{"id":"W3165682697","doi":"10.1080/0886571x.2021.1929660","title":"Patterns of Change in Restraints, Seclusions and Time-outs over the Implementation of Trauma-informed Staff Training Programs in Residential Care for Children and Youth","year":2021,"lang":"en","type":"article","venue":"Residential Treatment for Children & Youth","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Centres Intégré Universitaires de Santé et de Services Sociaux","funders":"","keywords":"Training (meteorology); Residential care; Psychology; Medicine; Nursing; Medical education; Applied psychology","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":[0.0001836122,0.0002975236,0.0005131701,0.0002377113,0.0001428595,0.00005554106,0.0001378902,0.0001440006,0.0001253649],"category_scores_gemma":[0.00001522341,0.0002435167,0.0002038647,0.0002141158,0.00007868724,0.0001579444,0.00007141296,0.0001016694,7.84736e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007999149,"about_ca_system_score_gemma":0.0001057353,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01789465,"about_ca_topic_score_gemma":0.05745767,"domain_scores_codex":[0.9979962,0.0001153987,0.0006835263,0.0005231501,0.0002198931,0.000461802],"domain_scores_gemma":[0.9991301,0.0001048278,0.0002915928,0.0003302862,0.00006308728,0.00008012907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000502541,0.0004340782,0.450112,0.00005944092,0.0005181188,0.000006095633,0.4641852,0.000002368335,0.00004098818,0.0003289909,0.00001225165,0.08379795],"study_design_scores_gemma":[0.01165546,0.0008422136,0.9071432,0.0001912283,0.0004264691,0.00001466834,0.07874498,0.000002092905,0.0007121789,0.0000700314,0.000002598908,0.0001948257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901887,0.0008944442,0.00001134905,0.00009101821,0.0000957396,0.003776777,0.004877909,0.00002013285,0.00004394457],"genre_scores_gemma":[0.9950375,0.0001410238,0.00008991799,0.00001660665,0.0001773522,0.0002392098,0.004220874,0.00004290724,0.00003464044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4570313,"threshold_uncertainty_score":0.9930325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06228009372360986,"score_gpt":0.3432987035008031,"score_spread":0.2810186097771932,"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."}}