{"id":"W4407448803","doi":"10.1007/s13158-025-00418-4","title":"Regional Disparities in Family Environments, Preschool Quality and Early School Attainment in China","year":2025,"lang":"en","type":"article","venue":"International Journal of Early Childhood","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Research Grants Council, University Grants Committee","keywords":"Early childhood education; China; Educational attainment; Psychology; Developmental psychology; Preschool education; Quality (philosophy); Economic growth; Political science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005137515,0.0002548404,0.000251159,0.001053485,0.0006316514,0.0004667371,0.0002614958,0.0001487307,0.0008442083],"category_scores_gemma":[0.000691941,0.0001717596,0.0003351124,0.001476859,0.0003785926,0.0002341119,0.0005729912,0.0001528453,0.00004475472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008915178,"about_ca_system_score_gemma":0.0009874108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1524671,"about_ca_topic_score_gemma":0.2445726,"domain_scores_codex":[0.9997191,0.0000491724,0.00002997235,0.00007799047,0.000043648,0.00008015778],"domain_scores_gemma":[0.9994534,0.00005562773,0.0001867575,0.00005221916,0.00008963484,0.0001625196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001692581,0.000008328677,0.9982074,0.000009553139,0.00005070289,0.00005723455,0.0002683359,0.00006291833,0.0002316081,0.00007767095,0.00005402583,0.0009552082],"study_design_scores_gemma":[8.553446e-7,0.000005273575,0.9997086,0.000002135214,0.000007447919,0.000009464971,0.0001483781,0.00005017175,0.00001531665,0.00001054613,0.00004077262,0.000001043854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995202,0.00009783944,0.00002355503,0.00002323686,0.000001224391,0.000001841481,0.0001440146,0.000001353575,0.0001868194],"genre_scores_gemma":[0.999795,0.00003049193,0.00001639632,0.000004959831,8.759865e-7,0.000001486546,0.0001018149,3.366168e-7,0.0000486257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1524671,"threshold_uncertainty_score":0.3031594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692561936255085,"score_gpt":0.3189295585812991,"score_spread":0.3020039392187483,"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."}}