{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":9,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":9,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"31fd910a50ef","filters":{"venue":"Textbooks in telecommunication engineering"}},"results":[{"id":"W4406755443","doi":"10.1007/978-3-031-76455-4_9","title":"3GPP-Based Air Interface: Layer 2","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Power Line Communications and Noise","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Interface (matter); Air interface; Layer (electronics); Computer science; Materials science; Computer network; Operating system; Composite material","authors":[{"name":"Ivo Maljević","is_ca":true},{"name":"Faris Alfarhan","is_ca":true},{"name":"Raviraj Adve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01754057099776405,"gpt":0.2424302702483873,"spread":0.2248896992506233,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008838098,0.001451687,0.0005087473,0.0007340121,0.0008090799,0.003482695,0.0006683749,0.001760964,0.02297943],"category_scores_gemma":[0.001375818,0.0005831381,0.0004342249,0.001200096,0.0006653341,0.001641726,0.00125921,0.002238384,0.01745556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009609606,"about_ca_system_score_gemma":0.001228758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003760973,"about_ca_topic_score_gemma":0.004305712,"domain_scores_codex":[0.9994492,0.0001247145,0.00003051673,0.00007044998,0.0002280077,0.00009715153],"domain_scores_gemma":[0.9995813,0.0001076451,0.00002304821,0.00009852352,0.0001594825,0.00003015963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001291625,0.00007090127,0.0006760897,0.0003456133,0.00003963169,0.0007958363,0.0005723334,0.01499014,0.02158163,0.2638501,0.2479414,0.4490072],"study_design_scores_gemma":[0.00001002365,0.0001344045,0.0005572591,0.0002158431,0.00003251414,0.0008311821,0.0001018748,0.01246857,0.004745635,0.03775452,0.943108,0.000040157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.008502433,0.01499309,0.4863828,0.002847299,0.006972475,0.0002991924,0.001502215,0.005457613,0.4730428],"genre_scores_gemma":[0.1682651,0.02340729,0.1594,0.005699252,0.004062322,0.0006295217,0.00380094,0.00212305,0.6326125],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02297943,"threshold_uncertainty_score":0.0768739,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406755427","doi":"10.1007/978-3-031-76455-4_4","title":"Spectrum and RF Characteristics of Cellular Systems","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Molecular Communication and Nanonetworks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Spectrum (functional analysis); Computer science; Physics; Quantum mechanics","authors":[{"name":"Ivo Maljević","is_ca":true},{"name":"Faris Alfarhan","is_ca":true},{"name":"Raviraj Adve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008556118832139789,"gpt":0.1836508207001656,"spread":0.1750947018680258,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001053423,0.0003595859,0.000303532,0.0005329588,0.0002058713,0.0007177948,0.0003521228,0.0004218846,0.006754193],"category_scores_gemma":[0.0004886262,0.0001404488,0.0001088948,0.0005955101,0.0004912887,0.0006505139,0.0002412623,0.0005676789,0.001649493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003400249,"about_ca_system_score_gemma":0.0001573306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004785878,"about_ca_topic_score_gemma":0.0003435631,"domain_scores_codex":[0.9999226,0.00001080528,0.000001853135,0.0000147094,0.00004082731,0.000009070195],"domain_scores_gemma":[0.9998137,0.0001176943,0.000008077783,0.0000141432,0.00003853537,0.000007794129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008737983,0.0000507739,0.0005676191,0.0003573158,0.00001685462,0.0002279216,0.0005781681,0.02773818,0.06232053,0.6930004,0.02218487,0.19287],"study_design_scores_gemma":[0.00001348522,0.0001489439,0.004217405,0.0002357372,0.00002485115,0.001427305,0.0004609937,0.07293661,0.01150872,0.5364503,0.3725153,0.00006031788],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04785841,0.0563667,0.1912205,0.001724963,0.001258036,0.00005928385,0.0004504954,0.0004246623,0.7006369],"genre_scores_gemma":[0.5320365,0.04747697,0.03435934,0.0009345998,0.001682345,0.0001109544,0.0004153807,0.0002285134,0.3827552],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.006754193,"threshold_uncertainty_score":0.02259499,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406755449","doi":"10.1007/978-3-031-76455-4_7","title":"Radio Access Network Architecture","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Architecture; Computer science; Computer architecture; Computer