{"id":"W4380625902","doi":"10.1093/ndt/gfad063c_4594","title":"#4594 INPATIENT POLYPHARMACY AND THE AGING KIDNEY","year":2023,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polypharmacy; Medicine; Renal function; Kidney disease; Geriatrics; Delirium; Observational study; Deprescribing; Intensive care medicine; Internal medicine; Emergency medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009144098,0.0001199673,0.0004683263,0.0009509447,0.0008399864,0.001051972,0.000365451,0.0005762826,0.01789783],"category_scores_gemma":[0.004241714,0.0001764944,0.0004082507,0.001573734,0.000301824,0.0006623164,0.000970527,0.0007620009,0.001630326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143442,"about_ca_system_score_gemma":0.002329529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01464511,"about_ca_topic_score_gemma":0.02007312,"domain_scores_codex":[0.9989535,0.0002620931,0.0001940526,0.0001135157,0.0002353787,0.0002414038],"domain_scores_gemma":[0.9930232,0.001033543,0.002693678,0.0002141359,0.0008453318,0.002190083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002305887,0.0002155697,0.9464056,0.0003367133,0.00007976079,0.0002962272,0.0001356002,0.00005794978,0.0001190436,0.0002933493,0.01176945,0.04006022],"study_design_scores_gemma":[0.00001732597,0.0001292871,0.994221,0.0001374588,0.00003437164,0.0003543619,0.0001157614,0.00009115047,0.000033768,0.0001554599,0.004704794,0.00000525258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9004018,0.01785267,0.0004718087,0.01752812,0.0004670115,0.0002469156,0.01394684,0.0000607665,0.049024],"genre_scores_gemma":[0.9735249,0.007904471,0.0006184963,0.002517266,0.0008388454,0.0001426353,0.003980152,0.00001240548,0.01046087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01789783,"threshold_uncertainty_score":0.05987424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04774771373875556,"score_gpt":0.3555402346859799,"score_spread":0.3077925209472243,"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."}}