{"id":"W3121880471","doi":"","title":"Inequality during the Early Years: Child Outcomes and Readiness to Learn in Australia, Canada, United Kingdom, and United States","year":2011,"lang":"en","type":"preprint","venue":"Econstor (Econstor)","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Families, Housing, Community Services and Indigenous Affairs; University of Ottawa; Sage Foundation","keywords":"Disadvantaged; Inequality; Early childhood; Cognition; Cognitive development; Cognitive skill; Child development; Psychology; Demography; Geography; Developmental psychology; Economic growth; Sociology; Economics","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0007123091,0.0002236982,0.0004731845,0.002170954,0.002307956,0.001392715,0.0005236546,0.0004078722,0.001569267],"category_scores_gemma":[0.002952682,0.0001663307,0.0003464243,0.004666345,0.0009205841,0.0006789708,0.001823784,0.0009348984,0.0001531954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008724097,"about_ca_system_score_gemma":0.009480827,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9738951,"about_ca_topic_score_gemma":0.9844022,"domain_scores_codex":[0.9990576,0.00007858918,0.00003731436,0.00008818702,0.0002555149,0.0004828397],"domain_scores_gemma":[0.9975283,0.0002064011,0.0005663931,0.00007509671,0.0007900866,0.0008338272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004287907,0.00003440449,0.9874842,0.00001930565,0.00003869562,0.0001520257,0.00455939,0.0002113601,0.0001026373,0.0008906611,0.0005927102,0.005871647],"study_design_scores_gemma":[5.97797e-7,0.00000620997,0.9984503,0.00001267124,0.000003704944,0.00001607325,0.001016928,0.00005511583,0.00001744943,0.0000298086,0.000387441,0.000003708005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953765,0.0006989255,0.00003532304,0.000224996,0.000005352578,0.000009519815,0.000970231,0.000002547548,0.002676671],"genre_scores_gemma":[0.9982435,0.0004745645,0.00004897038,0.00003274592,0.000002841502,0.000007500982,0.0006407375,0.000002156752,0.0005469906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02610493,"threshold_uncertainty_score":0.06329805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03998701838516808,"score_gpt":0.2962220836738946,"score_spread":0.2562350652887265,"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."}}