uncertainty_score":0.016667545},"labels":[],"label_agreement":null},{"id":"W4319592797","doi":"10.1364/jocn.480080","title":"Employing channel probing to derive end-of-life service margins for optical spectrum services","year":2023,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Trinity College","funders":"Bundesministerium für Bildung und Forschung; Science Foundation Ireland","keywords":"Testbed; Channel (broadcasting); Margin (machine learning); Computer science; Service (business); Computer network; Telecommunications; Noise margin; Electronic engineering; Engineering; Electrical engineering","score_opus":0.04862541281597752,"score_gpt":0.2815071254395047,"score_spread":0.23288171262352717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319592797","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":[0.54407275,0.00021965003,0.4479452,0.00012708908,0.00006190933,0.000081227554,0.0003170751,0.0010715367,0.0061034504],"genre_scores_gemma":[0.9769514,0.00004726832,0.02230572,0.000034944267,0.0000072206403,0.00002485664,0.00010088824,0.00006177976,0.00046581184],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993455,0.00012196429,0.000023215305,0.00011883669,0.0003141251,0.000076292665],"domain_scores_gemma":[0.998142,0.0007551587,0.0003311906,0.00031464573,0.0004052692,0.000051810726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00085952936,0.00053404266,0.00018957439,0.00048267763,0.00032203158,0.0005873355,0.00047202263,0.00040835753,0.0013663436],"category_scores_gemma":[0.0033197731,0.0001165689,0.00016944968,0.00029017663,0.0004765588,0.0010521905,0.00065578445,0.00058204646,0.00048268732],"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":[0.0008413883,0.00022879092,0.027677853,0.0002302015,0.00006251253,0.00023824505,0.0005512045,0.15917926,0.6495059,0.008348358,0.0010698573,0.15206641],"study_design_scores_gemma":[0.000013455383,0.00058131584,0.0136089325,0.000030436322,0.0000308052,0.0002516045,0.00027311046,0.31541204,0.6610706,0.0035069934,0.0051539266,0.00006676361],"about_ca_topic_score_codex":0.00081754243,"about_ca_topic_score_gemma":0.0014055176,"teacher_disagreement_score":0.0013663436,"about_ca_system_score_codex":0.00065137935,"about_ca_system_score_gemma":0.0003559442,"threshold_uncertainty_score":0.0047260523},"labels":[],"label_agreement":null},{"id":"W4321435121","doi":"10.1364/jocn.474329","title":"Merging engine implementation for intra-frame sharing in multi-tenant virtual passive optical networks","year":2023,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","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":"Computer science; Passive optical network; Computer network; Dynamic bandwidth allocation; Frame (networking); Bandwidth (computing); Real-time computing; Wavelength-division multiplexing","score_opus":0.051928047333284245,"score_gpt":0.34169516117498544,"score_spread":0.2897671138417012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321435121","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33261254,0.000118775526,0.661686,0.00005251566,0.000042023068,0.000113995906,0.000041290834,0.0023799255,0.0029529922],"genre_scores_gemma":[0.8795718,0.000033738477,0.11945623,0.000021916454,0.000006264879,0.000027551647,0.0000595241,0.000052570125,0.00077035936],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953437,0.000091372836,0.000035058016,0.00006490065,0.00015464635,0.00011971325],"domain_scores_gemma":[0.99949956,0.00013381183,0.00006962368,0.000111078734,0.00013966596,0.00004634789],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008271261,0.00038441995,0.000295833,0.0004271743,0.0004382594,0.00059537153,0.0015406521,0.0003399907,0.0012661212],"category_scores_gemma":[0.001023625,0.00020223834,0.0003085848,0.00032354752,0.00030969505,0.0009680461,0.0006668596,0.0004473442,0.00016761679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009752495,0.0005193018,0.006525134,0.00012313205,0.00015380426,0.0005236784,0.0005267814,0.523914,0.18689512,0.020424547,0.0017583972,0.2576608],"study_design_scores_gemma":[0.000015268297,0.00013918226,0.00059713074,0.000003190824,0.000022164684,0.000076558536,0.00003124687,0.94026476,0.056247793,0.001033767,0.0015534264,0.00001538595],"about_ca_topic_score_codex":0.0031883144,"about_ca_topic_score_gemma":0.0035077995,"teacher_disagreement_score":0.0031883144,"about_ca_system_score_codex":0.00077847537,"about_ca_system_score_gemma":0.000888534,"threshold_uncertainty_score":0.0063394904},"labels":[],"label_agreement":null},{"id":"W4328051155","doi":"10.1364/jocn.481202","title":"Dimensioning