{"id":"W4408774017","doi":"10.1503/cmaj.241076","title":"Nonpharmacologic management of the behavioural and psychological symptoms of dementia","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; University of British Columbia; University Health Network","funders":"","keywords":"Apathy; Dementia; Mood; Anxiety; Depression (economics); Psychosis; Psychiatry; Medicine; Depressed mood; Psychology; Cognition; Pathology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003225782,0.0003576354,0.0006216238,0.0006497647,0.0005260279,0.0003496507,0.000535237,0.0004425735,0.005328256],"category_scores_gemma":[0.001028287,0.0000623837,0.0003991935,0.0003461754,0.0001519674,0.0003505633,0.0003974207,0.001080217,0.0009359595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004916497,"about_ca_system_score_gemma":0.000866321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003335356,"about_ca_topic_score_gemma":0.0127392,"domain_scores_codex":[0.9997724,0.00003780966,0.00002715987,0.00001755931,0.0001137049,0.000031423],"domain_scores_gemma":[0.9997162,0.00005434579,0.00008062976,0.000009834207,0.0000812176,0.00005772294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006669384,0.002166923,0.00829479,0.002829386,0.0002604267,0.002580374,0.0001887359,0.0002500602,0.005496258,0.00147966,0.03630968,0.9394767],"study_design_scores_gemma":[0.002655017,0.007821055,0.2473161,0.01143072,0.0008498479,0.04302737,0.0009667121,0.001827699,0.008052797,0.01702312,0.6588738,0.0001557086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1630513,0.5332833,0.01972654,0.03664459,0.002895743,0.001469779,0.001891726,0.0009358568,0.2401012],"genre_scores_gemma":[0.676208,0.2333872,0.02260542,0.01934666,0.005795873,0.0007314191,0.001610249,0.0001145844,0.04020057],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005328256,"threshold_uncertainty_score":0.01782483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894349712757601,"score_gpt":0.3217934486823759,"score_spread":0.3028499515547999,"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."}}