{"id":"W4307313472","doi":"10.1371/journal.pone.0276504","title":"Chemical and physical restraint use during acute care hospitalization of older adults: A retrospective cohort study and time series analysis","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; St. Michael's Hospital; University of Toronto; Institute for Clinical Evaluative Sciences; Impact; University of Calgary; McMaster University; Hotchkiss Brain Institute","funders":"","keywords":"Medicine; Pandemic; Retrospective cohort study; Cohort; Emergency medicine; Comorbidity; Cohort study; Acute care; Dementia; Pediatrics; Coronavirus disease 2019 (COVID-19); Health care; Psychiatry; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001245445,0.0001202021,0.0004396876,0.0001475458,0.000139213,0.00002018058,0.00007650966,0.00005237578,0.0001152643],"category_scores_gemma":[0.00009876498,0.0001161518,0.00005007372,0.0004485985,0.00008909997,0.000066042,0.0001252188,0.0002122338,0.000001987385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000852592,"about_ca_system_score_gemma":0.0000154972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001740125,"about_ca_topic_score_gemma":0.00001031186,"domain_scores_codex":[0.9985479,0.0001727077,0.0002330566,0.0004541455,0.0004195892,0.0001726288],"domain_scores_gemma":[0.9993031,0.00007100511,0.0001093605,0.000292312,0.0001454391,0.00007879989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004375259,0.002580697,0.9243551,0.00006203476,0.004074955,0.0002897129,0.0655314,0.000003728345,0.002276032,0.00003243168,0.000006768412,0.0003496031],"study_design_scores_gemma":[0.0006484708,0.0004500545,0.9852993,0.00004591322,0.000920285,0.00001521075,0.01206814,0.0001021108,0.0002977548,0.00003159672,4.319029e-7,0.0001206826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989264,0.00005951748,0.000003223651,0.00007152354,0.0000199419,0.0006347888,0.0001778293,0.00004043909,0.00006635294],"genre_scores_gemma":[0.9995378,0.00001073374,0.0001057953,0.00001027525,0.00003887391,0.0001037396,0.00005116822,0.00001786794,0.0001237838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06094424,"threshold_uncertainty_score":0.4736534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583602462207315,"score_gpt":0.2853750160772876,"score_spread":0.2695389914552144,"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."}}