{"id":"W7133033959","doi":"","title":"A Look into Child Welfare Cases: Risk and Re-reports in the Context of Intimate Partner Violence","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Welfare; Domestic violence; Context (archaeology); Recidivism; Poison control; Injury prevention; Suicide prevention; Human factors and ergonomics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001771111,0.0002144784,0.0003066293,0.002548985,0.000955508,0.000999734,0.0008175101,0.0006150007,0.001488463],"category_scores_gemma":[0.01227684,0.0004230786,0.0004481784,0.001747439,0.0006827283,0.001250679,0.001599506,0.001067167,0.0002617991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001111408,"about_ca_system_score_gemma":0.0008068456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01563509,"about_ca_topic_score_gemma":0.024027,"domain_scores_codex":[0.9980133,0.0005542082,0.0002977602,0.0002197597,0.0005213325,0.0003935874],"domain_scores_gemma":[0.9912524,0.001890928,0.005232117,0.0004248332,0.0007146156,0.0004850189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002703914,0.00002709732,0.9917597,0.00001939669,0.00001071313,0.0007623471,0.00482559,0.00001954867,0.0002282963,0.0000451209,0.0001359871,0.002139296],"study_design_scores_gemma":[9.836521e-7,0.00005491801,0.9884011,0.00002834021,0.000006529477,0.001635744,0.009371566,0.00005209266,0.0001610127,0.00002223939,0.000259189,0.000006402874],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989198,0.000158691,0.00006118182,0.0001226252,0.000004880085,0.00002682496,0.0001666578,0.000003852256,0.0005355055],"genre_scores_gemma":[0.9986173,0.0004832786,0.0002216142,0.00003943729,0.000009390569,0.00003145143,0.0002653386,0.000004410448,0.0003277217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01563509,"threshold_uncertainty_score":0.03108817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028466341093252,"score_gpt":0.3653056178782945,"score_spread":0.345020954467362,"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."}}