{"id":"W4392123220","doi":"10.3233/jrs-230004","title":"Assessment of drug utilization and potentially inappropriate medications in hemodialysis patients with end-stage renal dysfunction: A study in a tertiary care hospital in Bahrain","year":2024,"lang":"en","type":"article","venue":"International Journal of Risk & Safety in Medicine","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Polypharmacy; Regimen; Hemodialysis; Internal medicine; Allopurinol; Dialysis; Intensive care medicine; End stage renal disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001508907,0.0001624523,0.0004932406,0.001852455,0.00001544418,0.00001804333,0.0001637269,0.00004510651,0.0001230251],"category_scores_gemma":[0.0002249276,0.0001108528,0.00007301062,0.0007195256,0.00009898956,0.0001952367,0.00007009496,0.0004195806,3.95947e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004697808,"about_ca_system_score_gemma":0.0002546997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008005769,"about_ca_topic_score_gemma":0.001979191,"domain_scores_codex":[0.9968649,0.0002407867,0.001237918,0.0002624178,0.001256565,0.0001374167],"domain_scores_gemma":[0.9988621,0.000151957,0.0003861417,0.0001347077,0.0003739082,0.00009121428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005182271,0.00148708,0.9462844,0.0001014177,0.0003954913,0.0006768873,0.009457683,0.001936742,0.00002224247,0.0001097536,0.00002708498,0.03898295],"study_design_scores_gemma":[0.01007694,0.000495568,0.9748349,0.002326812,0.0003293871,0.000005612739,0.008695903,0.002885628,0.000004193049,0.00007836083,0.0001769789,0.0000897632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937091,0.0009359139,0.001702476,0.002464193,0.0003670191,0.0005667168,0.00003206463,0.000005292622,0.0002171988],"genre_scores_gemma":[0.9980149,0.001161685,0.0004354002,0.00006829933,0.000130587,0.00001947721,0.0001366904,0.00001363517,0.00001931736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03889319,"threshold_uncertainty_score":0.4520444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005797115996725343,"score_gpt":0.288951322918338,"score_spread":0.2831542069216126,"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."}}