{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000471684,0.0002413055,0.0003556881,0.0006135649,0.0008335583,0.0007079361,0.0003947931,0.000472464,0.00104543],"category_scores_gemma":[0.001118358,0.0002753833,0.0003837301,0.0009298336,0.0004213093,0.0004295248,0.0005471519,0.0004631796,0.0001107292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191945,"about_ca_system_score_gemma":0.001414574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02664525,"about_ca_topic_score_gemma":0.03116459,"domain_scores_codex":[0.9996439,0.00007623885,0.00004766994,0.00006161317,0.00007113233,0.00009935097],"domain_scores_gemma":[0.99919,0.0001200882,0.0003299489,0.00003994688,0.0001083593,0.0002116094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002815552,0.0000838514,0.9981143,0.00002058782,0.00001412242,0.0002695476,0.0005251642,0.00001092905,0.0001274357,0.00001573059,0.00005830905,0.000731905],"study_design_scores_gemma":[0.00001000794,0.0001885845,0.9962329,0.0000180835,0.00002204951,0.0005845298,0.002571572,0.0001072609,0.00004603361,0.00001484826,0.000198212,0.000005937552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995414,0.0001411307,0.00002550149,0.00007148959,0.000003337366,0.000008288008,0.00006770242,0.000001126058,0.0001401679],"genre_scores_gemma":[0.9996578,0.0001240081,0.00003732172,0.00006786908,0.000007183401,0.000006689475,0.00005330896,4.695942e-7,0.00004537188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02664525,"threshold_uncertainty_score":0.0529803,"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."}}