networks of ROADM cluster nodes","year":2023,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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":"Huawei Technologies (Canada)","funders":"","keywords":"Dimensioning; Computer network; Multiplexer; Computer science; Node (physics); Engineering; Multiplexing; Telecommunications","score_opus":0.025310925246927404,"score_gpt":0.2653966333084082,"score_spread":0.24008570806148077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4328051155","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":[0.54901874,0.0003252755,0.4419729,0.0002070423,0.000061175764,0.00009893416,0.000102139515,0.0010573033,0.007156399],"genre_scores_gemma":[0.87269455,0.000103645405,0.12499972,0.000043947246,0.000014679968,0.000049118327,0.000098707,0.000024915564,0.0019707852],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999754,0.000051945946,0.00001223709,0.0000789654,0.00005580086,0.000047082118],"domain_scores_gemma":[0.9993992,0.00014309531,0.00010519047,0.00018357953,0.00012641084,0.00004255656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039341635,0.0002512675,0.0002657226,0.00037202364,0.00055156415,0.0004627112,0.00084180455,0.00026406458,0.0010858699],"category_scores_gemma":[0.00075272523,0.00023823621,0.00022339507,0.00035242012,0.00039014834,0.00084950135,0.000749795,0.00030822578,0.00022647344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043091987,0.00013912313,0.0046974304,0.00013678335,0.00006956578,0.00014242085,0.0002695093,0.6845515,0.110775955,0.017014341,0.0022792085,0.17949325],"study_design_scores_gemma":[0.00002347052,0.00020153886,0.0013291568,0.000008375035,0.000018864957,0.000075053824,0.000082447004,0.9483786,0.041975707,0.0037155652,0.0041631823,0.00002799837],"about_ca_topic_score_codex":0.0021394652,"about_ca_topic_score_gemma":0.0054674,"teacher_disagreement_score":0.0021394652,"about_ca_system_score_codex":0.00086855557,"about_ca_system_score_gemma":0.0004704682,"threshold_uncertainty_score":0.00630188},"labels":[],"label_agreement":null},{"id":"W4360851778","doi":"10.1364/jocn.483130","title":"Scalable filterless coherent point-to-multipoint metro network architecture","year":2023,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Infineon Technologies (Canada)","funders":"Horizon 2020 Framework Programme","keywords":"Subcarrier; Scalability; Computer science; Flexibility (engineering); Telecommunications; Point-to-point; Intersection (aeronautics); Transmission (telecommunications); Software deployment; Computer network; Core network; Orthogonal frequency-division multiplexing; Engineering","score_opus":0.027560080384801042,"score_gpt":0.26086173774477805,"score_spread":0.23330165735997702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360851778","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18379466,0.0004999519,0.79532796,0.00038774085,0.00010337556,0.00015737266,0.0002624498,0.001837093,0.017629413],"genre_scores_gemma":[0.8656985,0.00024181666,0.1235759,0.00012606819,0.000049204693,0.00009602432,0.00022059564,0.000027032105,0.009964792],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998578,0.00002082671,0.0000048536713,0.000033191955,0.00006178995,0.000021587832],"domain_scores_gemma":[0.9998667,0.000019845002,0.000020021489,0.000018759758,0.00005772056,0.000016997526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015428009,0.0003028729,0.0002