{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"7cd19b8012c1","filters":{"venue":"International Journal of Emerging Multidisciplinary Research and Innovation "}},"results":[{"id":"W4415501507","doi":"10.65180/ijemri.2025.1.1.04","title":"Ethical Governance of AI in Public Policy: Bridging Law, Philosophy, and Data Science","year":2025,"lang":"","type":"article","venue":"International Journal of Emerging Multidisciplinary Research and Innovation ","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Deontological ethics; Corporate governance; Utilitarianism; Consequentialism; Bridging (networking); Audit; Public policy; Work (physics); Information ethics","authors":[{"name":"Mr. S. Ranganathan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2203062177218385,"gpt":0.5493252855371357,"spread":0.3290190678152972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09598465,0.0004782603,0.0008224933,0.004552758,0.009543899,0.02705169,0.001879545,0.00620809,0.002002291],"category_scores_gemma":[0.07842994,0.0007195179,0.0006938184,0.005282559,0.06907435,0.02053772,0.01281634,0.01045236,0.0004592889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01692042,"about_ca_system_score_gemma":0.03913938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004967001,"about_ca_topic_score_gemma":0.003294189,"domain_scores_codex":[0.8712254,0.1053155,0.003098981,0.004064136,0.01286322,0.003432782],"domain_scores_gemma":[0.8453908,0.1143471,0.009540888,0.01371821,0.01250667,0.004496302],"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":[0.000008719146,0.0000364974,0.001170324,0.0001048351,0.00001061184,0.00007320446,0.01155789,0.0007522749,0.0001426079,0.9698202,0.001784717,0.01453805],"study_design_scores_gemma":[0.00001148033,0.00002480338,0.0008243021,0.000574968,0.00001002744,0.0001049507,0.01490844,0.0019707,0.0004208692,0.9076752,0.07344782,0.00002644457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05619069,0.01051963,0.3094844,0.391278,0.001190815,0.0004639051,0.00008341215,0.0001755589,0.2306136],"genre_scores_gemma":[0.9429349,0.003536127,0.03744779,0.008805936,0.0004920466,0.0003666515,0.00004999814,0.00009727571,0.006269199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09598465,"threshold_uncertainty_score":0.5076214,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}