{"id":"W2618461924","doi":"10.1177/183693911604100403","title":"The Selection of ECEC Programs by Australian Families: Quality, Availability, Usage and Family Demographics","year":2016,"lang":"en","type":"article","venue":"Australasian Journal of Early Childhood","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Early childhood education; Early childhood; Socioeconomic status; Educational attainment; Quality (philosophy); Psychology; Longitudinal study; Multilevel model; Developmental psychology; Demography; Medicine; Sociology; Economic growth; Economics; Population","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002696336,0.0001927377,0.0003080449,0.0001572782,0.0005723004,0.0002158524,0.000469546,0.0001716234,0.00005973426],"category_scores_gemma":[0.0004289673,0.0001195227,0.0001809545,0.0005872195,0.0008662796,0.0005482846,0.00003719619,0.0003256644,0.000008709036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008541279,"about_ca_system_score_gemma":0.0008869009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004302841,"about_ca_topic_score_gemma":0.0005932986,"domain_scores_codex":[0.9970483,0.0004883069,0.0009487052,0.000227288,0.0008072409,0.0004801263],"domain_scores_gemma":[0.9978853,0.0003380371,0.0007598156,0.0001901627,0.0004422365,0.0003844342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002902664,0.0002932246,0.8547578,0.000009518079,0.0001601232,0.000001142983,0.01861223,1.926541e-7,0.0007484657,0.00269561,0.004373709,0.1183189],"study_design_scores_gemma":[0.0006362883,0.0004503934,0.9677446,0.0001325015,0.00003391158,0.00001371746,0.008845626,2.183679e-8,0.0002630063,0.002060652,0.01964392,0.0001753093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890282,0.000196589,0.00005181844,0.008465977,0.0003847328,0.000312792,0.000009183652,0.00002520735,0.001525499],"genre_scores_gemma":[0.9964328,0.001209932,0.0006296791,0.00006521954,0.0002191868,0.00000402094,0.000001043455,0.00001567024,0.001422492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1181436,"threshold_uncertainty_score":0.4873994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0221787182264719,"score_gpt":0.2996739337030854,"score_spread":0.2774952154766135,"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."}}