{"id":"W4281947160","doi":"10.1097/wad.0000000000000513","title":"Changes in Polypharmacy and Psychotropic Medication Use After Diagnosis of Major Neurocognitive Disorders","year":2022,"lang":"en","type":"article","venue":"Alzheimer Disease & Associated Disorders","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; Institut National de Santé Publique du Québec; Université Laval","funders":"","keywords":"Polypharmacy; Neurocognitive; Medicine; Psychiatry; Psychotropic medication; Psychotropic Agent; Pediatrics; Cognition; Intensive care medicine; Mental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000615437,0.0002166073,0.0002440584,0.0009499255,0.0003793243,0.0005865736,0.0005262977,0.0004208887,0.001273261],"category_scores_gemma":[0.003283698,0.0001293682,0.0005017522,0.001166542,0.0002003137,0.0003773723,0.0003576374,0.0005190067,0.0001578874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002289649,"about_ca_system_score_gemma":0.001456143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3573806,"about_ca_topic_score_gemma":0.4913975,"domain_scores_codex":[0.9993955,0.00008830018,0.00007317683,0.0001233387,0.0002018898,0.0001177259],"domain_scores_gemma":[0.9963292,0.0002577736,0.002194022,0.00009900559,0.0006958623,0.0004239738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003235478,0.00001478046,0.9988385,0.000007693141,0.00003102317,0.00001903529,0.00002476404,0.00002545786,0.00006201596,0.00000403303,0.0000758047,0.0008644938],"study_design_scores_gemma":[6.222323e-7,0.000007744105,0.9998924,0.000001934764,0.000003004932,0.00001686311,0.00001221087,0.0000337118,0.000008782698,0.000001390648,0.0000208153,5.710589e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969965,0.0003834376,0.00008181507,0.0001221641,0.000007759,0.00002186687,0.00174881,0.000006093688,0.0006315833],"genre_scores_gemma":[0.9987609,0.000127064,0.0001064367,0.0000505336,0.000008470905,0.000008411271,0.0007803499,0.000001196668,0.0001567387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3573806,"threshold_uncertainty_score":0.7106009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692465903621857,"score_gpt":0.3025628959408583,"score_spread":0.2856382369046397,"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."}}