{"id":"W3211916615","doi":"10.1182/blood-2021-148731","title":"Impact of Polypharmacy and Potentially Inappropriate Medications Among Older Adults with Blood Cancers","year":2021,"lang":"en","type":"article","venue":"Blood","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Polypharmacy; Medicine; Population; Comorbidity; Geriatric oncology; Geriatrics; Adverse effect; Deprescribing; Montreal Cognitive Assessment; Gerontology; Cancer; Internal medicine; Cognition; Psychiatry; Cognitive impairment","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":[0.0007788275,0.0001535379,0.0003315042,0.001122416,0.0006009372,0.000853623,0.000217792,0.000368707,0.001759701],"category_scores_gemma":[0.008446338,0.0001514589,0.000496188,0.001284516,0.0001767898,0.0006992841,0.0006758271,0.0007795603,0.000190448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006524794,"about_ca_system_score_gemma":0.0007081291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01231649,"about_ca_topic_score_gemma":0.02186356,"domain_scores_codex":[0.9986273,0.0002914551,0.0003507071,0.0001898056,0.0003881089,0.0001526732],"domain_scores_gemma":[0.9920397,0.00107965,0.004967566,0.0001703556,0.0008346098,0.0009082727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004042445,0.00004815975,0.9956956,0.00002658693,0.00003430281,0.0000636106,0.00006301134,0.00001454837,0.00003000276,0.00001212317,0.0003302185,0.003641482],"study_design_scores_gemma":[0.000004421182,0.00006336817,0.9990991,0.00002864799,0.00003056632,0.0001968509,0.0001421534,0.0000829112,0.0000197496,0.00002030546,0.0003091378,0.000002593693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941923,0.001408693,0.00006298507,0.0006932492,0.00002479474,0.0000317054,0.001185903,0.000006438147,0.002393926],"genre_scores_gemma":[0.9985226,0.00046419,0.00009980111,0.000330608,0.0000433516,0.00001379479,0.0003718935,0.000001431406,0.0001523948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01231649,"threshold_uncertainty_score":0.02448958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02534284695171757,"score_gpt":0.3453685108656461,"score_spread":0.3200256639139285,"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."}}