{"id":"W2803543206","doi":"10.1016/j.chiabu.2018.05.016","title":"Child and family needs profiles among cases substantiated by child protection services","year":2018,"lang":"en","type":"article","venue":"Child Abuse & Neglect","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Collège de Maisonneuve; Cegep de Saint Jerome; Université du Québec en Outaouais","funders":"","keywords":"Child protection; Referral; Needs assessment; Psychology; Relevance (law); Latent class model; Sample (material); Medicine; Family medicine; Nursing; Computer science; Political science; Law","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":[0.0004762021,0.0001679723,0.0002602795,0.002746914,0.002000129,0.0008543716,0.0004062874,0.0005417226,0.003355084],"category_scores_gemma":[0.004181575,0.0003046058,0.0003900267,0.002038097,0.0004674657,0.0009541206,0.001550265,0.0005302585,0.0003611209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187369,"about_ca_system_score_gemma":0.001033194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04882542,"about_ca_topic_score_gemma":0.05542013,"domain_scores_codex":[0.9992263,0.0001155901,0.0001077295,0.0000689206,0.0001273369,0.0003541291],"domain_scores_gemma":[0.9981249,0.0003193475,0.0007215692,0.00006540682,0.0003826721,0.0003861198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000044748,0.00004591252,0.9964032,0.00000446481,0.000005519523,0.0002564514,0.002131627,0.00002150207,0.0001140287,0.00004370408,0.00006749804,0.000861385],"study_design_scores_gemma":[7.99207e-7,0.0000445876,0.9900141,0.000007106718,0.000004754142,0.000359206,0.0092607,0.00005119009,0.00006056851,0.00002126144,0.00017237,0.000003307255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991843,0.00003017293,0.000007032227,0.0000328032,9.665628e-7,0.000007547026,0.000163215,6.704124e-7,0.000573345],"genre_scores_gemma":[0.9993086,0.00004998636,0.00002068575,0.00001278894,0.000001657429,0.000008479932,0.0002254467,0.000001155006,0.0003712185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04882542,"threshold_uncertainty_score":0.09708244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01300808846931037,"score_gpt":0.2434740681576277,"score_spread":0.2304659796883174,"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."}}