{"id":"W2312858123","doi":"10.1017/s1035077200005538","title":"Before it's too late: Enhancing the early detection and prevention of long-term placement disruption","year":2003,"lang":"en","type":"article","venue":"Children Australia","topic":"Child Welfare and Adoption","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Foster care; Harm; Psychosocial; Predictability; Psychology; Developmental psychology; Medicine; Nursing; Social psychology; Psychiatry","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":[0.0004817613,0.00008283123,0.00008617085,0.00003491238,0.0003471659,0.00006121867,0.00006757053,0.00008025565,0.0001309845],"category_scores_gemma":[0.00003944209,0.00006643864,0.00005406988,0.0001402925,0.0001115163,0.0002277632,0.00001263075,0.0000989056,0.00001060034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005221676,"about_ca_system_score_gemma":0.00002119243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000693149,"about_ca_topic_score_gemma":0.004696456,"domain_scores_codex":[0.9991465,0.0001357762,0.0001922145,0.000153564,0.0002030386,0.0001689601],"domain_scores_gemma":[0.9996784,0.00001338909,0.0001201753,0.0001071892,0.00003367734,0.00004713673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006478209,0.0002209746,0.8678256,0.00006319221,0.0001552294,0.000002847015,0.039452,0.00006697582,0.009842755,0.01151543,0.000248133,0.07054214],"study_design_scores_gemma":[0.0002238572,0.00009345993,0.9940142,0.00004295558,0.00004300706,0.000003690344,0.0003075513,8.009038e-7,0.004453799,0.000614109,0.0001238712,0.00007868464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979886,0.00002997702,0.0007829904,0.0002758116,0.0001842378,0.00037925,0.000002708771,0.00002196457,0.0003345071],"genre_scores_gemma":[0.9973176,0.00003888596,0.00003026105,0.00001705056,0.0001169963,0.000007520078,0.000009897318,0.000005576479,0.002456185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1261887,"threshold_uncertainty_score":0.2709289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02317427788470787,"score_gpt":0.3137700129629392,"score_spread":0.2905957350782313,"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."}}