{"id":"W2094649224","doi":"10.4103/0973-1229.104497","title":"Polypharmacy in psychiatry: A review","year":2013,"lang":"en","type":"review","venue":"Mens Sana monographs","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":189,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Polypharmacy; Psychiatry; Medical prescription; Psychopharmacology; Class (philosophy); Medicine; Geriatric psychiatry; Psychology; Intensive care medicine; Pharmacology; Computer science","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":[0.0006291185,0.0009278105,0.001536008,0.004792566,0.0003781848,0.001141813,0.0009213955,0.0009919466,0.004859861],"category_scores_gemma":[0.001857098,0.0003125991,0.001004344,0.005108906,0.0003942805,0.001239138,0.0006588827,0.001118478,0.000815331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007493967,"about_ca_system_score_gemma":0.002380189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002860653,"about_ca_topic_score_gemma":0.006235976,"domain_scores_codex":[0.9996256,0.00006729946,0.0001050206,0.00005288313,0.0001260521,0.00002313543],"domain_scores_gemma":[0.9986709,0.0007982782,0.0002846278,0.00001800975,0.0001672244,0.00006089842],"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":[0.0000734195,0.000102814,0.0006233136,0.1665874,0.0003974206,0.0004006813,0.0001425155,0.0002416713,0.000346058,0.001194667,0.03556928,0.7943208],"study_design_scores_gemma":[0.00006853868,0.0002171066,0.007328848,0.1716571,0.002272275,0.006046023,0.0002862634,0.0001998572,0.0002704743,0.002162838,0.8094352,0.00005545453],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007440458,0.9994585,0.00001780754,0.0001140456,0.00005933477,0.000004466136,0.00001328279,0.000002034066,0.0002561936],"genre_scores_gemma":[0.0004834273,0.9992257,0.00006303563,0.00007545859,0.00006294744,0.000003940636,0.00001302707,3.668328e-7,0.00007205818],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004859861,"threshold_uncertainty_score":0.01625788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2644357443273002,"score_gpt":0.5019654101072372,"score_spread":0.2375296657799369,"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."}}