{"id":"W4221083811","doi":"10.1016/j.learninstruc.2022.101615","title":"Early childcare enrollment and the pursuit of higher education: A Canadian longitudinal study","year":2022,"lang":"en","type":"article","venue":"Learning and Instruction","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Canada Research Chairs","keywords":"Disadvantaged; Propensity score matching; Attendance; Odds; Selection bias; Psychology; Demography; Early childhood education; Early childhood; Matching (statistics); Medicine; Logistic regression; Developmental psychology; Sociology; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005059349,0.00004246641,0.0000653367,0.00007512696,0.001493102,0.00008017616,0.00006733635,0.00001536443,0.0004094572],"category_scores_gemma":[0.00002609793,0.00003617061,0.00001266192,0.0001784116,0.0001090018,0.0000630426,0.00003305365,0.0001578297,0.000001139324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009103554,"about_ca_system_score_gemma":0.0005096477,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1709464,"about_ca_topic_score_gemma":0.01369069,"domain_scores_codex":[0.9992118,0.0002396315,0.00009505396,0.0001132079,0.0002456159,0.00009472586],"domain_scores_gemma":[0.9997596,0.00002172102,0.00006054092,0.00004434442,0.00003968873,0.00007406538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001377289,0.00002939872,0.8661275,0.000001918297,0.00001744092,1.365165e-7,0.07882714,0.00001157305,3.801458e-7,0.01408157,0.0002354188,0.04065377],"study_design_scores_gemma":[0.0003621846,0.00005936887,0.8411651,0.00000281973,0.000007824408,0.00000266241,0.05393997,7.833451e-7,2.410887e-7,0.00033369,0.1040852,0.00004014637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983565,0.0003469528,4.333585e-7,0.004462498,0.0006594916,0.00021543,5.831335e-7,0.0000121247,0.01073742],"genre_scores_gemma":[0.9948096,0.00003587226,0.00003412815,0.0001248887,0.0001287854,0.00003611352,0.000002548315,0.000003200219,0.00482482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1572557,"threshold_uncertainty_score":0.9998068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486901657693807,"score_gpt":0.2889066334799784,"score_spread":0.2740376169030403,"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."}}