network; Geography; Archaeology","authors":[{"name":"Ivo Maljević","is_ca":true},{"name":"Faris Alfarhan","is_ca":true},{"name":"Raviraj Adve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0188619145628216,"gpt":0.2329291813933229,"spread":0.2140672668305013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001365545,0.0006059526,0.0002672042,0.0004633245,0.0004126718,0.001666809,0.0005870481,0.0005616845,0.03429234],"category_scores_gemma":[0.0002807091,0.000352032,0.000191828,0.0006434445,0.0004041916,0.001281311,0.0006067004,0.001068922,0.01395082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009981414,"about_ca_system_score_gemma":0.0006033737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002043607,"about_ca_topic_score_gemma":0.003048212,"domain_scores_codex":[0.9998856,0.00001183488,0.000003273115,0.0000219006,0.00006521287,0.00001225683],"domain_scores_gemma":[0.9999264,0.00001407477,0.000003100735,0.00001699478,0.0000336838,0.000005685746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001854925,0.00003937698,0.0001521533,0.0001395949,0.00001324894,0.00009363666,0.0001683672,0.01028413,0.008012136,0.5760833,0.1198014,0.2851942],"study_design_scores_gemma":[0.000003910794,0.00002704149,0.0002461375,0.00007107986,0.00001325151,0.0002274018,0.00005745523,0.01401298,0.001870165,0.09826078,0.8851984,0.00001148387],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002431171,0.005184809,0.1716652,0.001102335,0.0009264245,0.00006781368,0.0001947754,0.001253725,0.8171737],"genre_scores_gemma":[0.03897135,0.008444824,0.0340286,0.0004303612,0.0003878749,0.00008251647,0.0004144599,0.0002297501,0.9170102],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03429234,"threshold_uncertainty_score":0.1147193,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406755420","doi":"10.1007/978-3-031-76455-4_11","title":"Modeling and Performance Analysis of Cellular Systems","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Computer science","authors":[{"name":"Ivo Maljević","is_ca":true},{"name":"Faris Alfarhan","is_ca":true},{"name":"Raviraj Adve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01039244639094028,"gpt":0.1940127919490905,"spread":0.1836203455581502,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002218263,0.0008931686,0.0008509674,0.0003871606,0.0001966248,0.001280086,0.0008270665,0.0008715961,0.004169486],"category_scores_gemma":[0.0008654308,0.000331122,0.0004196233,0.0008400452,0.000420951,0.0008305656,0.0004926735,0.001045965,0.001539181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007736388,"about_ca_system_score_gemma":0.0005621985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004178199,"about_ca_topic_score_gemma":0.002235752,"domain_scores_codex":[0.9998003,0.00005212636,0.000005910891,0.00002766589,0.00008945405,0.00002450903],"domain_scores_gemma":[0.9997815,0.0001169433,0.00001447443,0.00002486638,0.00005457751,0.000007667501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001800615,0.00003646972,0.0002611285,0.0001193877,0.0000273749,0.00006546686,0.00005302579,0.7367198,0.002859407,0.1964234,0.01394769,0.04946874],"study_design_scores_gemma":[0.000002169279,0.00001605326,0.0002442259,0.0000255981,0.000008812828,0.00004911296,0.00001709614,0.912288,0.0004876337,0.07403988,0.01281287,0.000008436121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01210344,0.01357035,0.8597127,0.001615121,0.0005872846,0.0000409251,0.000559898,0.000455445,0.1113548],"genre_scores_gemma":[0.6884883,0.03620961,0.1017501,0.0006658679,0.001523907,0.0002125163,0.00105027,0.0004325447,0.1696669],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004178199,"threshold_uncertainty_score":0.01394832,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406755425","doi":"10.1007/978-3-031-76455-4_2","title":"Pathloss and Channel Models","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Millimeter-Wave Propagation and Modeling","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Channel (broadcasting); Psychology; Computer science; Environmental science; Computer network","authors":[{"name":"Ivo Maljević","is_ca":true},{"name":"Faris Alfarhan","is_ca":true},{"name":"Raviraj