{"id":"W6950146855","doi":"10.5281/zenodo.16810296","title":"JUDGING THE JUDGES: REVIEWING THE 2025 JUDICIAL EXPERIENCE MANDATE AMID PERSISTING COMPETENCY GAPS AND JUDICIAL ERRORS IN THE INDIAN JUDICIARY","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Judicial and Constitutional Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Judicial review; Competence (human resources); Mandate; Supreme court; Jurisdiction; Judicial activism; CLARITY; Accountability; Judicial discretion","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02124297,0.0001805683,0.0003932315,0.003624242,0.005268066,0.008386605,0.001836162,0.001655314,0.001063455],"category_scores_gemma":[0.07455397,0.0002316078,0.0003216196,0.002117893,0.008939268,0.006181493,0.00395094,0.004065131,0.000187828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008276368,"about_ca_system_score_gemma":0.01092925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02501023,"about_ca_topic_score_gemma":0.06033069,"domain_scores_codex":[0.9822521,0.0079176,0.001354236,0.000977171,0.005376444,0.002122477],"domain_scores_gemma":[0.8952882,0.0631604,0.009427785,0.002729255,0.02664428,0.002750049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002205827,0.0002173877,0.1188482,0.0007619978,0.00004645801,0.004574198,0.6358482,0.0009109628,0.001704324,0.08030227,0.0160048,0.1405606],"study_design_scores_gemma":[0.000006758789,0.0002259099,0.1632624,0.001766036,0.00006527143,0.0009242422,0.7437837,0.001167807,0.001423648,0.008485296,0.07879131,0.00009762642],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9176458,0.004811413,0.00214745,0.02481847,0.000616023,0.00006324709,0.00009317391,0.00002414995,0.0497802],"genre_scores_gemma":[0.9967433,0.000769429,0.0004851701,0.0007242907,0.0001682152,0.00001263488,0.00002672127,0.00000660916,0.001063707],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02501023,"threshold_uncertainty_score":0.1123449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05812502340773436,"score_gpt":0.3105647216076861,"score_spread":0.2524396981999518,"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."}}