{"id":"W1586065247","doi":"10.18433/j35c7z","title":"Drug-Drug Interactions Associated with Length of Stay and Cost of Hospitalization","year":2009,"lang":"en","type":"article","venue":"Journal of Pharmacy & Pharmaceutical Sciences","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":245,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação de Amparo à Pesquisa do Estado da Bahia","keywords":"Polypharmacy; Medicine; Medical prescription; Drug; Univariate analysis; Odds ratio; Comorbidity; Medical record; Multivariate analysis; Retrospective cohort study; Odds; Internal medicine; Emergency medicine; Pharmacology; Logistic regression","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001236057,0.0001614908,0.0004605494,0.0002294843,0.0001064856,0.00002801176,0.0001823382,0.00001788267,0.0002720076],"category_scores_gemma":[0.0004512563,0.0001053101,0.0001216709,0.0006514562,0.0005049987,0.000839907,0.00003124494,0.0004382265,0.000001183441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005698812,"about_ca_system_score_gemma":0.0001828604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001470446,"about_ca_topic_score_gemma":0.000003757902,"domain_scores_codex":[0.9977695,0.0001758225,0.0007560537,0.0001714464,0.0008583281,0.0002688823],"domain_scores_gemma":[0.99763,0.0006656312,0.000814686,0.00007189342,0.0004480419,0.0003697679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003251403,0.003413003,0.8230255,0.0002050759,0.0005931237,0.00008923274,0.001667266,0.0003445173,0.05677071,0.001067032,0.001605668,0.1079675],"study_design_scores_gemma":[0.03340797,0.005014958,0.2291363,0.002002192,0.005424497,0.0009163514,0.002588283,0.08825929,0.4756406,0.0008590785,0.1557516,0.0009988815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893996,0.001282252,0.000217697,0.006017142,0.0002566756,0.0003304353,0.00001132839,0.00001173299,0.002473117],"genre_scores_gemma":[0.9971824,0.001141031,0.000540887,0.000948326,0.00008218703,0.000001107801,0.000002068598,0.000007166953,0.00009478192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5938892,"threshold_uncertainty_score":0.4294423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1233433325015216,"score_gpt":0.460064832833981,"score_spread":0.3367215003324595,"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."}}