{"id":"W4416993015","doi":"10.65393/elwy7299","title":"PUBLIC LEGAL EDUCATION: A KEY TO JUSTICE FOR ALL","year":2025,"lang":"","type":"article","venue":"Indian Journal of Legal Review","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic Justice; Key (lock); Bridge (graph theory); Legal research; Legal profession; Public policy","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":["metaresearch","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006241791,0.0003047444,0.0007886706,0.0007913777,0.0008724348,0.001630402,0.001235359,0.0001794951,0.001660188],"category_scores_gemma":[0.02266776,0.0002930331,0.0005239761,0.004129629,0.0001731031,0.00378896,0.00006138642,0.001209319,0.0002259401],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006365847,"about_ca_system_score_gemma":0.0416384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003258286,"about_ca_topic_score_gemma":0.0003215931,"domain_scores_codex":[0.9953637,0.0007720909,0.002134944,0.000332952,0.000772057,0.000624259],"domain_scores_gemma":[0.9910625,0.001056564,0.001808714,0.000417755,0.004856308,0.0007981386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002592199,0.0004042169,0.0000188896,0.002298675,0.0001565169,0.000009513214,0.003053732,6.669943e-7,0.000004581202,0.341179,0.5193048,0.1335435],"study_design_scores_gemma":[0.0002873475,0.0002128578,0.00005996466,0.007784153,0.001100727,0.000136373,0.00375612,8.520051e-7,0.000007033902,0.001428338,0.9849613,0.0002648801],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001994642,0.1106263,0.0009802864,0.7462012,0.01170785,0.001362756,0.00002105407,0.00001037138,0.1288907],"genre_scores_gemma":[0.2545468,0.1756945,0.01391195,0.4437518,0.00961601,0.0003379724,0.00002947787,0.00007470096,0.1020367],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4656566,"threshold_uncertainty_score":0.9999522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09832075091890358,"score_gpt":0.4556871435625759,"score_spread":0.3573663926436723,"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."}}