{"id":"W2783175687","doi":"10.1016/j.jagp.2018.01.002","title":"Palliating Severe Refractory Neuropsychiatric Symptoms of Dementia: Is There a Role for Electroconvulsive Therapy?","year":2018,"lang":"en","type":"letter","venue":"American Journal of Geriatric Psychiatry","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"National Institutes of Health; Canadian Institutes of Health Research; MagVenture; University of Toronto; Weston Brain Institute; Fondation Brain Canada","keywords":"Dementia; Aggression; Electroconvulsive therapy; Irritability; Psychiatry; Medicine; Scopus; Disinhibition; Psychology; Clinical psychology; Disease; MEDLINE; Anxiety; Cognition","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0006116034,0.001041649,0.002884884,0.001203037,0.0002602786,0.00004353842,0.0009162205,0.0005223859,0.000204548],"category_scores_gemma":[0.0001392737,0.0008461081,0.001734598,0.001508307,0.0004742511,0.0001660805,0.00007238461,0.002728755,0.00001223301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002291887,"about_ca_system_score_gemma":0.001862346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003962755,"about_ca_topic_score_gemma":0.000003822356,"domain_scores_codex":[0.9941071,0.00038819,0.002330489,0.0008021546,0.001194337,0.001177759],"domain_scores_gemma":[0.9886315,0.000615714,0.007679256,0.0008823722,0.001970858,0.0002202881],"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":[0.004825974,0.0006575968,0.03617906,0.0008111018,0.01240117,0.00006862079,0.0009658651,7.942568e-7,0.002405012,0.00001563089,0.9118063,0.0298628],"study_design_scores_gemma":[0.01699796,0.1051185,0.01602727,0.001427878,0.00850973,0.002498902,0.00214258,0.0000169524,0.0009607682,0.00264009,0.8412652,0.002394138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5099224,0.1242842,0.0006006607,0.356019,0.00470558,0.003128735,0.0002051704,0.0001097398,0.001024483],"genre_scores_gemma":[0.1890208,0.02810637,0.02660291,0.6873899,0.0660607,0.0002333686,0.0001203228,0.001149239,0.001316378],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3313709,"threshold_uncertainty_score":0.999572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007376630142988306,"score_gpt":0.2629571817461661,"score_spread":0.2555805516031778,"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."}}