{"id":"W4386252848","doi":"10.20944/preprints202308.1888.v1","title":"Multi-Year Retrospective Analysis of Mortality and Readmissions Correlated with STOPP/START and Beers American Geriatric Society Criteria Applied to Calgary Hospital Admissions","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Oracle (Canada); University of Calgary","funders":"","keywords":"Medicine; Beers Criteria; Medical prescription; Retrospective cohort study; Odds ratio; Odds; Emergency medicine; Logistic regression; Internal medicine; Pharmacology","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":[0.001135566,0.0003337261,0.0004818685,0.002071674,0.0004478974,0.000755789,0.00066488,0.0003812808,0.0009794926],"category_scores_gemma":[0.003301875,0.0004382505,0.0005603023,0.002501517,0.0003296105,0.0004125778,0.0008915574,0.0005997922,0.0002041089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107345,"about_ca_system_score_gemma":0.0009258959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05446332,"about_ca_topic_score_gemma":0.05174726,"domain_scores_codex":[0.9985329,0.0002507768,0.0002004917,0.0003473502,0.0003714853,0.0002969945],"domain_scores_gemma":[0.9960706,0.0004973823,0.002073898,0.000363263,0.000566023,0.0004287323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002894428,0.000005500714,0.9996027,0.000002765426,0.00002527909,0.0000297211,0.00001808267,0.00002153253,0.00002895378,0.000002112255,0.000040564,0.0001937968],"study_design_scores_gemma":[0.000001802999,0.00002156226,0.9997197,0.00000270428,0.00001051841,0.00005897681,0.0000566696,0.00007510424,0.00002000534,0.000002237484,0.00002894336,0.000001696493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984365,0.000099864,0.00006062722,0.00001690864,0.000003876256,0.00001197924,0.001212637,0.000004385451,0.0001530484],"genre_scores_gemma":[0.9982659,0.00006903859,0.00007419811,0.000019521,0.000007476376,0.00001282243,0.001463278,0.000002284425,0.00008547091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05446332,"threshold_uncertainty_score":0.1082926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2271294343844872,"score_gpt":0.4497808985117415,"score_spread":0.2226514641272543,"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."}}