{"id":"W4390082321","doi":"10.1093/geroni/igad104.1631","title":"COVID-19 AND PSYCHOTROPIC DRUG USE IN ASSISTED LIVING RESIDENTS: VARIATION BY WAVE AND SETTING TYPE","year":2023,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; York University; University of Waterloo","funders":"","keywords":"Medicine; Gee; Dementia; Antipsychotic; Pandemic; Demography; Population; Coronavirus disease 2019 (COVID-19); Benzodiazepine; Medical prescription; Generalized estimating equation; Psychiatry; Internal medicine; Schizophrenia (object-oriented programming); Environmental health; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.00122997,0.0002902876,0.0003274032,0.0008911255,0.0005728452,0.0008733731,0.001041723,0.0003797931,0.001710826],"category_scores_gemma":[0.003589012,0.0002891275,0.0007173776,0.001788856,0.0003985915,0.0002907776,0.0008981195,0.0005924529,0.0002259741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002200568,"about_ca_system_score_gemma":0.001541247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.444878,"about_ca_topic_score_gemma":0.5191423,"domain_scores_codex":[0.9990956,0.0001845419,0.00007372778,0.0001909729,0.0002303114,0.0002248213],"domain_scores_gemma":[0.9968041,0.00030394,0.001607049,0.0002178015,0.0006766056,0.0003904738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005587105,0.000009155287,0.9988783,0.000006439927,0.00004883008,0.00001221148,0.00006581598,0.0000391727,0.00006877122,0.00001192867,0.000236918,0.0005665164],"study_design_scores_gemma":[0.000001850669,0.0000107725,0.999652,0.000006690387,0.000008403726,0.00001517807,0.0001141157,0.00008991047,0.0000155947,0.000005797192,0.00007787583,0.000001774476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949759,0.0002621409,0.0002129003,0.00009957,0.00001397476,0.00003525919,0.003832715,0.00001061406,0.0005570479],"genre_scores_gemma":[0.9970297,0.00009441846,0.0002183935,0.00004785191,0.000007932544,0.00002980703,0.002185462,0.000005388867,0.0003809962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.444878,"threshold_uncertainty_score":0.8845772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07587573917176377,"score_gpt":0.4123971555937881,"score_spread":0.3365214164220244,"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."}}