{"id":"W4220832234","doi":"10.2139/ssrn.4016485","title":"Impact of Polypharmacy and Potentially Inappropriate Medications Among Older Adults With Blood Cancers","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Polypharmacy; Medicine; Blood cancer; Intensive care medicine; Gerontology; Cancer; Internal medicine","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":[0.0007134539,0.0001927493,0.0004170984,0.0006971147,0.0005092002,0.001161742,0.0002342608,0.0006468068,0.002487678],"category_scores_gemma":[0.007923096,0.0001799777,0.001424697,0.001072877,0.0002129466,0.000884898,0.0008616336,0.001361282,0.0001942102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007284224,"about_ca_system_score_gemma":0.0009294296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01821679,"about_ca_topic_score_gemma":0.04084,"domain_scores_codex":[0.9989157,0.0002428709,0.0002275982,0.0001233045,0.0002851285,0.0002054752],"domain_scores_gemma":[0.995078,0.0008479038,0.002693163,0.0001454485,0.0005061503,0.0007293192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000158842,0.0001238059,0.9938499,0.00003379585,0.0002386139,0.00007210145,0.00008155647,0.00004362078,0.00004248189,0.00004532298,0.0002286315,0.005081394],"study_design_scores_gemma":[0.000009229007,0.0001112741,0.9988293,0.00003182676,0.0001319093,0.0001105027,0.0002600863,0.0001273754,0.00002060341,0.00006263461,0.0003005902,0.000004854059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993481,0.001622549,0.00004241775,0.0008993375,0.00004665347,0.00001048755,0.0007400006,0.00000314628,0.003154476],"genre_scores_gemma":[0.9982735,0.0005502725,0.00006319304,0.0002894865,0.00006995246,0.00000401688,0.0003664758,0.000001570608,0.0003814228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01821679,"threshold_uncertainty_score":0.0362215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149033078098628,"score_gpt":0.3297157540023969,"score_spread":0.3148124461925341,"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."}}