{"id":"W4389547769","doi":"10.1111/trf.17610","title":"Intravenous albumin utilization audit at a large community hospital","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; William Osler Health System; Kingston Health Sciences Centre; Ontario Stroke Network; Queen's University","funders":"Ontario Ministry of Health and Long-Term Care; Canadian Blood Services","keywords":"Medicine; Albumin; Audit; Retrospective cohort study; Emergency medicine; Guideline; Demographics; Health care; Intensive care medicine; Surgery; Internal medicine; Accounting; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005439601,0.0001841067,0.0002581437,0.0002091879,0.0004679512,0.00001684783,0.000115397,0.0001629341,0.0002900343],"category_scores_gemma":[0.0001422222,0.0001795862,0.000106066,0.0007483484,0.000059957,0.0001143498,0.00005252571,0.0003739063,0.0005961839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000195348,"about_ca_system_score_gemma":0.00006651031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001873137,"about_ca_topic_score_gemma":0.0009474878,"domain_scores_codex":[0.9984677,0.0001744133,0.000300969,0.0002508333,0.0004246808,0.0003813692],"domain_scores_gemma":[0.9991037,0.0001246653,0.00005759203,0.0004409651,0.0001230886,0.0001499693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002784101,0.005426824,0.1015688,0.002109968,0.0002554932,0.0005378682,0.106541,0.0001250158,0.2570995,0.001359637,0.02436116,0.4978306],"study_design_scores_gemma":[0.005240343,0.001433806,0.9467039,0.0003003666,0.0001648193,0.00004302708,0.003255978,0.002376354,0.02605731,0.0003531261,0.01370126,0.0003696814],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917363,0.00009026496,0.002306202,0.00188043,0.0004392703,0.0008305787,0.00006065693,0.0005611838,0.002095091],"genre_scores_gemma":[0.9971298,0.0005804504,0.0001971855,0.0001982908,0.0001034368,0.00003693152,0.00091515,0.00004958619,0.000789175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8451352,"threshold_uncertainty_score":0.7662936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04544405529442059,"score_gpt":0.3046456782688301,"score_spread":0.2592016229744095,"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."}}