{"id":"W6958933590","doi":"10.6084/m9.figshare.c.3696460.v1","title":"Who uses early childhood education and care services? Comparing socioeconomic selection across five western policy contexts","year":2017,"lang":"en","type":"other","venue":"Figshare","topic":"Ion Channels and Receptors","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Socioeconomic status; Disadvantaged; Early childhood education; Subsidy; Early childhood; Selection (genetic algorithm); Selection bias; Child care","routes":{"ca_aff":false,"ca_fund":false,"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":[0.001143199,0.0003135507,0.0004256882,0.00132988,0.001070536,0.001567357,0.0006040622,0.0004745303,0.001427498],"category_scores_gemma":[0.002641947,0.000279425,0.0006749002,0.002339106,0.001003331,0.000942854,0.002382382,0.0005774929,0.0001563299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001666671,"about_ca_system_score_gemma":0.001290511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1387497,"about_ca_topic_score_gemma":0.1636472,"domain_scores_codex":[0.9988868,0.0003132452,0.0001001641,0.0001837335,0.0001446756,0.0003715046],"domain_scores_gemma":[0.998328,0.0001881946,0.0008965101,0.00008348392,0.0001701497,0.0003336339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001418847,0.00007052595,0.9955484,0.00002504896,0.0001285527,0.00007399775,0.001670911,0.00005582278,0.00007257778,0.0001962394,0.0001754149,0.001840741],"study_design_scores_gemma":[0.000004307572,0.00004183669,0.996108,0.00003013479,0.00002797184,0.0000234838,0.003401801,0.00006828504,0.00002682609,0.00002845841,0.0002345516,0.000004349986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990147,0.0001487035,0.00001896786,0.00004900111,0.000004206894,0.000008267533,0.0002614127,7.136945e-7,0.0004940201],"genre_scores_gemma":[0.9989451,0.0001774595,0.00004878684,0.00003746233,0.000004428504,0.00002947513,0.000594174,0.000001590961,0.0001616114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1387497,"threshold_uncertainty_score":0.2758842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02534673526857316,"score_gpt":0.3103469915405896,"score_spread":0.2850002562720164,"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."}}