{"id":"W2331132746","doi":"10.1177/1533317515585924","title":"Examining Trends in the Administration of “As Needed” Medications to Inpatients With Behavioral and Psychological Symptoms of Dementia","year":2015,"lang":"en","type":"article","venue":"American Journal of Alzheimer s Disease & Other Dementias®","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Dementia; Medicine; Pro re nata; Dosing; Evening; Psychiatry; Audit; Medical prescription; Emergency medicine; Internal medicine; Disease; Nursing","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":[0.001782515,0.0001727082,0.0002595175,0.002414612,0.0004039478,0.0006293287,0.0004354533,0.0003889151,0.001232676],"category_scores_gemma":[0.01019779,0.0002746512,0.0003934403,0.002569632,0.0002348569,0.0009290671,0.0005235663,0.0005345853,0.0002482223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006952801,"about_ca_system_score_gemma":0.001286522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01589745,"about_ca_topic_score_gemma":0.02277016,"domain_scores_codex":[0.9981674,0.0004105804,0.0006156498,0.0002001948,0.0003880698,0.0002181088],"domain_scores_gemma":[0.9842641,0.002166598,0.01065266,0.0003557641,0.001837619,0.0007232478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000681309,0.00003343638,0.9980273,0.00001912783,0.00001507204,0.00001773963,0.00005416521,0.00001824325,0.00006305527,0.000006902917,0.00008365073,0.001593319],"study_design_scores_gemma":[0.000003261439,0.0002188333,0.9989181,0.00002051769,0.00001590609,0.00009930327,0.0002701411,0.0001405737,0.0001166358,0.000007635918,0.0001864789,0.000002676475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997837,0.0002080424,0.0001205928,0.00008893296,0.000007780797,0.00003800177,0.00107136,0.00000877453,0.0006196239],"genre_scores_gemma":[0.9971067,0.0003522823,0.0005328072,0.00007182882,0.00001629717,0.00005138865,0.001636604,0.000004272554,0.0002278463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01589745,"threshold_uncertainty_score":0.03160983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07820386326225964,"score_gpt":0.3962987939113936,"score_spread":0.3180949306491339,"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."}}