{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"724674281079","filters":{"venue":"Data science, machine intelligence, and law"}},"results":[{"id":"W7118008419","doi":"10.1007/978-3-032-02762-7_15","title":"Developing AI Standards that Serve the Majority World","year":2025,"lang":"en","type":"book-chapter","venue":"Data science, machine intelligence, and law","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Software deployment; Set (abstract data type); Corporate governance; Component (thermodynamics); Key (lock); Developing country","authors":[{"name":"Michael Karanicolas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1173221059308112,"gpt":0.416868045901985,"spread":0.2995459399711738,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.022437,0.0005668052,0.0004499809,0.003123983,0.00266128,0.01075175,0.002885901,0.00499745,0.00678167],"category_scores_gemma":[0.03919316,0.0005008247,0.0004046001,0.00221963,0.006015721,0.01533457,0.005306197,0.005390125,0.004160134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003569644,"about_ca_system_score_gemma":0.0098285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003694352,"about_ca_topic_score_gemma":0.004846069,"domain_scores_codex":[0.9871765,0.005130618,0.0009294572,0.0008538578,0.005308127,0.0006014795],"domain_scores_gemma":[0.9706656,0.01202974,0.001711364,0.004918349,0.009567926,0.001106958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002406057,0.00002435881,0.0001540072,0.0000399014,0.000003590403,0.00001412679,0.0005397072,0.0004913173,0.0002354256,0.9479291,0.01664948,0.03391654],"study_design_scores_gemma":[0.000005251974,0.00001147757,0.0002674561,0.0002277236,0.000004729345,0.0000688137,0.001005219,0.002454884,0.0008938248,0.7741244,0.2209233,0.00001292584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007567147,0.003311807,0.3125719,0.04513054,0.002032398,0.0003811434,0.0001802187,0.0005479145,0.6282768],"genre_scores_gemma":[0.2275216,0.005731045,0.5349506,0.01453452,0.001592029,0.001015887,0.0008766492,0.001082133,0.2126955],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.022437,"threshold_uncertainty_score":0.1186596,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117997020","doi":"10.1007/978-3-032-02762-7_16","title":"(Re)Examining the Concept of Regulation in AI Governance: Modest Efforts in Africa","year":2025,"lang":"en","type":"book-chapter","venue":"Data science, machine intelligence, and law","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Distrust; Transformative learning; Corporate governance; Software deployment; Modalities; Work (physics); Financial regulation; Key (lock)","authors":[{"name":"Jake Okechukwu Effoduh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07833704904147318,"gpt":0.3593212442012167,"spread":0.2809841951597436,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002779253,0.000387718,0.0002150979,0.00145283,0.003353422,0.006405745,0.0006819727,0.002693383,0.004304719],"category_scores_gemma":[0.004654536,0.0001443655,0.0001992291,0.002702489,0.01335848,0.009294698,0.002111087,0.003453651,0.0006532902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004522316,"about_ca_system_score_gemma":0.007172571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02278931,"about_ca_topic_score_gemma":0.03627805,"domain_scores_codex":[0.9989433,0.0005441547,0.00002594663,0.0001210304,0.0002034322,0.0001622572],"domain_scores_gemma":[0.9976794,0.001793916,0.0001068675,0.0001343817,0.0002177071,0.00006761827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004945055,0.00000684724,0.0001498193,0.00006303249,0.000001246555,0.00005079775,0.006616618,0.0001336972,0.0001171897,0.9576596,0.01282721,0.02236897],"study_design_scores_gemma":[0.000004970102,0.0000079633,0.0009689723,0.0007371306,0.000006507655,0.0001089736,0.007840312,0.0003537429,0.0005565937,0.2962578,0.6931478,0.000009252799],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01962614,0.05054599,0.01596075,0.119055,0.001436481,0.00009557942,0.0001328654,0.00005360098,0.7930936],"genre_scores_gemma":[0.6079991,0.06414796,0.01458136,0.03777919,0.00128433,0.0002925617,0.0001412807,0.0001358266,0.2736384],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02278931,"threshold_uncertainty_score":0.0453133,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}