{"id":"W4290958807","doi":"10.6004/jnccn.2022.7033","title":"Association of Polypharmacy and Potentially Inappropriate Medications With Frailty Among Older Adults With Blood Cancers","year":2022,"lang":"en","type":"article","venue":"Journal of the National Comprehensive Cancer Network","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Dana-Farber/Harvard Cancer Center; National Institute on Aging; National Cancer Institute; National Institutes of Health; Brigham and Women's Hospital; U.S. Department of Veterans Affairs","keywords":"Medicine; Polypharmacy; Odds ratio; Anticholinergic; Odds; Comorbidity; Beers Criteria; Geriatric oncology; Internal medicine; Geriatrics; Cross-sectional study; Cancer; Logistic regression; Psychiatry","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":[0.001087924,0.0002394411,0.0003043236,0.0009172842,0.0004034044,0.000620813,0.0003536634,0.0003935095,0.001409553],"category_scores_gemma":[0.006163349,0.0002149791,0.0006595722,0.0009456465,0.000207702,0.0005906026,0.000744191,0.0009067342,0.0001386164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004469917,"about_ca_system_score_gemma":0.0004273205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009283947,"about_ca_topic_score_gemma":0.01625258,"domain_scores_codex":[0.9992703,0.0001499682,0.0001475941,0.0001331148,0.000195047,0.0001040818],"domain_scores_gemma":[0.9946016,0.0006669721,0.003482876,0.000225922,0.0005386104,0.0004840646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001850681,0.00001083039,0.9989863,0.00000662066,0.0000303269,0.00001288402,0.00001493989,0.00001707428,0.00001602947,0.000005306771,0.00005167672,0.0008295391],"study_design_scores_gemma":[0.000001581681,0.00002622074,0.9996081,0.000009324548,0.00001902444,0.00009170722,0.00003048579,0.000125222,0.00001160131,0.00001394041,0.00006127771,0.000001553112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979395,0.0007144409,0.00009562992,0.0001904583,0.000009934512,0.00001058869,0.0004923872,0.000003869888,0.0005430705],"genre_scores_gemma":[0.9993469,0.0001812301,0.00008140576,0.00004849177,0.00001707342,0.000005508859,0.0002505316,7.743583e-7,0.00006814835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009283947,"threshold_uncertainty_score":0.01845986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04049587474737516,"score_gpt":0.3394308472614818,"score_spread":0.2989349725141066,"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."}}