598213,0.00026944728,0.0003507377,0.0005223779,0.0010257077,0.0005572718,0.002459172],"category_scores_gemma":[0.00019112417,0.000100043486,0.00020504989,0.000278461,0.00022651016,0.0008110683,0.00033899737,0.00030786396,0.00069885055],"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":[0.0005417259,0.00037754505,0.001318936,0.00019761216,0.00010332548,0.0005633254,0.00014308078,0.27433687,0.47878236,0.05230877,0.007331117,0.18399534],"study_design_scores_gemma":[0.000057810215,0.0005977266,0.00074359303,0.000012738251,0.000032180375,0.00032776713,0.000025733938,0.93501526,0.04713638,0.007741567,0.008277043,0.000032196305],"about_ca_topic_score_codex":0.0011931368,"about_ca_topic_score_gemma":0.002282637,"teacher_disagreement_score":0.002459172,"about_ca_system_score_codex":0.00067222887,"about_ca_system_score_gemma":0.0005170282,"threshold_uncertainty_score":0.008226752},"labels":[],"label_agreement":null},{"id":"W4382517623","doi":"10.1364/jocn.489228","title":"Perspectives on and the road towards 100  Gb/s TDM PON with intensity-modulation and direct-detection","year":2023,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Nokia (Canada)","funders":"Agentschap Innoveren en Ondernemen","keywords":"Passive optical network; Intensity modulation; Modulation (music); Time-division multiplexing; Computer science; Ethernet; Power budget; Electronic engineering; Telecommunications; Wavelength-division multiplexing; Computer network; Power (physics); Multiplexing; Optics; Physics; Wavelength; Engineering; Phase modulation; Power control","score_opus":0.023365168077437604,"score_gpt":0.2501501177883858,"score_spread":0.2267849497109482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382517623","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":[0.1257016,0.09237732,0.08590853,0.14420013,0.0028557,0.00012495222,0.0007504477,0.001013955,0.54706734],"genre_scores_gemma":[0.79450315,0.07952447,0.07482786,0.010784584,0.0013155896,0.000085338754,0.0006273308,0.000114264934,0.038217496],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99948406,0.00010426592,0.000012127543,0.00004644522,0.00024612158,0.00010682834],"domain_scores_gemma":[0.9994085,0.00019168528,0.00005036572,0.000040518386,0.00018328051,0.0001256302],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014785103,0.00040358657,0.00017176666,0.0004282605,0.0005593288,0.003232434,0.00061582157,0.002005886,0.011711937],"category_scores_gemma":[0.0013501476,0.00012453599,0.00016855725,0.00046743162,0.0011858642,0.004956814,0.0009947593,0.0012801582,0.0015575323],"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":[0.00027913836,0.0002602666,0.005662682,0.0008814249,0.000027186588,0.00044087955,0.00033357757,0.011707174,0.019443393,0.6976787,0.032923076,0.23036255],"study_design_scores_gemma":[0.00004089374,0.0006663199,0.005487259,0.00080343214,0.000030702366,0.0008241346,0.0017070834,0.029595481,0.01576096,0.42035702,0.52464366,0.00008309086],"about_ca_topic_score_codex":0.002251273,"about_ca_topic_score_gemma":0.0031284615,"teacher_disagreement_score":0.011711937,"about_ca_system_score_codex":0.001168901,"about_ca_system_score_gemma":0.0018559244,"threshold_uncertainty_score":0.03918028},"labels":[],"label_agreement":null},{"id":"W4383373437","doi":"10.1364/jocn.486940","title":"Cost- and energy-efficient filterless architectures for metropolitan networks","year":2023,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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":"Ciena (Canada); Cegep regional de Lanaudiere; École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Energy consumption; Efficient energy use; Flexibility (engineering); Network architecture; Metropolitan area network; Quality of service; Telecommunications; Engineering; Local area