{"id":"W4414158474","doi":"10.1177/1476718x251363723","title":"Global Best Practices in Early Childhood Education: Comparative Analysis of India and Countries with Advanced ECE Systems","year":2025,"lang":"en","type":"article","venue":"Journal of Early Childhood Research","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Best practice; Early childhood; Early childhood education; Focus group; Prioritization; Quality (philosophy); Qualitative research; Observational study; Comparative case","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":[0.003417026,0.0001729416,0.0006599039,0.001677597,0.0004728811,0.0004713681,0.000538908,0.0001380104,0.00003385209],"category_scores_gemma":[0.0009052834,0.0001425049,0.00009215017,0.005674293,0.0005360387,0.0009762848,0.00007830005,0.0006321547,0.000005863633],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003733888,"about_ca_system_score_gemma":0.01221233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006167355,"about_ca_topic_score_gemma":0.003400963,"domain_scores_codex":[0.9959075,0.000956087,0.0008076843,0.0003056329,0.001569094,0.0004540198],"domain_scores_gemma":[0.9956272,0.0007956602,0.001035832,0.0002384812,0.002031983,0.0002708318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001270162,0.00104168,0.8294455,0.00002452367,0.001050644,0.000006314939,0.1519347,0.0001869192,0.000002466998,0.01239604,0.0004802284,0.003303882],"study_design_scores_gemma":[0.0006851489,0.0004345518,0.9212334,0.0004944741,0.0001715551,0.000006167241,0.07411198,0.00000138573,0.00001060092,0.0003703798,0.002354302,0.0001260549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696818,0.005434447,0.00001291023,0.002095867,0.0003065142,0.000574215,0.0000144381,0.000007714862,0.02187211],"genre_scores_gemma":[0.9973723,0.001291499,0.000558717,0.00007154175,0.0001504274,0.00001751936,0.000003516347,0.000006028259,0.0005284207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09178783,"threshold_uncertainty_score":0.9933875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04600835442638392,"score_gpt":0.4298038193908519,"score_spread":0.383795464964468,"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."}}