{"meta":{"query_hash":"d212805e2c85","filters":{"venue":"John Wiley & Sons, Inc. eBooks"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/d212805e2c85","api":"https://metacan.xera.ac/api/v1/cohort?venue=John+Wiley+%26+Sons%2C+Inc.+eBooks"},"results":[{"id":"W159907001","doi":"","title":"Regularized radial basis functional networks: theory and applications","year":2001,"lang":"en","type":"book","venue":"John Wiley & Sons, Inc. eBooks","topic":"Graph theory and applications","field":"Mathematics","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Radial basis function; Basis (linear algebra); Computer science; Mathematics; Artificial intelligence; Artificial neural network; Geometry","score_opus":0.02186997029793328,"score_gpt":0.2527054113073797,"score_spread":0.23083544100944645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W159907001","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":[0.00027080634,0.0020548755,0.10439973,0.00030172532,0.0005999628,0.0043740813,0.00065745594,0.00096492417,0.88637644],"genre_scores_gemma":[0.00096140255,0.0006697711,0.004770766,0.0009310515,0.0045110737,0.0033006882,0.0010144959,0.00031032093,0.9835304],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9970407,0.0003378245,0.0008177265,0.00085341814,0.00041757556,0.000532742],"domain_scores_gemma":[0.9958037,0.0018387984,0.0005853296,0.001305474,0.00016126489,0.0003054475],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013568932,0.00067569636,0.000802562,0.00030698755,0.00081719144,0.00012989454,0.0004653833,0.00086452975,0.0004465838],"category_scores_gemma":[0.00010562936,0.0006736513,0.00036419363,0.000117276155,0.0005401438,0.00007154583,0.00021915673,0.000991694,0.00012233795],"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":[0.000119151686,0.000077528195,0.000005264869,0.00008145956,0.00024415585,0.0000045615175,0.00007733747,0.0000040755212,0.000024753366,0.7951466,0.18907964,0.015135503],"study_design_scores_gemma":[0.00040937346,0.000019600606,0.000010320023,0.000119833654,0.0003739771,0.000036560577,0.000033350912,0.000039780978,0.000008516634,0.55142957,0.4471414,0.0003777227],"about_ca_topic_score_codex":0.0000048267448,"about_ca_topic_score_gemma":0.000027650145,"teacher_disagreement_score":0.25806174,"about_ca_system_score_codex":0.00016846877,"about_ca_system_score_gemma":0.00039101217,"threshold_uncertainty_score":0.99957144},"labels":[],"label_agreement":null},{"id":"W2242664481","doi":"","title":"PC Upgrade and Repair Simplified ,2nd Edition","year":2001,"lang":"en","type":"book","venue":"John Wiley & Sons, Inc. eBooks","topic":"Manufacturing Process and Optimization","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":"Upgrade; Computer science; Art history; World Wide Web; Visual arts; History; Art; Operating system","score_opus":0.009481954769594125,"score_gpt":0.19918873185429764,"score_spread":0.18970677708470352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2242664481","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":[0.0007113088,0.0029256053,0.0052372436,0.00008041008,0.0018173648,0.0010459794,0.0002548962,0.0033440376,0.98458314],"genre_scores_gemma":[0.012698503,0.006179506,0.003651972,0.0006378461,0.0051586134,0.00028348406,0.001990113,0.0006502459,0.9687497],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982782,0.000021342401,0.0004887529,0.00048186025,0.00031201506,0.00041781017],"domain_scores_gemma":[0.9991002,0.000060300074,0.00015220974,0.00044760655,0.000057374178,0.00018228864],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014715726,0.00053856237,0.0004985989,0.00026236929,0.00017438747,0.00012042328,0.00017738232,0.00067456777,0.00013199654],"category_scores_gemma":[0.000019855539,0.00057089655,0.00013749082,0.000032087864,0.00006419387,0.000113002934,0.00008185681,0.0006397924,0.00004309061],"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":[0.000040756207,0.000026739735,0.000029031089,0.0023249472,0.00030469717,0.000094669005,0.0005153633,0.008798098,0.00003416937,0.0012732937,0.95045245,0.03610582],"study_design_scores_gemma":[0.00040797892,0.000052764,0.000071469236,0.00058408553,0.00015094741,0.000034459605,0.00001731033,0.0076223933,0.00032742735,0.0037509915,0.9862036,0.00077657425],"about_ca_topic_score_codex":0.00002910403,"about_ca_topic_score_gemma":0.000050128798,"teacher_disagreement_score":0.03575118,"about_ca_system_score_codex":0.00021891533,"about_ca_system_score_gemma":0.000104396924,"threshold_uncertainty_score":0.99967426},"labels":[],"label_agreement":null},{"id":"W2309886244","doi":"","title":"Linux + Certification Bible","year":2002,"lang":"en","type":"book","venue":"John Wiley & Sons, Inc. eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"GNU/Linux; Operating system; Linux kernel; Linux Unified Key Setup; Minimalism (technical communication); Computer science; System call; File system; Software; Troubleshooting; Embedded system","score_opus":0.03108632890531754,"score_gpt":0.23413403576357208,"score_spread":0.20304770685825455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2309886244","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":[0.000033397355,0.0023341214,0.074710585,0.00043207838,0.0031861854,0.00086023036,0.00015137425,0.0013859489,0.91690606],"genre_scores_gemma":[0.008403722,0.00013408632,0.004572708,0.0005952022,0.0017676142,0.0000913253,0.00041714413,0.00010578485,0.9839124],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959433,0.0001910736,0.0010020015,0.0012351242,0.0008742772,0.0007542168],"domain_scores_gemma":[0.9962326,0.00018917021,0.0007875388,0.002209208,0.0002743411,0.0003071124],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005998878,0.0006828018,0.00077105913,0.00060484995,0.0003958954,0.0007714807,0.002659714,0.0007421826,0.000052225245],"category_scores_gemma":[0.000038876246,0.00068387925,0.00033201225,0.00023955443,0.00009354448,0.00018936083,0.00057980715,0.00086890376,0.0026384583],"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":[0.000004582493,0.000051570252,0.000015407139,0.0001509375,0.000087649954,0.000054264776,0.00046322346,0.00008136477,0.000025266518,0.018448975,0.92744976,0.05316698],"study_design_scores_gemma":[0.0002642221,0.00008818125,0.000022145516,0.00070168456,0.000039238537,0.00005820716,0.000005637678,0.016981538,0.000039625167,0.004824538,0.9762031,0.00077189016],"about_ca_topic_score_codex":0.0000757447,"about_ca_topic_score_gemma":0.000017217148,"teacher_disagreement_score":0.07013788,"about_ca_system_score_codex":0.00036653143,"about_ca_system_score_gemma":0.00068630796,"threshold_uncertainty_score":0.99956125},"labels":[],"label_agreement":null},{"id":"W63172669","doi":"","title":"5-GHz radio spectrum regulations","year":2002,"lang":"en","type":"book","venue":"John Wiley & Sons, Inc. eBooks","topic":"ICT Impact and Policies","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; HiperLAN; Frequency allocation; Harmonization; Radio spectrum; Wireless; Business; Engineering; Wireless lan; Physics","score_opus":0.012819319545987229,"score_gpt":0.21022597338673243,"score_spread":0.1974066538407452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W63172669","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":[0.00079296576,0.002965378,0.000097308846,0.00018154009,0.001533076,0.0004977628,0.0003908356,0.0013195906,0.99222153],"genre_scores_gemma":[0.0073731807,0.00061105576,0.0001645035,0.00025193728,0.0031399722,0.000051061033,0.0002912229,0.00034609128,0.987771],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979432,0.000034106088,0.0005894723,0.0002099411,0.0004090957,0.0008141458],"domain_scores_gemma":[0.99853045,0.00010542183,0.00014034596,0.00090528914,0.00003521058,0.00028327838],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012409956,0.0007290141,0.0007251072,0.0004818959,0.000228112,0.00014981107,0.0004383478,0.00073653867,0.00065280334],"category_scores_gemma":[0.000016851072,0.00077446544,0.0003264061,0.00006403589,0.00011882713,0.00009697812,0.00008337725,0.00095446216,0.0013415437],"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":[0.00000485257,0.000010583709,0.000013248137,0.00015471897,0.00021245435,0.000017828183,0.0021148701,0.00054652174,0.000059658396,0.003562895,0.98904747,0.004254892],"study_design_scores_gemma":[0.00027156255,0.00004712018,0.000112389986,0.0003750073,0.00015570915,0.000060960796,0.00004126374,0.00088126154,0.0002668676,0.0031682756,0.99376506,0.00085454795],"about_ca_topic_score_codex":0.000075973614,"about_ca_topic_score_gemma":0.0001095321,"teacher_disagreement_score":0.006580215,"about_ca_system_score_codex":0.00060153817,"about_ca_system_score_gemma":0.0001918296,"threshold_uncertainty_score":0.99947065},"labels":[],"label_agreement":null}]}