network","score_opus":0.04248126653299987,"score_gpt":0.2953817302518052,"score_spread":0.2529004637188053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383373437","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41027838,0.0019001758,0.5674085,0.00089144177,0.000071006856,0.00006911174,0.0001537393,0.0009672952,0.018260304],"genre_scores_gemma":[0.9234236,0.0004813558,0.07084042,0.0000585787,0.000032990767,0.000023205776,0.00006661771,0.000027082113,0.00504606],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99993,0.0000147600385,0.0000019792758,0.000007783581,0.000031910185,0.000013488475],"domain_scores_gemma":[0.99987113,0.0000406315,0.000025313771,0.000022817,0.00003193775,0.000008213094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019316215,0.0001842903,0.00010618264,0.00025319812,0.00020334184,0.0004727262,0.00038848436,0.00026177193,0.0021634889],"category_scores_gemma":[0.00031621344,0.00007373802,0.00008746796,0.00025448107,0.00021445524,0.0010994787,0.00014033698,0.00022727597,0.00022977426],"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":[0.00044515077,0.00027072287,0.0018481797,0.00023584107,0.00004458529,0.00017201714,0.000081680664,0.25622764,0.3416511,0.1648229,0.005858502,0.22834165],"study_design_scores_gemma":[0.000031036197,0.0005020884,0.0022029004,0.00002067027,0.000026982365,0.00014799401,0.00005310238,0.87332225,0.062208094,0.041172884,0.020287568,0.00002445195],"about_ca_topic_score_codex":0.0009362391,"about_ca_topic_score_gemma":0.0023970786,"teacher_disagreement_score":0.0021634889,"about_ca_system_score_codex":0.00070249406,"about_ca_system_score_gemma":0.00029472186,"threshold_uncertainty_score":0.007237613},"labels":[],"label_agreement":null},{"id":"W4384282802","doi":"10.1364/jocn.486838","title":"Robust traffic grooming and infrastructure placement in OTN-over-DWDM networks","year":2023,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Optical Network Technologies","field":"Engineering","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":"Huawei Technologies (Canada); Western University","funders":"","keywords":"Traffic grooming; Scalability; Computer science; Wavelength-division multiplexing; Computer network; Heuristic; Optical networking; Optimization problem; Backbone network; Distributed computing; Wavelength","score_opus":0.02643342295823378,"score_gpt":0.2519613049828979,"score_spread":0.22552788202466414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384282802","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21470936,0.0005841708,0.7751971,0.0002843427,0.00006249475,0.00013705285,0.00011185268,0.00033027236,0.008583386],"genre_scores_gemma":[0.9435149,0.0001754891,0.055413898,0.000039774528,0.0000096059775,0.000035299025,0.000042472093,0.000023852172,0.0007446848],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961334,0.00012637525,0.000015853311,0.00006412097,0.00009517649,0.00008518434],"domain_scores_gemma":[0.9993144,0.00039911622,0.00014393144,0.000042579013,0.00006294294,0.000037065965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008381679,0.0007054341,0.000562715,0.00032433998,0.00034870015,0.00068390206,0.0005948064,0.00059260457,0.00055984565],"category_scores_gemma":[0.0018670752,0.0003079074,0.00028456107,0.0004144755,0.00054228056,0.0005681747,0.0007627037,0.00064988056,0.000057754714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022616334,0.000011713557,0.000102308884,0.000011538995,0.0000045473494,0.00002307019,0.0000073832525,0.9932995,0.001046526,0.00083588925,0.00005068421,0.0045842435],"study_design_scores_gemma":[0.0000032647206,0.000028498833,0.000057909085,0.0000024839694,0.000002416692,0.0000067976466,0.000008585463,0.9985966,0.00059105695,0.00060581684,0.00009445671,0.0000020928433],"about_ca_topic_score_codex":0.0058534225,"about_ca_topic_score_gemma":0.0047613033,"teacher_disagreement_score":0.0058534225,"about_ca_system_score_codex":0.000989725,"about_ca_system_score_gemma":0.0008716397,"threshold_uncertainty_score":0.011638701},"labels":[],"label_agreement":null},{"id":"W4386069818","doi":"10.1364/jocn.504006","title":"Introduction to the Future Optical Networks and Communications Symposium Special