{"id":"W4412479558","doi":"10.1001/jamasurg.2025.2226","title":"Clinical Practice Guideline Recommendations on Mental Health in Trauma","year":2025,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université de Sherbrooke; McGill University; Institut Universitaire en Santé Mentale de Québec; Douglas Mental Health University Institute; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; University of Alberta Hospital; Université de Montréal; University of Saskatchewan; Royal Columbian Hospital; Alberta Hospital Edmonton; University of British Columbia; Université Laval; Vancouver General Hospital; Centres Intégré Universitaires de Santé et de Services Sociaux; Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; CINAHL; Guideline; PsycINFO; MEDLINE; Mental health; Referral; Grading (engineering); Family medicine; Cochrane Library; Evidence-based medicine; Nursing; Psychological intervention; Psychiatry; Alternative medicine; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.011376,0.0001565449,0.0005990181,0.0004019921,0.00009828227,0.00003753968,0.00007328068,0.0001422147,0.0004591214],"category_scores_gemma":[0.04601537,0.0001516582,0.0002244451,0.0006651884,0.00004595707,0.0003994367,0.00005685418,0.0007244432,0.000118518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003373701,"about_ca_system_score_gemma":0.0009399189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005331069,"about_ca_topic_score_gemma":0.0001919173,"domain_scores_codex":[0.9945273,0.0008379476,0.003576119,0.0004373147,0.0003030935,0.000318206],"domain_scores_gemma":[0.9836586,0.01482803,0.0006236474,0.0004446756,0.0002704671,0.0001746431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006356565,0.0007874877,0.01495294,0.00001554344,0.00003963413,0.000009601833,0.00002958128,0.000001898945,0.000003595511,0.0002168168,0.5337107,0.4495966],"study_design_scores_gemma":[0.002388316,0.0001826293,0.05588793,0.0003550805,0.00004230441,0.00002407889,0.000813894,0.0004244166,0.00001675748,0.0001802625,0.9395814,0.0001029413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03256894,0.0002297988,0.001337262,0.9525427,0.002450503,0.0007510639,0.00004906518,0.00008676451,0.009983865],"genre_scores_gemma":[0.1750474,0.003990309,0.06786369,0.747135,0.001318517,0.00007993865,0.00267579,0.00005854727,0.001830784],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4494936,"threshold_uncertainty_score":0.9620205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2642869544424731,"score_gpt":0.5753884891081763,"score_spread":0.3111015346657032,"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."}}