{"id":"W4416732579","doi":"10.55248/gengpi.06.1125.3897","title":"Child-Friendly Justice under the POCSO Act: A Critical Analysis of Implementation Barriers and Reform Imperatives","year":2025,"lang":"","type":"article","venue":"International Journal of Research Publication and Reviews","topic":"Children's Rights and Participation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic Justice; Government (linguistics); Work (physics); Context (archaeology)","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":[0.05938895,0.0003609445,0.0005720033,0.003799399,0.009031381,0.01719457,0.002381699,0.006083375,0.001284112],"category_scores_gemma":[0.07488373,0.0004715116,0.0004804271,0.003019752,0.03833141,0.008847351,0.006209535,0.01168036,0.0001545386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02130042,"about_ca_system_score_gemma":0.05335049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02912098,"about_ca_topic_score_gemma":0.02684234,"domain_scores_codex":[0.9464688,0.03177289,0.001912686,0.001788323,0.01303105,0.005026291],"domain_scores_gemma":[0.9161373,0.06848389,0.00354919,0.002789055,0.008116766,0.0009238097],"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":[0.00001344533,0.00002855635,0.001027178,0.000224411,0.000007086694,0.0003095375,0.08806553,0.0002347493,0.0002237833,0.8881924,0.003086496,0.01858687],"study_design_scores_gemma":[0.00002842224,0.0002195528,0.01144106,0.005389974,0.00009717601,0.0006469477,0.4239505,0.001448368,0.00311315,0.1769943,0.3765343,0.000136249],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3086427,0.02604438,0.02095621,0.3126692,0.0012407,0.001082347,0.0001125193,0.0001192322,0.3291326],"genre_scores_gemma":[0.9772534,0.005387992,0.004185973,0.007813796,0.0001673029,0.000292616,0.00002032152,0.00003939369,0.004839277],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05938895,"threshold_uncertainty_score":0.3140826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09161698297668627,"score_gpt":0.5474546300947853,"score_spread":0.455837647118099,"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."}}