{"id":"W2037439871","doi":"10.1007/s10488-014-0545-5","title":"Out-of-Home Placement Decision-Making and Outcomes in Child Welfare: A Longitudinal Study","year":2014,"lang":"en","type":"article","venue":"Administration and Policy in Mental Health and Mental Health Services Research","topic":"Child Welfare and Adoption","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"National Institute of Mental Health; Annie E. Casey Foundation","keywords":"Welfare; Longitudinal study; Psychology; Longitudinal data; Developmental psychology; Medicine; Sociology; Political science; Demography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003159703,0.0001362942,0.0003156243,0.0004223792,0.001427272,0.00009261184,0.0001103708,0.00006326175,0.00001728532],"category_scores_gemma":[0.00002452812,0.0001286113,0.00001716318,0.0003933745,0.0001627943,0.0002259256,0.0001112677,0.0002502633,0.000001534183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003103321,"about_ca_system_score_gemma":0.0003329052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02209507,"about_ca_topic_score_gemma":0.1937299,"domain_scores_codex":[0.9971471,0.0006779696,0.000587053,0.0003573091,0.0006395631,0.0005910169],"domain_scores_gemma":[0.9990496,0.0001896549,0.000140807,0.00011371,0.00002733684,0.000478858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000568158,0.0008372981,0.7609184,0.0007346817,0.000007642349,0.000002205011,0.1308737,4.151898e-7,9.465328e-7,0.01073849,0.00002814119,0.09528999],"study_design_scores_gemma":[0.002500545,0.003127818,0.8308585,0.0007123197,0.000001074896,0.000006457458,0.1513036,0.0001249581,0.000001548968,0.0006525674,0.01055385,0.0001567071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576978,0.0007102073,0.000002204053,0.03909921,0.0001272138,0.001495558,0.00003409999,0.00001063419,0.0008230574],"genre_scores_gemma":[0.994873,0.00359049,0.00009412467,0.001258786,0.00008340348,0.00003256807,0.00003308948,0.000007712611,0.00002678594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1716348,"threshold_uncertainty_score":0.9998727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05123376614656997,"score_gpt":0.4969395462259618,"score_spread":0.4457057800793918,"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."}}