Issue","year":2023,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Telecommunications; Computer science; Engineering","score_opus":0.014909037853232747,"score_gpt":0.2518414231065158,"score_spread":0.23693238525328306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386069818","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":[0.0009187509,0.030119346,0.0053025535,0.024288714,0.6492706,0.000368545,0.0021934542,0.001107457,0.28643054],"genre_scores_gemma":[0.0034915549,0.03037121,0.0024325473,0.00800177,0.26133108,0.00021675308,0.0029229228,0.0006982484,0.690534],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99892056,0.000092524686,0.00007969512,0.00015336167,0.0006185977,0.00013527938],"domain_scores_gemma":[0.9965417,0.00038926012,0.00018246187,0.0001979955,0.0018594273,0.00082911825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016313415,0.0013250716,0.0010771444,0.0025703204,0.0012746237,0.0047869775,0.0011957148,0.0021371301,0.2008439],"category_scores_gemma":[0.0026383158,0.00045112826,0.0008757318,0.0018346075,0.00050795265,0.0032909312,0.0015554515,0.0038857001,0.11630574],"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":[0.000012456426,0.000029754949,0.000048161735,0.000109280496,0.0000034975292,0.0000313644,0.000012244982,0.00006334461,0.00033284706,0.0013462161,0.96757454,0.030436289],"study_design_scores_gemma":[0.0000025221118,0.000019848583,0.00015586025,0.000059998605,0.0000028369145,0.000050062343,0.000012692434,0.00004834624,0.00006397785,0.0005308687,0.99904805,0.0000048736224],"about_ca_topic_score_codex":0.0010100184,"about_ca_topic_score_gemma":0.0026053938,"teacher_disagreement_score":0.2008439,"about_ca_system_score_codex":0.0011028327,"about_ca_system_score_gemma":0.002128265,"threshold_uncertainty_score":0.6718898},"labels":[],"label_agreement":null},{"id":"W4389453941","doi":"10.1364/jocn.500117","title":"Low-latency partial resource offloading in cloud-edge elastic optical networks","year":2023,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"IoT and Edge/Fog Computing","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":"National Key Research and Development Program of China; Ministry of Science and ICT, South Korea; Natural Science Foundation of Jiangsu Province","keywords":"Computer science; Cloud computing; Mobile edge computing; Edge computing; Leverage (statistics); Distributed computing; Computer network; Integer programming; Resource allocation; Latency (audio); Enhanced Data Rates for GSM Evolution; Artificial intelligence; Algorithm","score_opus":0.040098789548280875,"score_gpt":0.28385527842916736,"score_spread":0.24375648888088647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389453941","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3011712,0.0009184711,0.6838109,0.00039392532,0.0000977581,0.00009576065,0.000108647306,0.00044856846,0.012954686],"genre_scores_gemma":[0.9792396,0.00013164946,0.01954287,0.000055240085,0.000014191673,0.000019954878,0.000025612555,0.000023004404,0.00094786263],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960107,0.00010841782,0.000008535736,0.000051701576,0.00007722593,0.00015302346],"domain_scores_gemma":[0.99957913,0.00025067013,0.000052333275,0.00003653033,0.000044520308,0.000036832753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052222336,0.00052423746,0.00043924816,0.00022689751,0.0005867785,0.00069681276,0.0006246542,0.00035722545,0.00084110454],"category_scores_gemma":[0.00090242905,0.00021454116,0.00022878527,0.0004029392,0.00055828964,0.00091168773,0.00061137613,0.00042675145,0.00008692267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019605065,0.00008074174,0.000527588,0.00004754159,0.000012350552,0.00011491135,0.000049288796,0.9536232,0.0068210596,0.008095301,0.0008679061,0.029564116],"study_design_scores_gemma":[0.0000030080573,0.000018458753,0.00009515477,0.0000023829098,0.0000022680706,0.0000131608385,0.00002548297,0.9967012,0.0009827741,0.001919372,0.00023378365,0.0000029096068],"about_ca_topic_score_codex":0.0070761773,"about_ca_topic_score_gemma":0.010752912,"teacher_disagreement_score":0.0070761773,"about_ca_system_score_codex":0.0009236967,"about_ca_system_score_gemma":0.0010507591,"threshold_uncertainty_score":0.014069974},"labels":[],"label_agreement":null},{"id":"W4396872883","doi":"10.1364/jocn.509963","title":"Cost