{"meta":{"query_hash":"69c9e806a532","filters":{"venue":"Wiley 5G Ref"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/69c9e806a532","api":"https://metacan.xera.ac/api/v1/cohort?venue=Wiley+5G+Ref"},"results":[{"id":"W2998483853","doi":"10.1002/9781119471509.w5gref032","title":"Nonorthogonal Multiple Access (NOMA): How It Meets 5G and Beyond","year":2019,"lang":"en","type":"other","venue":"Wiley 5G Ref","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Noma; Telecommunications link; Computer science; Wireless; Spectral efficiency; Telecommunications; Computer network; Channel (broadcasting)","score_opus":0.016106083279887086,"score_gpt":0.24474314113117698,"score_spread":0.2286370578512899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2998483853","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00071699725,0.030381601,0.006255276,0.0023930627,0.0010931478,0.0011538377,0.0004145855,0.0059197936,0.9516717],"genre_scores_gemma":[0.42208752,0.042237714,0.01876703,0.00026732511,0.0004300762,0.00040567876,0.00043241744,0.0021609976,0.51321125],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990285,0.00001705451,0.00017579604,0.00033058887,0.00016125149,0.00028678987],"domain_scores_gemma":[0.9984913,0.00008848041,0.00012425291,0.0012165761,0.000022891641,0.00005649183],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004575713,0.00036414908,0.0004108987,0.00028538733,0.00004177595,0.00008460138,0.0009165402,0.00048818704,0.00016622702],"category_scores_gemma":[0.00006349727,0.00036821156,0.000056978144,0.00015548295,0.00012961305,0.0001787635,0.00026651763,0.00045635077,0.00012872425],"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":[0.0000074569853,0.000031763775,0.0015452825,0.00053698535,0.0002182403,0.000010958958,0.00007581503,0.0016472392,0.0009286175,0.0012425799,0.89842844,0.09532662],"study_design_scores_gemma":[0.00031277633,0.000013137443,0.00023761365,0.00026390012,0.000011763664,0.0000055078403,0.000043179698,0.0014339054,0.0007151673,0.00010376174,0.9964133,0.00044598442],"about_ca_topic_score_codex":0.000018546427,"about_ca_topic_score_gemma":0.00024880242,"teacher_disagreement_score":0.43846047,"about_ca_system_score_codex":0.00006283763,"about_ca_system_score_gemma":0.000018891933,"threshold_uncertainty_score":0.999877},"labels":[],"label_agreement":null},{"id":"W3024336310","doi":"10.1002/9781119471509.w5gref191","title":"Network Coding for<scp>D2D</scp>","year":2020,"lang":"en","type":"other","venue":"Wiley 5G Ref","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Network packet; User equipment; Telecommunications link; Linear network coding; Computer network; Base station; Computer science; Cellular network; Relay; Coding (social sciences); Mathematics","score_opus":0.0440709056709836,"score_gpt":0.274308759870755,"score_spread":0.23023785419977139,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024336310","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[6.4693853e-7,0.009690948,0.39286232,0.0010438636,0.0011734206,0.000479373,0.000011371988,0.00078696205,0.5939511],"genre_scores_gemma":[0.0014381629,0.01676585,0.09879023,0.008309954,0.00516816,0.00027011946,0.00015531406,0.0006491671,0.868453],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99839765,0.00012938646,0.0002677141,0.00056204665,0.00021198961,0.00043118544],"domain_scores_gemma":[0.9980709,0.00034963532,0.00024991776,0.0011155155,0.00005414558,0.0001598866],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002504928,0.00030778954,0.0004012193,0.000100864156,0.00021975361,0.00021921216,0.0019346975,0.00020923179,0.00011626073],"category_scores_gemma":[0.00012309391,0.0003015578,0.00013566119,0.0005355227,0.00004669833,0.000096250165,0.0005790534,0.00035107997,0.00026183884],"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":[5.6051493e-7,0.000010012236,0.000018845893,0.000025811058,0.000033541775,0.0000029383325,0.0001669906,0.000018867791,0.000021826958,0.050290085,0.9220401,0.027370436],"study_design_scores_gemma":[0.00021651768,0.00004262905,0.000012395724,0.0004542919,0.00001174359,0.000002653913,0.0000055351834,0.011863053,0.000017254522,0.0006477678,0.98658717,0.00013897895],"about_ca_topic_score_codex":0.000004370982,"about_ca_topic_score_gemma":0.000046581063,"teacher_disagreement_score":0.2940721,"about_ca_system_score_codex":0.00004984223,"about_ca_system_score_gemma":0.00009279417,"threshold_uncertainty_score":0.9999437},"labels":[],"label_agreement":null},{"id":"W3024718003","doi":"10.1002/9781119471509.w5gref052","title":"<scp>3D MIMO</scp>Antenna Designs","year":2020,"lang":"en","type":"other","venue":"Wiley 5G Ref","topic":"Advanced MIMO Systems Optimization","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":"Polytechnique Montréal","funders":"","keywords":"MIMO; 3G MIMO; Antenna (radio); Computer science; Multi-user MIMO; Multipath propagation; Electronic engineering; Interference (communication); Telecommunications; Antenna array; Channel (broadcasting); Engineering","score_opus":0.015894212256564313,"score_gpt":0.2192065183325593,"score_spread":0.203312306075995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024718003","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000001334732,0.006200585,0.4004627,0.000009053257,0.0011234295,0.0004480823,0.00006478832,0.002106156,0.5895839],"genre_scores_gemma":[0.0010785575,0.0036748056,0.05037115,0.00017139321,0.0026577867,0.00017524835,0.00039472306,0.0034825655,0.93799376],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987498,0.000030783303,0.00029573837,0.00037850524,0.00017498487,0.00037021565],"domain_scores_gemma":[0.9991858,0.000054297216,0.00012229246,0.00046479114,0.000021965496,0.00015086198],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000048047743,0.0004301881,0.00047900973,0.00019386447,0.000027427528,0.00003331099,0.00027229002,0.00042963962,0.00035258342],"category_scores_gemma":[0.00010087941,0.0004524784,0.000091406975,0.00027372435,0.000028731174,0.0000710097,0.000031430118,0.00032180035,0.001393477],"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":[8.8633607e-7,0.000009451039,0.000018874383,0.00046031928,0.00012623459,0.000042803367,0.00017241886,0.013912912,0.0016976347,0.0000900708,0.98245555,0.0010128644],"study_design_scores_gemma":[0.00023279687,0.00002324429,0.0000028464692,0.00072280254,0.000040426214,0.000010623704,0.000035193134,0.016299004,0.00017945447,0.00002155053,0.98222566,0.00020639804],"about_ca_topic_score_codex":0.00002335438,"about_ca_topic_score_gemma":0.000031138617,"teacher_disagreement_score":0.35009152,"about_ca_system_score_codex":0.000097817516,"about_ca_system_score_gemma":0.000024502659,"threshold_uncertainty_score":0.9997927},"labels":[],"label_agreement":null}]}