{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004335541,0.0002627393,0.0003954019,0.003729542,0.0008951742,0.001504452,0.0009632426,0.0004872202,0.001317922],"category_scores_gemma":[0.01536493,0.0004936965,0.0002645408,0.00366589,0.0007956178,0.001011465,0.002195785,0.0006475198,0.0002397751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002832286,"about_ca_system_score_gemma":0.00578191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01112037,"about_ca_topic_score_gemma":0.02455456,"domain_scores_codex":[0.993203,0.002207509,0.001468936,0.0006997027,0.001768236,0.0006524996],"domain_scores_gemma":[0.9554813,0.007193082,0.02412889,0.001591564,0.006866912,0.004738183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001452078,0.0001624616,0.989625,0.0001343499,0.00003187766,0.0005335739,0.0006670155,0.0000831379,0.0003009561,0.00003579968,0.0006084005,0.007672178],"study_design_scores_gemma":[0.00003270059,0.0005846918,0.9931381,0.0002176623,0.00003032535,0.001128881,0.002437956,0.0005505867,0.0003574698,0.00005004176,0.00144966,0.0000217936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971117,0.0004262344,0.0002723697,0.0003093729,0.000009462667,0.0002114828,0.0006489092,0.00003059983,0.000979785],"genre_scores_gemma":[0.9978594,0.0003023712,0.0007370486,0.000227366,0.00002092945,0.0001035002,0.000616219,0.000005655818,0.0001274707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01112037,"threshold_uncertainty_score":0.02292877,"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."}}