dynamics of converged optical-wireless networks: enabling low-latency xRANs through a reconfigurable hybrid split","year":2024,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":2,"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; Toronto Metropolitan University","keywords":"Reconfigurability; Computer network; Computer science; Wireless network; Latency (audio); Wireless; Telecommunications","score_opus":0.03711411129386315,"score_gpt":0.285296297354248,"score_spread":0.24818218606038484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396872883","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":[0.84920883,0.0012353421,0.13526632,0.0005066359,0.0000334446,0.000036529927,0.000108889246,0.00013749329,0.013466446],"genre_scores_gemma":[0.9937133,0.00024427503,0.0053827446,0.00001853075,0.000008662589,0.000008057544,0.000016073223,0.000012351395,0.0005959192],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996624,0.00006951983,0.0000065308427,0.00003407754,0.00013518955,0.000092266375],"domain_scores_gemma":[0.99921334,0.00031904184,0.00018065945,0.000060737726,0.00018322637,0.000042968324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005524492,0.00044386595,0.00018001016,0.00041148136,0.00039979082,0.0010499606,0.00053764833,0.00026134204,0.0011272943],"category_scores_gemma":[0.001553275,0.00017204712,0.00013945019,0.0003460937,0.0005164034,0.0020354677,0.0006192154,0.0004828776,0.000110420646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081904326,0.00019413441,0.016667986,0.00019051773,0.00008356595,0.0008523418,0.0004897505,0.63659424,0.10138199,0.1500924,0.0013419851,0.091292016],"study_design_scores_gemma":[0.000013658564,0.00031820766,0.007696456,0.000032370008,0.00004131537,0.0004588758,0.00058444956,0.9367896,0.023398511,0.027863566,0.00276665,0.000036310576],"about_ca_topic_score_codex":0.0016988484,"about_ca_topic_score_gemma":0.0024401217,"teacher_disagreement_score":0.0016988484,"about_ca_system_score_codex":0.0011325415,"about_ca_system_score_gemma":0.00047423725,"threshold_uncertainty_score":0.008217275},"labels":[],"label_agreement":null},{"id":"W4406740965","doi":"10.1364/jocn.538478","title":"Enabling ROADM in mode division multiplexing networks with mode-selective switches","year":2025,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Optical Network Technologies","field":"Engineering","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":"Natural Sciences and Engineering Research Council of Canada","keywords":"Multiplexing; Time-division multiplexing; Mode (computer interface); Computer science; Wavelength-division multiplexing; Computer network; Division (mathematics); Electronic engineering; Telecommunications; Optoelectronics; Engineering; Materials science","score_opus":0.015855343330958515,"score_gpt":0.2706430588700184,"score_spread":0.2547877155390599,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406740965","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":[0.772985,0.000544466,0.21700093,0.00014502896,0.000074080606,0.00006701113,0.0001360044,0.0013850135,0.007662511],"genre_scores_gemma":[0.9301732,0.000121273704,0.068392165,0.000040997482,0.000012576008,0.000026701393,0.000041566913,0.000024561768,0.0011670039],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998118,0.000030799114,0.0000055462647,0.000033083925,0.00008803798,0.000030616022],"domain_scores_gemma":[0.9998196,0.00006951339,0.00004088774,0.00003388791,0.000026431251,0.0000096988615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032591863,0.00019495083,0.00009386675,0.00018724082,0.00014861002,0.0002898335,0.0004069498,0.00019900582,0.00060373615],"category