{"id":"W3152995225","doi":"10.1136/bmjoq-2020-001211","title":"Effect of a multimethod quality improvement intervention on antipsychotic medication use among residents of long-term care","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Health; University of Calgary; Alberta Health Services","funders":"Alberta Health Services","keywords":"Antipsychotic; Long-term care; Intervention (counseling); Medicine; Quality management; Term (time); Quality (philosophy); Psychiatry; Psychology; Schizophrenia (object-oriented programming); Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01071633,0.0002039873,0.0007542034,0.0001123658,0.00007610335,0.00005214346,0.0005154558,0.0002605788,0.0004123367],"category_scores_gemma":[0.004599882,0.0001730598,0.0002797523,0.0002615011,0.0001287106,0.0001471295,0.0002246808,0.0002842961,0.00002968607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098247,"about_ca_system_score_gemma":0.0001087313,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01330456,"about_ca_topic_score_gemma":0.001063593,"domain_scores_codex":[0.9878266,0.008761785,0.001756796,0.0006657548,0.000714933,0.0002741353],"domain_scores_gemma":[0.9941583,0.002362217,0.001434081,0.001481768,0.0004192326,0.0001443908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002403296,0.0008284381,0.2476265,0.001961015,0.0001983138,0.000138928,0.003114758,0.000002994383,0.001388428,0.0001562915,0.00009678626,0.7420843],"study_design_scores_gemma":[0.002874386,0.0008737593,0.9814908,0.001606769,0.00004380029,0.000009415955,0.001168771,0.000005312666,0.01165516,0.00008093494,0.000008009062,0.0001828767],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941015,0.0001123287,0.001387073,0.0001343332,0.001033854,0.002491414,0.000130286,0.00002131186,0.000587895],"genre_scores_gemma":[0.9986041,0.000008899276,0.0004995817,0.00008958653,0.00004819361,0.0001675199,0.0001644837,0.00002111048,0.0003965279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7419014,"threshold_uncertainty_score":0.9932659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1676522359000049,"score_gpt":0.5931007995649176,"score_spread":0.4254485636649127,"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."}}