{"meta":{"query_hash":"bb9a9b2a796a","filters":{"venue":"ITNOW"},"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/bb9a9b2a796a","api":"https://metacan.xera.ac/api/v1/cohort?venue=ITNOW"},"results":[{"id":"W3007540926","doi":"10.1093/itnow/bwaa010","title":"Mind the CISOs","year":2020,"lang":"en","type":"article","venue":"ITNOW","topic":"Information and Cyber Security","field":"Computer Science","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":"Theme (computing); Quarter (Canadian coin); Project commissioning; Fish <Actinopterygii>; Mental health; Spring (device); Publishing; Media studies; Sociology; Political science; Psychology; History; Public relations; Law; Engineering; Computer science; World Wide Web; Fishery; Psychiatry; Archaeology; Biology","score_opus":0.020402350498294402,"score_gpt":0.22207604351720747,"score_spread":0.20167369301891308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3007540926","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016418905,0.005428027,0.0011144085,0.41668132,0.06262403,0.00002252275,0.00027256165,0.00051340257,0.5117019],"genre_scores_gemma":[0.042096976,0.0053461534,0.0009370679,0.1264027,0.012996946,0.000047756217,0.00029333853,0.00063544355,0.81124365],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981021,0.0004005863,0.00009028079,0.00034558904,0.0006983232,0.00036314936],"domain_scores_gemma":[0.99453086,0.0008369798,0.00022240246,0.00052990444,0.0022570335,0.0016229477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020304527,0.00049621897,0.00037383198,0.0010416608,0.005770885,0.01254241,0.00082502444,0.003464997,0.12934731],"category_scores_gemma":[0.011791003,0.0002668814,0.00031723283,0.00082335086,0.002713523,0.0053883665,0.0039012288,0.009923807,0.04482234],"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":[0.000019604473,0.000007910809,0.00020896288,0.000037476235,0.0000025335173,0.00007908594,0.00036686476,0.000023173414,0.00008390673,0.04038501,0.9401135,0.01867191],"study_design_scores_gemma":[0.0000021812552,0.0000031851782,0.00011372494,0.00007912734,0.0000013902597,0.000029820838,0.0004919298,0.000019608451,0.00005709861,0.0031574073,0.9960408,0.0000036151532],"about_ca_topic_score_codex":0.012787828,"about_ca_topic_score_gemma":0.017783796,"teacher_disagreement_score":0.12934731,"about_ca_system_score_codex":0.003285777,"about_ca_system_score_gemma":0.0049253656,"threshold_uncertainty_score":0.43270987},"labels":[],"label_agreement":null},{"id":"W3021125272","doi":"10.1093/itnow/bwaa041","title":"Spotlight on: BCS Canada","year":2020,"lang":"en","type":"article","venue":"ITNOW","topic":"Canadian Policy and Governance","field":"Social Sciences","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":"Section (typography); Political science; Geography; Library science; Group (periodic table); Regional science; Archaeology; Business; Computer science; Advertising","score_opus":0.021839494304309568,"score_gpt":0.24882486587486088,"score_spread":0.22698537157055132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021125272","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00050157116,0.0012488451,0.00020760947,0.017196393,0.0072376733,0.00010175266,0.006017488,0.00087053544,0.9666181],"genre_scores_gemma":[0.0010084935,0.00029339475,0.000045796936,0.00080891,0.00012228705,0.000008507342,0.00056035083,0.00014074387,0.99701154],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989691,0.0000413525,0.000019242401,0.00012161224,0.0005527202,0.00029600953],"domain_scores_gemma":[0.99661404,0.00010859529,0.000042582815,0.0001489898,0.0019443743,0.0011414216],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007193712,0.0007010491,0.0008141327,0.0013936509,0.006765979,0.007595353,0.0014799746,0.0031441387,0.8731754],"category_scores_gemma":[0.0025985443,0.00045332807,0.00047633602,0.0020741099,0.0010271994,0.00200234,0.0022760849,0.0024619224,0.646817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000091018455,0.0000058933233,0.000044148106,0.000014155007,3.9133164e-7,0.00001594974,0.000012118936,0.000012106911,0.00003470278,0.0008357024,0.99135476,0.0076608215],"study_design_scores_gemma":[0.0000030734152,0.000002508171,0.0002259636,0.000025636342,4.7555454e-7,0.000007808881,0.000084137406,0.000018260624,0.000033658223,0.00018452235,0.99941015,0.0000038099352],"about_ca_topic_score_codex":0.5610656,"about_ca_topic_score_gemma":0.7718153,"teacher_disagreement_score":0.9873634,"about_ca_system_score_codex":0.012636592,"about_ca_system_score_gemma":0.030341724,"threshold_uncertainty_score":0.8830387},"labels":[],"label_agreement":null},{"id":"W4309759127","doi":"10.1093/combul/bwac109","title":"What Quantum Computing Means for the Profession","year":2022,"lang":"en","type":"article","venue":"ITNOW","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","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":"Quantum computer; Event (particle physics); Quantum; Quantum logic; Theoretical physics; Computer science; Quantum mechanics; Physics","score_opus":0.09271300546253916,"score_gpt":0.32091713934255156,"score_spread":0.2282041338800124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309759127","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":[0.0048392205,0.015580156,0.013775472,0.7113982,0.01580314,0.000036444006,0.00017362552,0.0001778328,0.23821586],"genre_scores_gemma":[0.6502876,0.04606412,0.010751142,0.1894946,0.023337793,0.00022435615,0.00020887438,0.00043532287,0.079196066],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99586844,0.00144998,0.000119514676,0.00034698856,0.0014146685,0.00080042396],"domain_scores_gemma":[0.991542,0.003186098,0.00034663637,0.0011336042,0.0022168579,0.0015747695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004569761,0.00034734997,0.00072877615,0.0011954358,0.007881232,0.00906733,0.0010645037,0.0054899147,0.02349357],"category_scores_gemma":[0.018050406,0.000296798,0.00064503576,0.0013235802,0.021495245,0.014840521,0.003473022,0.0072251153,0.005077512],"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":[0.000014978641,0.000020136253,0.00013530314,0.00006931843,0.000005658454,0.00003902636,0.0005196173,0.00012085267,0.00009792063,0.93432355,0.053274848,0.01137885],"study_design_scores_gemma":[0.0000065713207,0.000011180506,0.00015337254,0.000257632,0.000004224929,0.00006037482,0.0007062538,0.00019058818,0.000110203335,0.8402809,0.15820211,0.000016528902],"about_ca_topic_score_codex":0.008310904,"about_ca_topic_score_gemma":0.0050291438,"teacher_disagreement_score":0.02349357,"about_ca_system_score_codex":0.005633793,"about_ca_system_score_gemma":0.008200171,"threshold_uncertainty_score":0.07859379},"labels":[],"label_agreement":null}]}