_scores_gemma":[0.00029987012,0.00011359018,0.00011615215,0.000106431806,0.00027388718,0.00032853978,0.0002526112,0.00026397672,0.0001677618],"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":[0.00010210781,0.00007226538,0.00094842,0.00006826567,0.000012417434,0.0001618792,0.000074415555,0.011559501,0.93974507,0.006900509,0.0004076934,0.039947502],"study_design_scores_gemma":[0.000010966532,0.00025442438,0.0009293104,0.0000070502506,0.000008414115,0.00022219114,0.000021517775,0.1251042,0.86593354,0.0013482622,0.006143978,0.000016085605],"about_ca_topic_score_codex":0.00028997278,"about_ca_topic_score_gemma":0.0006678887,"teacher_disagreement_score":0.00060373615,"about_ca_system_score_codex":0.00027361154,"about_ca_system_score_gemma":0.00016978658,"threshold_uncertainty_score":0.0020197034},"labels":[],"label_agreement":null},{"id":"W4411153878","doi":"10.1364/jocn.561437","title":"Supervised and unsupervised learning for classifying changes in optical time domain reflectometer traces","year":2025,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","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":"Mitacs","keywords":"Optical time-domain reflectometer; Computer science; Artificial intelligence; Pattern recognition (psychology); Domain (mathematical analysis); Unsupervised learning; Time domain; Supervised learning; Artificial neural network; Optical fiber; Computer vision; Telecommunications; Mathematics; Fiber optic sensor; Fiber optic splitter","score_opus":0.042711253210193895,"score_gpt":0.3342893213858931,"score_spread":0.2915780681756992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411153878","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3356374,0.00042969023,0.6589216,0.00025194528,0.000069774615,0.00020652864,0.00044915907,0.0022714697,0.0017623893],"genre_scores_gemma":[0.8817573,0.00009829716,0.115682945,0.000073736686,0.000047670226,0.000140798,0.0008780507,0.000052719348,0.0012683554],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980076,0.0008293518,0.0001531876,0.00048960117,0.00033226423,0.00018796344],"domain_scores_gemma":[0.9957689,0.0023422781,0.0005024547,0.0004811314,0.00080214767,0.00010318307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003666754,0.0011574958,0.0008105352,0.0018284947,0.00047495114,0.0009518294,0.0012992456,0.0011577685,0.0005175215],"category_scores_gemma":[0.0069486275,0.00029527675,0.0010013197,0.0011443736,0.0007035737,0.0013585608,0.0008168599,0.0011630147,0.00040099066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005277423,0.0010549985,0.020154908,0.00014131799,0.0002964915,0.0001486941,0.0002842938,0.5197511,0.008811515,0.0024348835,0.0025015506,0.4438925],"study_design_scores_gemma":[0.0000036623053,0.000033527474,0.0012054243,0.0000032694595,0.0000073600168,0.000015119443,0.000021828817,0.99618715,0.0015586175,0.0008343815,0.00012136221,0.000008295001],"about_ca_topic_score_codex":0.004879294,"about_ca_topic_score_gemma":0.0059170625,"teacher_disagreement_score":0.004879294,"about_ca_system_score_codex":0.0007411834,"about_ca_system_score_gemma":0.0011793149,"threshold_uncertainty_score":0.019391894},"labels":[],"label_agreement":null},{"id":"W4413745928","doi":"10.1364/jocn.561775","title":"Multi-task localization based on Φ-OTDR: composite vibration recognition, synchronous localization, and co-trench position","year":2025,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Advanced Fiber Optic Sensors","field":"Engineering","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":"Université du Québec; Centrale des Syndicats du Québec; Université du Québec à Montréal","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China; State Key Laboratory of Information Photonics and Optical Communications; China Association for Science and Technology","keywords":"Position (finance); Composite number; Vibration; Computer science; Task (project management); Optical time-domain reflectometer; Trench; Acoustics; Engineering; Optical