{"meta":{"query_hash":"d521d82eb8df","filters":{"venue":"International Journal of AI BigData Computational and Management Studies"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/d521d82eb8df","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Journal+of+AI+BigData+Computational+and+Management+Studies"},"results":[{"id":"W4411661176","doi":"10.63282/3050-9416.ijaibdcms-v4i4p105","title":"What’s Next for Infrastructure? The Future of Code-Driven Healthcare","year":2023,"lang":"en","type":"article","venue":"International Journal of AI BigData Computational and Management Studies","topic":"Text Readability and Simplification","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":"Optech (Canada)","funders":"","keywords":"Health care; Code (set theory); Computer science; Business; Political science; Programming language","score_opus":0.048857138272683634,"score_gpt":0.35636302427187877,"score_spread":0.30750588599919515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411661176","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":[0.006145621,0.037058413,0.065828346,0.84659845,0.0045397975,0.00006474685,0.00025080316,0.0008570407,0.038656726],"genre_scores_gemma":[0.52052426,0.12543283,0.14684127,0.1640495,0.01158763,0.0005295109,0.0007972774,0.0025862218,0.027651448],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9907618,0.004694304,0.0002597845,0.0008122288,0.0021494578,0.0013223314],"domain_scores_gemma":[0.9723292,0.013352801,0.0010690852,0.0036127765,0.00458492,0.005051169],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012618163,0.0007457386,0.00061240606,0.0017336493,0.0032454992,0.01343233,0.0026232067,0.0073812758,0.010598093],"category_scores_gemma":[0.024705851,0.00056253164,0.00081071677,0.0016160443,0.018607613,0.04034366,0.0072399303,0.009855238,0.004606178],"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":[0.00007874643,0.00006524636,0.0012403727,0.000673526,0.000031653184,0.00020263769,0.0027464153,0.0020699492,0.0008489777,0.78978544,0.09113189,0.1111252],"study_design_scores_gemma":[0.000014286468,0.000039181876,0.000482517,0.001002107,0.000013781786,0.00024119823,0.00256236,0.0029688876,0.00045425104,0.5383098,0.45384967,0.00006190738],"about_ca_topic_score_codex":0.006816723,"about_ca_topic_score_gemma":0.0045425612,"teacher_disagreement_score":0.01343233,"about_ca_system_score_codex":0.005923304,"about_ca_system_score_gemma":0.012329786,"threshold_uncertainty_score":0.06673205},"labels":[],"label_agreement":null},{"id":"W7153281641","doi":"10.63282/3050-9416.ijaibdcms-v5i4p123","title":"An Initiative-Scale Structure for Reliable AI: Governance-Centrical Architecture for Reliability, Difficult, and Active Policy","year":2024,"lang":"","type":"article","venue":"International Journal of AI BigData Computational and Management Studies","topic":"Software Reliability and Analysis Research","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":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Interoperability; Enterprise architecture; Enterprise system; Architecture; Software architecture; Enterprise software; Reference architecture; Corporate governance; Software","score_opus":0.027245628665976115,"score_gpt":0.3730370554082643,"score_spread":0.3457914267422882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7153281641","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":[0.026110522,0.0002393776,0.9234659,0.013018205,0.00012050559,0.00038130637,0.00007453483,0.0020820992,0.03450751],"genre_scores_gemma":[0.6014569,0.00035196485,0.3813087,0.0012782473,0.00011235256,0.00084207306,0.00031862152,0.00051929895,0.01381182],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99247736,0.0029242835,0.000497826,0.0016292287,0.0017431229,0.00072825403],"domain_scores_gemma":[0.98183835,0.0030064567,0.0015183118,0.007539791,0.0035162836,0.0025808357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012620081,0.0005479847,0.00050544355,0.002438386,0.004126825,0.011950097,0.0027239658,0.0030080543,0.0039714],"category_scores_gemma":[0.01753949,0.0008734434,0.0009171369,0.0016158228,0.012995611,0.015043378,0.010466385,0.005728823,0.0015055342],"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":[0.000033075456,0.000106760526,0.0035976386,0.00006569214,0.000035831374,0.00013223586,0.004270256,0.0069036228,0.0015655174,0.94524914,0.0028355063,0.035204697],"study_design_scores_gemma":[0.00003840483,0.00014742518,0.0018160839,0.00016747398,0.000052833493,0.00014490362,0.001964952,0.053842634,0.0015012149,0.87635577,0.063898005,0.000070281625],"about_ca_topic_score_codex":0.006822585,"about_ca_topic_score_gemma":0.0053967065,"teacher_disagreement_score":0.012620081,"about_ca_system_score_codex":0.0056432756,"about_ca_system_score_gemma":0.013750641,"threshold_uncertainty_score":0.06674212},"labels":[],"label_agreement":null}]}