{"id":"W2150858898","doi":"10.1176/appi.ps.201300217","title":"Variation in Long-Term Antipsychotic Polypharmacy and High-Dose Prescribing Across Physicians and Hospitals","year":2014,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute","funders":"U.S. Department of Veterans Affairs","keywords":"Polypharmacy; Antipsychotic; Medicine; Confounding; Defined daily dose; Schizophrenia (object-oriented programming); Logistic regression; Psychiatry; Emergency medicine; Intensive care medicine; Internal medicine; Drug","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001437138,0.000235537,0.0003013331,0.001105184,0.0008394163,0.0008676482,0.001090981,0.0004548166,0.001011531],"category_scores_gemma":[0.007260526,0.000270366,0.0005157558,0.002414322,0.0007413875,0.0003103888,0.0006181655,0.0004082696,0.00009731323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006502409,"about_ca_system_score_gemma":0.006606102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8143094,"about_ca_topic_score_gemma":0.839036,"domain_scores_codex":[0.9971218,0.000510561,0.0002144619,0.0006625279,0.001003669,0.0004870435],"domain_scores_gemma":[0.9939611,0.00122157,0.002561225,0.0003779968,0.001023132,0.0008549888],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003011734,0.000008364535,0.998153,0.000008095472,0.00008613966,0.00002347891,0.0001604036,0.0001611781,0.0001602851,0.0000369155,0.00006165996,0.00111031],"study_design_scores_gemma":[0.000001283839,0.00000848477,0.9994803,0.000003309913,0.000009421847,0.00002778282,0.0001272788,0.0002317038,0.0000311466,0.000009274899,0.00006734965,0.000002748637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981309,0.0002201174,0.0003906254,0.0001242082,0.000004619911,0.00001236963,0.0006031721,0.00001081391,0.0005032073],"genre_scores_gemma":[0.9993842,0.00005137406,0.0001448208,0.00001675965,0.000002706953,0.000002829648,0.0002880223,0.000001543217,0.0001077132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9985629,"threshold_uncertainty_score":0.3735684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0097481608530985,"score_gpt":0.3035148124852327,"score_spread":0.2937666516321342,"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."}}