{"id":"W3138428632","doi":"10.1136/bmj.n532","title":"Comparative efficacy of interventions for reducing symptoms of depression in people with dementia: systematic review and network meta-analysis","year":2021,"lang":"en","type":"review","venue":"BMJ","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":141,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; Foothills Medical Centre; University of Toronto; University of Calgary; St. Michael's Hospital","funders":"","keywords":"Dementia; Cochrane Library; Medicine; Meta-analysis; Depression (economics); Psychological intervention; Psychiatry; MEDLINE; CINAHL; Internal medicine; Disease","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":[0.03070111,0.003501122,0.02592008,0.01057936,0.0006743894,0.004259711,0.002680147,0.002542781,0.003802915],"category_scores_gemma":[0.0788856,0.001655912,0.03695676,0.007761796,0.00101076,0.00279064,0.002207186,0.002313441,0.0002685376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005241772,"about_ca_system_score_gemma":0.004557954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006428294,"about_ca_topic_score_gemma":0.01128287,"domain_scores_codex":[0.971337,0.01833584,0.005325668,0.001938018,0.002616994,0.0004464479],"domain_scores_gemma":[0.9601148,0.03179787,0.004952341,0.0008783707,0.001934986,0.000321602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002446675,0.00003225038,0.001564234,0.3656167,0.6188653,0.00006187765,0.00008707179,0.0006447132,0.0001052181,0.0001823176,0.0003586594,0.010035],"study_design_scores_gemma":[0.001829845,0.0003704038,0.001986961,0.04988092,0.9437078,0.00008788322,0.00006241763,0.0004259609,0.0001238808,0.0003657362,0.001127802,0.00003034221],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006425038,0.9895658,0.001200823,0.000282036,0.0002751127,0.001264527,0.0005442484,0.00004720249,0.0003952442],"genre_scores_gemma":[0.2637022,0.7184617,0.008020421,0.001067619,0.0004005585,0.006729648,0.001086116,0.00005350035,0.0004781955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03070111,"threshold_uncertainty_score":0.162365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1684550660847286,"score_gpt":0.4768966771928502,"score_spread":0.3084416111081215,"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."}}