{"id":"W7127546114","doi":"","title":"Algorithmic justice: revamping AI governance in judicial systems","year":2025,"lang":"en","type":"article","venue":"MyPrints@UOM (Mysore University Library)","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Corporate governance; Consistency (knowledge bases); Globe; Interdependence; Economic Justice; Function (biology); Transparency (behavior); Best practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004993792,0.0001658686,0.0003022177,0.0002110346,0.0009441501,0.0002806348,0.0007987194,0.0003537336,0.0002282565],"category_scores_gemma":[0.0004261038,0.0002095923,0.000107127,0.001170048,0.0004042089,0.00191558,0.0003103898,0.0006434388,0.00005854962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004011632,"about_ca_system_score_gemma":0.0009940395,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01237779,"about_ca_topic_score_gemma":0.001999281,"domain_scores_codex":[0.9980903,0.000374868,0.0002263568,0.0003821646,0.0004017866,0.0005245258],"domain_scores_gemma":[0.9990708,0.0002589904,0.0001273031,0.000253247,0.0001156219,0.0001740737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004520058,0.00007167602,0.009487581,0.00009236035,0.00003232218,0.0001007558,0.00555961,0.00007177333,0.0000156576,0.9568293,0.02609756,0.001596221],"study_design_scores_gemma":[0.001276926,0.00004097625,0.0363136,0.0007609024,0.00009916835,4.100552e-7,0.02101589,0.0005390359,0.00006041555,0.02448459,0.9148397,0.0005683621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08304352,0.0003969453,0.0005802906,0.05416374,0.002170191,0.0006520358,0.0000491676,0.0003420208,0.8586021],"genre_scores_gemma":[0.9510266,0.001582417,0.0003531027,0.001899678,0.0004021993,0.000001069551,0.000008335804,0.00001680386,0.04470985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9323447,"threshold_uncertainty_score":0.9941989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276733724227404,"score_gpt":0.286941799466173,"score_spread":0.274174462223899,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}