{"id":"W4294243382","doi":"10.23889/ijpds.v7i3.1796","title":"Potentially inappropriate prescribing in long-term care residents and its association with probable delirium.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Bruyère; Ottawa Hospital","funders":"","keywords":"Beers Criteria; Medicine; Polypharmacy; Delirium; Dementia; Odds ratio; Confidence interval; Population; Medical prescription; Logistic regression; Deprescribing; Emergency medicine; Psychiatry; Intensive care medicine; Environmental health; Internal medicine; 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":[0.001107776,0.0002856821,0.0002688714,0.000609872,0.0006633761,0.000652712,0.0004346342,0.0003898942,0.001190864],"category_scores_gemma":[0.007474756,0.000241142,0.0005377659,0.001110065,0.0003950809,0.000342269,0.0005633734,0.0007305998,0.0001194154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850026,"about_ca_system_score_gemma":0.003123909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.161958,"about_ca_topic_score_gemma":0.3009405,"domain_scores_codex":[0.9989018,0.0002167143,0.0001824592,0.0001362454,0.000403081,0.0001597181],"domain_scores_gemma":[0.9923464,0.000763759,0.005344181,0.0001347822,0.0008168155,0.0005939553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003321552,0.00001348231,0.999104,0.00002334302,0.00002895038,0.00004146016,0.00003785518,0.00001857179,0.00002246214,0.00000496613,0.00006308147,0.0006084467],"study_design_scores_gemma":[0.00000272265,0.00004523479,0.9993337,0.00003071204,0.00002100039,0.0002022581,0.0001007879,0.0001550627,0.00001591071,0.00001077211,0.00007879313,0.000003096096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973232,0.001183012,0.0000928004,0.0002663208,0.00001005309,0.00001688816,0.0005943302,0.000003731267,0.0005095749],"genre_scores_gemma":[0.9993348,0.0002324895,0.0001086085,0.00004000139,0.00001009643,0.000005372044,0.0001768125,7.836172e-7,0.0000909868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.161958,"threshold_uncertainty_score":0.3220305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03412681576253677,"score_gpt":0.3393504454732214,"score_spread":0.3052236297106846,"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."}}