{"id":"W7007805312","doi":"","title":"Adverse drug events related to polypharmacy in older adults: Defining outcomes and identifying opportunities for safer prescribing","year":2021,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; McGill University Health Centre; McGill University","keywords":"SAFER; Polypharmacy; Drug; Adverse effect; MEDLINE; Medical prescription","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001734159,0.0001356095,0.0001835033,0.0007255655,0.0004070573,0.000827484,0.0001804986,0.0004254747,0.003736838],"category_scores_gemma":[0.006947726,0.0001288116,0.0002290767,0.0006416279,0.0001560389,0.0004069896,0.0004090518,0.000880277,0.0008507554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006099787,"about_ca_system_score_gemma":0.00172162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01090764,"about_ca_topic_score_gemma":0.02895964,"domain_scores_codex":[0.9996288,0.0001005141,0.00004079254,0.0000342604,0.0001326694,0.00006299728],"domain_scores_gemma":[0.9974155,0.0005677776,0.0005337703,0.00002859987,0.0007274761,0.0007268725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002591161,0.0006793613,0.5807095,0.0004096438,0.00004289599,0.00006655644,0.001787366,0.00008396769,0.0002211491,0.0003021157,0.07006374,0.3453747],"study_design_scores_gemma":[0.00002922626,0.0001618736,0.9900742,0.0003692197,0.00001759174,0.00006587244,0.001115321,0.00006746202,0.00009157325,0.0002256709,0.00777502,0.000006877255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8136563,0.03481007,0.0004809484,0.08718719,0.001365692,0.000365602,0.002954265,0.00004476694,0.0591353],"genre_scores_gemma":[0.899281,0.04944601,0.002552637,0.007955771,0.001626764,0.0003979515,0.002407412,0.0000350436,0.03629744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01090764,"threshold_uncertainty_score":0.02168834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09344315695418208,"score_gpt":0.3675761395185216,"score_spread":0.2741329825643395,"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."}}