Adve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02546937058254518,"gpt":0.2043266590949574,"spread":0.1788572885124122,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002281864,0.001837979,0.001053372,0.00109086,0.000556812,0.001489825,0.001490694,0.001243342,0.01671141],"category_scores_gemma":[0.0007798051,0.0006360976,0.0007609664,0.001691139,0.0005252766,0.002396059,0.000728781,0.001935992,0.0153593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007726994,"about_ca_system_score_gemma":0.000785925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003611349,"about_ca_topic_score_gemma":0.003209182,"domain_scores_codex":[0.999743,0.00004086021,0.000007372299,0.00005398127,0.0001226489,0.00003213369],"domain_scores_gemma":[0.9997746,0.00007789236,0.00001674172,0.00004338494,0.00007826721,0.000009074104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003352047,0.0001142151,0.0003408768,0.0003729413,0.00004989461,0.0002546264,0.0002169173,0.3126684,0.003694192,0.4358382,0.1044753,0.1419409],"study_design_scores_gemma":[0.000008647958,0.00007472384,0.0005532092,0.0001999302,0.00007316606,0.0007274954,0.0001634504,0.3529567,0.001937712,0.3686425,0.2745873,0.00007529088],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.005316034,0.01309148,0.6474471,0.001418041,0.001683827,0.00008924141,0.0018026,0.001637683,0.327514],"genre_scores_gemma":[0.1188795,0.04017822,0.07055321,0.0009989074,0.001089891,0.0002772025,0.003268749,0.00151753,0.7632367],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01671141,"threshold_uncertainty_score":0.05590522,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406755433","doi":"10.1007/978-3-031-76455-4_3","title":"Noise and Interference","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Interference (communication); Noise (video); Acoustics; Computer science; Physics; Telecommunications; Artificial intelligence","authors":[{"name":"Ivo Maljević","is_ca":true},{"name":"Faris Alfarhan","is_ca":true},{"name":"Raviraj Adve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01670904672444613,"gpt":0.2236496738502741,"spread":0.2069406271258279,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001756081,0.001019392,0.0006219533,0.001036849,0.001195918,0.00276519,0.0008691616,0.001364129,0.04245701],"category_scores_gemma":[0.0006010311,0.0003139949,0.0003393801,0.000994919,0.001524336,0.001751603,0.001300606,0.001556833,0.02073239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007009408,"about_ca_system_score_gemma":0.0006532547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001846399,"about_ca_topic_score_gemma":0.003033768,"domain_scores_codex":[0.9997384,0.00003234967,0.000008380313,0.00003979988,0.0001538772,0.00002727846],"domain_scores_gemma":[0.9998415,0.00004810563,0.000008802443,0.00002358949,0.00005869736,0.00001940156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006549985,0.0000950764,0.0002817053,0.0004245323,0.00002099503,0.0003615474,0.001468049,0.00115194,0.005403921,0.3932487,0.2258167,0.3716613],"study_design_scores_gemma":[0.000003494794,0.00003558694,0.0003990781,0.0001774604,0.00001030538,0.0004014405,0.0003477428,0.0003137075,0.0006499792,0.05127085,0.9463798,0.00001064444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001352909,0.04376348,0.009605213,0.00156677,0.002511793,0.00002197864,0.00005729373,0.0001747738,0.9409458],"genre_scores_gemma":[0.01344957,0.01889803,0.001681331,0.00102907,0.001135286,0.00002404656,0.00007898938,0.00008106997,0.9636227],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04245701,"threshold_uncertainty_score":0.1420329,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406755430","doi":"10.1007/978-3-031-76455-4_12","title":"Carrier Aggregation with Licensed and Unlicensed Bands","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Power Line Communications and Noise","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Computer science; Business; Telecommunications","authors":[{"name":"Ivo Maljević","is_ca":true},{"name":"Faris Alfarhan","is_ca":true},{"name":"Raviraj Adve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00870258389247359,"gpt":0.198454339814097,"spread":0.1897517559216235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001640395,0.0004840638,0.0003611181,0.0003872822,0.0005194519,0.001517409,0.0004385971,0.0004561419,0.008059285],"category_scores_gemma":[0.000392821,0.0002076834,0.0002597601,0.0008174264,0.0004630844,0.001412485,0.0006400436,0.0009296205,0.002494051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004353395,"about_ca_system_score_gemma":0.0002716548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006312994,"about_ca_topic_score_gemma":0.001141964,"domain_scores_codex":[0.9998409,0.00001934022,0.000006336875,0.00003468649,0.00007610566,0.00002260303],"domain_scores_gemma":[0.9998442,0.0000549241,0.00001199901,0.00004339375,0.00003862492,0.000006831475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001028881,0.00007290769,0.0002791695,0.0001386649,0.00002352195,0.0003568087,0.0003133585,0.01367414,0.0245704,0.4893046,0.02674406,0.4444194],"study_design_scores_gemma":[0.00001746647,0.0001977666,0.001657731,0.0001843138,0.00009707524,0.001350998,0.0002414451,0.1722375,0.02718588,0.3692472,0.4275368,0.00004581707],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01977797,0.008917188,0.5387402,0.0008521423,0.001928694,0.00005483733,0.00008521046,0.0008681864,0.4287756],"genre_scores_gemma":[0.3934163,0.008952708,0.13842,0.0006695284,0.002087108,0.0000639959,0.0001724256,0.000331636,0.4558863],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008059285,"threshold_uncertainty_score":0.02696103,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406755453","doi":"10.1007/978-3-031-76455-4_5","title":"Multiple-Input, Multiple-Output