{"id":"W2002702566","doi":"10.1016/j.amjopharm.2011.09.006","title":"Detection and Prevention of Drug–Drug Interactions in the Hospitalized Elderly: Utility of New Cytochrome P450–Based Software","year":2011,"lang":"en","type":"article","venue":"The American journal of geriatric pharmacotherapy","topic":"Pharmacogenetics and Drug Metabolism","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Universitaire de Gériatrie de Montréal; Centre Hospitalier de l’Université de Montréal; Université de Montréal","funders":"","keywords":"Polypharmacy; Medicine; Drug; CYP2D6; Prospective cohort study; Internal medicine; Drug interaction; Pharmacology; Cytochrome P450","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":[0.002303078,0.0007444584,0.001010281,0.002507129,0.0001785934,0.0009603662,0.0006116848,0.0005495818,0.001212315],"category_scores_gemma":[0.01018693,0.0002869227,0.0008037909,0.0009158663,0.0001252329,0.0008519827,0.0004216247,0.0006374142,0.0003854274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002826492,"about_ca_system_score_gemma":0.0004395309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002251252,"about_ca_topic_score_gemma":0.002616507,"domain_scores_codex":[0.9988074,0.0003605289,0.0001811898,0.0002814718,0.0003337619,0.00003566122],"domain_scores_gemma":[0.9916074,0.005926906,0.001083932,0.0003880874,0.0008149302,0.000178685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002370638,0.001161646,0.3900459,0.0003643148,0.001603926,0.0003530695,0.0001245712,0.02345057,0.00903072,0.0007263272,0.005136261,0.565632],"study_design_scores_gemma":[0.0004695089,0.001458587,0.1463947,0.00008638288,0.001245148,0.001543611,0.00007262245,0.814962,0.0236762,0.004536982,0.005434305,0.0001198944],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5950253,0.003124926,0.368666,0.00126243,0.0001679704,0.0005806229,0.006251548,0.01950452,0.005416668],"genre_scores_gemma":[0.8699762,0.0006661825,0.1254788,0.0003223862,0.0001112774,0.0001569252,0.00213721,0.0002178586,0.0009331559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002507129,"threshold_uncertainty_score":0.01217997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0715310687299459,"score_gpt":0.3993760881135736,"score_spread":0.3278450193836277,"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."}}