fiber; Telecommunications; Materials science; Physics; Fiber optic sensor; Algorithm","score_opus":0.01855992458880546,"score_gpt":0.26883869736786015,"score_spread":0.2502787727790547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413745928","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019840244,0.00022567512,0.97793007,0.00006406935,0.00005990509,0.00003358609,0.000047761416,0.0009043635,0.0008943317],"genre_scores_gemma":[0.7138026,0.00030713703,0.28137794,0.0002319094,0.00011963577,0.000110809844,0.00034837006,0.00014451612,0.003557136],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991425,0.00013227551,0.00004056373,0.00028137164,0.00027238776,0.00013079605],"domain_scores_gemma":[0.9992853,0.0001929938,0.00014003114,0.00012064248,0.00021265367,0.000048387014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006191564,0.0011057288,0.0008097902,0.0007257146,0.00030087642,0.0005187397,0.0009825666,0.00075398985,0.0010905738],"category_scores_gemma":[0.0019464811,0.00023038895,0.00059002877,0.00070316985,0.00045315333,0.0008499155,0.0011821829,0.0006442702,0.000858894],"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":[0.0006666632,0.00026086273,0.0042568576,0.00026297616,0.00010585005,0.00046598303,0.00021458679,0.11665799,0.12394541,0.0027400746,0.0024642854,0.7479584],"study_design_scores_gemma":[0.00003331066,0.00040571977,0.0053536785,0.000023336965,0.000052334446,0.00065479387,0.00010516151,0.94891167,0.03800279,0.0030614752,0.003332807,0.00006296373],"about_ca_topic_score_codex":0.0022898798,"about_ca_topic_score_gemma":0.0034692662,"teacher_disagreement_score":0.0022898798,"about_ca_system_score_codex":0.00020569768,"about_ca_system_score_gemma":0.00061831874,"threshold_uncertainty_score":0.004553139},"labels":[],"label_agreement":null},{"id":"W4414199417","doi":"10.1364/jocn.566810","title":"From artificial intelligence to active inference: the key to true AI and the 6G world brain [Invited]","year":2025,"lang":"en","type":"article","venue":"Journal of Optical Communications and Networking","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":2,"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":"Key (lock); Context (archaeology); Inference; Artificial general intelligence; Cognition; Applications of artificial intelligence; Ideal (ethics)","score_opus":0.05026412066577364,"score_gpt":0.3490775317280249,"score_spread":0.2988134110622513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414199417","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":[0.002889859,0.1533442,0.118085906,0.5708677,0.09129098,0.00007371185,0.00027798832,0.00090686977,0.06226275],"genre_scores_gemma":[0.1918234,0.165188,0.06605071,0.1498259,0.23418592,0.00033238655,0.0005317366,0.001005338,0.19105671],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989661,0.00039025402,0.000029737203,0.00019631833,0.000300858,0.000116717456],"domain_scores_gemma":[0.9965029,0.0023934206,0.00007224182,0.0001149997,0.0006169099,0.00029962053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030930704,0.0009438966,0.0007041187,0.0007199603,0.0015466749,0.0054959115,0.0009291105,0.003949942,0.006607476],"category_scores_gemma":[0.007234459,0.00045572015,0.00042729283,0.00062394585,0.005705804,0.007240938,0.0016085407,0.009008322,0.003270476],"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":[0.00009962862,0.000027419435,0.00020289842,0.00027650106,0.00005038783,0.00016580678,0.0007445639,0.0014088254,0.00086391065,0.29829046,0.5619369,0.13593268],"study_design_scores_gemma":[0.000016056394,0.000028191893,0.00017898295,0.00024022258,0.000016118254,0.00015093898,0.0003023368,0.002791019,0.00056282815,0.26172534,0.7339348,0.00005299568],"about_ca_topic_score_codex":0.0018000449,"about_ca_topic_score_gemma":0.0018063714,"teacher_disagreement_score":0.006607476,"about_ca_system_score_codex":0.0015033352,"about_ca_system_score_gemma":0.0010732404,"threshold_uncertainty_score":0.022104204},"labels":[],"label_agreement":null}]}