{"id":"W1981889302","doi":"10.1097/01.pra.0000271664.17340.f9","title":"When Less Is More: Reducing the Incidence of Antipsychotic Polypharmacy","year":2007,"lang":"en","type":"review","venue":"Journal of Psychiatric Practice","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Polypharmacy; Antipsychotic; Autonomy; Mental health; Medicine; Psychiatry; Schizophrenia (object-oriented programming); Intensive care medicine; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003367241,0.0004046079,0.001765872,0.0009020893,0.0001215363,0.00005608495,0.0006772729,0.0002074181,0.0001632365],"category_scores_gemma":[0.001733265,0.0002201116,0.001107739,0.001288728,0.0001250104,0.0004151948,0.00007669331,0.002219998,0.00004631695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002583907,"about_ca_system_score_gemma":0.003235666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001082454,"about_ca_topic_score_gemma":0.000002716164,"domain_scores_codex":[0.9952233,0.0005092032,0.001861374,0.0003045329,0.001674272,0.0004273253],"domain_scores_gemma":[0.9915962,0.002374007,0.00412016,0.0007361186,0.0007863918,0.0003871098],"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":[0.003831167,0.0008431009,0.00006931873,0.00519955,0.002001862,0.0007876332,0.0002059552,3.44895e-7,0.000001048258,0.00008165635,0.02139883,0.9655795],"study_design_scores_gemma":[0.002684347,0.0007758967,0.0001571603,0.008763665,0.01161711,0.02316916,0.0002805534,0.000003806489,0.000006502049,0.0001410417,0.9522097,0.000191031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001880786,0.9878263,0.0001580215,0.008687789,0.001212997,0.0008694031,0.00001073768,0.00000801442,0.001038615],"genre_scores_gemma":[0.0002075688,0.9788794,0.01833413,0.0005231773,0.001717787,0.000009194134,0.000003103147,0.00005562948,0.0002700321],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9653885,"threshold_uncertainty_score":0.9644909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105395133966332,"score_gpt":0.4701871790612603,"score_spread":0.3647920450949284,"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."}}