{"id":"W2990884440","doi":"10.1182/blood-2019-127394","title":"Patient Harm from Repetitive Blood Draws and Blood Waste in the ICU: A Retrospective Cohort Study","year":2019,"lang":"en","type":"article","venue":"Blood","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Phlebotomy; Medicine; Intensive care unit; Emergency medicine; Retrospective cohort study; Intensive care medicine; Anemia; Population; Cohort; Cohort study; Blood transfusion; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001949187,0.0004450928,0.0005421278,0.001587725,0.001205241,0.001106032,0.001251094,0.0006948533,0.001663672],"category_scores_gemma":[0.004305549,0.0007756652,0.0009694623,0.002781712,0.0006601241,0.001048516,0.001225953,0.0009067479,0.0002602919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001752694,"about_ca_system_score_gemma":0.001940212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04996356,"about_ca_topic_score_gemma":0.06368794,"domain_scores_codex":[0.9981312,0.0003174317,0.0003263483,0.0004415254,0.0004709069,0.0003124753],"domain_scores_gemma":[0.9956109,0.0004102571,0.002442915,0.0004799889,0.0004843562,0.0005715528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004973946,0.00004006585,0.9993693,0.00001039352,0.00004383171,0.00004874621,0.0001311916,0.00001149038,0.00003364712,0.00001061737,0.00007452627,0.0001763644],"study_design_scores_gemma":[0.00001325307,0.0001772906,0.9983391,0.00002185553,0.00005189429,0.00024712,0.0007501593,0.0001878827,0.00002827453,0.00001365645,0.0001615802,0.000008003168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985715,0.0001537629,0.00009592969,0.00003903829,0.00000642102,0.00009281949,0.0007625023,0.000003030224,0.000275003],"genre_scores_gemma":[0.9988894,0.0001263814,0.0001308547,0.00006587047,0.00001054967,0.00006545505,0.0006309156,0.000002460755,0.00007810892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04996356,"threshold_uncertainty_score":0.09934551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1804067017863842,"score_gpt":0.4459305785634466,"score_spread":0.2655238767770625,"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."}}