Systems","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Computer science","authors":[{"name":"Ivo Maljević","is_ca":true},{"name":"Faris Alfarhan","is_ca":true},{"name":"Raviraj Adve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02604436317890279,"gpt":0.2403592272081636,"spread":0.2143148640292608,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001799532,0.001244022,0.0008387088,0.0004809567,0.0004349236,0.001849755,0.001013157,0.0008648097,0.0543569],"category_scores_gemma":[0.0005644246,0.0004402257,0.0002928506,0.001025025,0.0004531332,0.001541218,0.0007269845,0.001446654,0.02350367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002886571,"about_ca_system_score_gemma":0.0003449433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002871474,"about_ca_topic_score_gemma":0.0008447338,"domain_scores_codex":[0.9997322,0.00002689441,0.00001125871,0.00005616476,0.0001586829,0.00001490684],"domain_scores_gemma":[0.9998079,0.00008508416,0.00001192302,0.00002956993,0.00005495752,0.00001055924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008826554,0.0001198576,0.0001412248,0.001099875,0.0000479578,0.0002361258,0.0002637631,0.009074896,0.02462903,0.0983825,0.2173648,0.6485518],"study_design_scores_gemma":[0.00003335647,0.0001608685,0.0005099633,0.0003491367,0.00003527654,0.0006663892,0.0001010317,0.02458671,0.006872042,0.05498319,0.9116671,0.00003493842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003179563,0.03548881,0.4551586,0.001408322,0.005464354,0.0001606821,0.0004517203,0.003598852,0.4950891],"genre_scores_gemma":[0.03789308,0.02958968,0.1167518,0.001258613,0.002096932,0.0001754265,0.0004439045,0.0004598607,0.8113307],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0543569,"threshold_uncertainty_score":0.181842,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406755444","doi":"10.1007/978-3-031-76455-4_10","title":"3GPP Based Air Interface, Layer 3","year":2024,"lang":"en","type":"book-chapter","venue":"Textbooks in telecommunication engineering","topic":"Power Line Communications and Noise","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; InterDigital (Canada); Telus (Canada)","funders":"","keywords":"Interface (matter); Layer (electronics); Air interface; Computer science; Materials science; Operating system; Composite material","authors":[{"name":"Ivo Maljević","is_ca":true},{"name":"Faris Alfarhan","is_ca":true},{"name":"Raviraj Adve","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01749106777174095,"gpt":0.238205150829215,"spread":0.2207140830574741,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004675225,0.0009731714,0.0003661249,0.0006515737,0.000624977,0.002967601,0.0004956137,0.001246797,0.02116987],"category_scores_gemma":[0.001003304,0.0004050423,0.0002826464,0.001238767,0.0004392065,0.001204503,0.0006655783,0.001728227,0.01925151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008167887,"about_ca_system_score_gemma":0.001044124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003804848,"about_ca_topic_score_gemma":0.004665716,"domain_scores_codex":[0.9996977,0.00004940382,0.00001845583,0.00004230693,0.0001565181,0.00003569403],"domain_scores_gemma":[0.9997513,0.00005953974,0.00001424908,0.00005026522,0.0001079839,0.00001662755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009803975,0.00006307824,0.0005018046,0.0003358171,0.00002724619,0.0006398075,0.0003916776,0.008760074,0.02253316,0.1542821,0.3311045,0.4812627],"study_design_scores_gemma":[0.000008401937,0.00009193926,0.0004781264,0.0001546391,0.00002392978,0.0006707926,0.00007557771,0.006331126,0.003934013,0.02174974,0.9664584,0.00002322023],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006717553,0.01864177,0.326542,0.002573814,0.005257715,0.0002066849,0.001808696,0.004947166,0.6333047],"genre_scores_gemma":[0.07122897,0.02307949,0.08158763,0.003281585,0.001930222,0.0002912566,0.002804257,0.001063123,0.8147334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02116987,"threshold_uncertainty_score":0.07082027,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}