{"id":"W4386739530","doi":"10.1111/cfs.13087","title":"Responding to social and emotional vulnerability: Child welfare investigations involving older adolescents","year":2023,"lang":"en","type":"article","venue":"Child & Family Social Work","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Ontario Ministry of Research and Innovation; Ministère des Services à l'enfance et des Services sociaux et communautaires, Gouvernement de l’Ontario","keywords":"Referral; Neglect; Vulnerability (computing); Medicine; Welfare; Foster care; Mental health; Child abuse; Psychology; Harm; Psychiatry; Incidence (geometry); Poison control; Suicide prevention; Environmental health; Family medicine; Nursing; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004069865,0.0002856002,0.0003286939,0.0005070363,0.004026157,0.0001209525,0.0002457758,0.0002702513,0.0002864173],"category_scores_gemma":[0.000110495,0.000322351,0.0001704126,0.003123265,0.0002171251,0.0001188323,0.0001851021,0.0006469332,0.0006217139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008932685,"about_ca_system_score_gemma":0.00002369473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003405834,"about_ca_topic_score_gemma":0.00003708497,"domain_scores_codex":[0.9977185,0.0002567437,0.0003799113,0.0006734109,0.0003567057,0.0006146865],"domain_scores_gemma":[0.999308,0.00008218358,0.00009847425,0.0002309048,0.00006513639,0.0002153392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003331795,0.0005952924,0.5057673,0.0001372273,0.000457133,0.00007928434,0.1078968,0.00001606856,0.0000622473,0.2245084,0.1306531,0.02949397],"study_design_scores_gemma":[0.0008971922,0.00001984402,0.9727727,0.000279176,0.00003440515,0.000004365434,0.003129222,0.000001354232,0.000002729224,0.001133697,0.02140095,0.0003244233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486603,0.0002131884,0.0000177018,0.03047851,0.001193534,0.00050969,0.0001098494,0.000407007,0.01841025],"genre_scores_gemma":[0.9930455,0.000006718409,0.00004689126,0.003732463,0.002190533,0.00006201972,0.0001444011,0.00006573029,0.0007057287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4670053,"threshold_uncertainty_score":0.9999229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04134637011630388,"score_gpt":0.3140776018383323,"score_spread":0.2727312317220284,"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."}}