{"id":"W1608705938","doi":"10.58464/2168-670x.1041","title":"Considering the Consequences of Child Welfare Service Decisions","year":2011,"lang":"en","type":"article","venue":"Journal of Family Strengths","topic":"SAS software applications and methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Community Based Research Centre","funders":"","keywords":"Neglect; Welfare; Psychological intervention; Intervention (counseling); Child abuse; Welfare system; Service (business); Psychology; Foster care; Medicine; Public economics; Nursing; Psychiatry; Poison control; Business; Economics; Suicide prevention; Political science; Medical emergency; Law; Marketing","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":[0.0003059001,0.00009273118,0.0001892627,0.00008351527,0.00009004975,0.0000101931,0.0002798341,0.00004781575,0.00006158468],"category_scores_gemma":[0.0001955782,0.0000615344,0.00008593815,0.0002424043,0.00006910416,0.00008757725,0.00002335151,0.0002128461,0.00000345167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001498295,"about_ca_system_score_gemma":0.00002869903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003852794,"about_ca_topic_score_gemma":0.0000154068,"domain_scores_codex":[0.9992072,0.00003359291,0.0004340037,0.00005467332,0.0001552073,0.0001153],"domain_scores_gemma":[0.9989074,0.0004556601,0.0001631657,0.0002160904,0.0001953221,0.00006229228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001631558,0.0004601345,0.01002703,0.0002647374,0.001717947,0.0001394879,0.01535741,0.02156615,0.06762119,0.03282061,0.01175691,0.8381053],"study_design_scores_gemma":[0.002900512,0.0005073334,0.2354542,0.001480733,0.0007344073,0.002064612,0.0301146,0.002456313,0.1854741,0.0126691,0.5249538,0.001190272],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388667,0.004204004,0.02782374,0.001052266,0.0007833593,0.0001698313,0.00002997292,0.00007980617,0.02699031],"genre_scores_gemma":[0.954245,0.0005279664,0.04501404,0.0001414184,0.00005262036,0.000003011852,3.514165e-7,0.00001240298,0.00000322508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.836915,"threshold_uncertainty_score":0.25093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05619260804274483,"score_gpt":0.2893499665635539,"score_spread":0.233157358520809,"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."}}