{"id":"W2617629258","doi":"10.1002/prp2.321","title":"Clinician agreement and influence of medication‐related characteristics on assessment of polypharmacy","year":2017,"lang":"en","type":"article","venue":"Pharmacology Research & Perspectives","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Polypharmacy; Medicine; Beers Criteria; Logistic regression; Medication therapy management; Comorbidity; Multivariate analysis; Emergency medicine; Intensive care medicine; Internal medicine; Family medicine; Pharmacy","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":[0.06440393,0.0003297649,0.0009244353,0.00184648,0.0005825179,0.001560304,0.0007140631,0.0007582981,0.001066839],"category_scores_gemma":[0.271304,0.0004689689,0.0007006277,0.001093417,0.0009218366,0.00121496,0.001843575,0.0007094976,0.0003581588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008069936,"about_ca_system_score_gemma":0.0007090258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707572,"about_ca_topic_score_gemma":0.001795338,"domain_scores_codex":[0.8848957,0.07503037,0.01447855,0.005288581,0.01893676,0.001370006],"domain_scores_gemma":[0.5469553,0.3456559,0.04731871,0.01179406,0.04557741,0.002698654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001071671,0.0001352016,0.9523816,0.0003544496,0.0005111785,0.0002288434,0.009106235,0.0008643138,0.00155102,0.0001527992,0.0006587658,0.03298401],"study_design_scores_gemma":[0.00009109281,0.001113685,0.9733313,0.0003469577,0.0002013332,0.001230567,0.005630265,0.01237222,0.002796726,0.000667578,0.002098738,0.0001195683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910632,0.0008779097,0.004570764,0.0003294285,0.00007853565,0.0001768008,0.0001450419,0.00003428938,0.002723872],"genre_scores_gemma":[0.9980115,0.000107647,0.001503177,0.00007182211,0.00002208391,0.00005955682,0.0000664436,0.000007597724,0.0001500864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06440393,"threshold_uncertainty_score":0.3406046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2460210137448749,"score_gpt":0.6049979247719577,"score_spread":0.3589769110270828,"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."}}