{"id":"W2994620245","doi":"10.1111/ggi.13844","title":"Risk factors for adverse drug reactions in older inpatients of geriatric wards at admission: Multicenter study","year":2019,"lang":"en","type":"article","venue":"Geriatrics and gerontology international/Geriatrics & gerontology international","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"Japan Agency for Medical Research and Development","keywords":"Medicine; Emergency medicine; Drug; Multicenter study; Drug reaction; Intensive care medicine; Adverse effect; Internal medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008777265,0.0005016209,0.0009704506,0.001132662,0.0001484486,0.00003213381,0.0005180796,0.0003986379,0.001741691],"category_scores_gemma":[0.001397951,0.0004581459,0.0003556702,0.0003669696,0.0001243705,0.0004772441,0.0003943797,0.0005878473,0.00004288067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005768689,"about_ca_system_score_gemma":0.0001629913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008032512,"about_ca_topic_score_gemma":0.0004248972,"domain_scores_codex":[0.9957384,0.0002701068,0.001651393,0.0009991704,0.0007447194,0.0005961558],"domain_scores_gemma":[0.9956297,0.001548583,0.001332548,0.0004721318,0.0007194898,0.0002975168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003140419,0.002190043,0.9888554,0.00009992382,0.0007312699,0.00002911689,0.002416402,0.00009454952,0.0002499942,0.0003468298,0.001003367,0.0008426515],"study_design_scores_gemma":[0.01804606,0.0008546979,0.9430639,0.00003859883,0.0005761596,0.00006307175,0.002086814,0.006457857,0.0001857721,0.0001611558,0.02795159,0.00051435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843763,0.0004349698,0.0003376472,0.001654095,0.008179446,0.002559532,0.0003607463,0.00005552196,0.002041816],"genre_scores_gemma":[0.9932805,0.0007977738,0.001513265,0.0002696619,0.0003051251,0.0001670736,0.0004199785,0.00005147497,0.003195167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04579156,"threshold_uncertainty_score":0.999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05368978370487122,"score_gpt":0.3802844133746273,"score_spread":0.3265946296697561,"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."}}