{"id":"W4287831671","doi":"10.1017/bpp.2022.18","title":"Information effects on parental choices for early childhood education and care","year":2022,"lang":"en","type":"article","venue":"Behavioural Public Policy","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Early childhood education; Psychology; Test (biology); Child care; Sample (material); Conjoint analysis; Social psychology; Medical education; Developmental psychology; Nursing; Medicine; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002003157,0.00009491848,0.00008176978,0.0003240076,0.001363529,0.0003102626,0.0001765379,0.00004036507,0.00007430717],"category_scores_gemma":[0.0002170544,0.0001003498,0.00004330104,0.0002873964,0.0000412784,0.0007220433,0.00005751243,0.0001134508,0.00001411729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004497065,"about_ca_system_score_gemma":0.002787952,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009644188,"about_ca_topic_score_gemma":0.0002524174,"domain_scores_codex":[0.9990144,0.00009669141,0.0001539704,0.0001161833,0.0003362251,0.0002825212],"domain_scores_gemma":[0.9994506,0.00005604986,0.0001022751,0.00009917455,0.00009499556,0.0001968699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000005126719,0.0001681007,0.1617637,0.00001067293,0.000008098479,5.212421e-8,0.2693418,4.026501e-7,0.000001258013,0.04178011,0.0061252,0.5207955],"study_design_scores_gemma":[0.0003196913,0.0001134097,0.8588644,0.000005755579,0.000006325768,0.000001224385,0.0271231,1.592722e-7,0.00001298911,0.0006687053,0.1127612,0.0001230742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816465,0.000104199,0.000002739295,0.008825126,0.0007316165,0.0007705027,0.00004527806,0.00008429954,0.007789731],"genre_scores_gemma":[0.9958577,0.000008357726,0.0001400431,0.002166547,0.0004229454,0.000476926,0.000262458,0.000007679325,0.0006573582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6971006,"threshold_uncertainty_score":0.9999366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680522847454224,"score_gpt":0.3047853400709768,"score_spread":0.2879801115964346,"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."}}