{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004373116,0.0003575214,0.0007395782,0.0001483235,0.0006025719,0.0000581714,0.0003787742,0.0002980681,0.000398857],"category_scores_gemma":[0.001824915,0.0002688113,0.00007425329,0.0004683065,0.00009720308,0.0003555845,0.0003861247,0.002020935,0.0003160369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072766,"about_ca_system_score_gemma":0.0004059333,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0122488,"about_ca_topic_score_gemma":0.005602305,"domain_scores_codex":[0.9901103,0.005953335,0.001126517,0.001075796,0.0009367113,0.0007973182],"domain_scores_gemma":[0.9945176,0.002931584,0.0007256698,0.001257846,0.0003563712,0.000210892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008608752,0.003591973,0.9353635,0.00008643371,0.0003288036,0.0001345085,0.05954,1.478734e-7,0.0002170373,0.0004293866,0.00009605669,0.0001260635],"study_design_scores_gemma":[0.006008307,0.001439999,0.9104323,0.0002963088,0.0005881767,0.0000102249,0.07950986,0.000003844365,0.0002199127,0.0005629445,0.00062967,0.0002984435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814103,0.0005541903,0.000001555119,0.001975487,0.0005768352,0.00701826,0.0001759619,0.0000960742,0.008191286],"genre_scores_gemma":[0.9950716,0.0001604518,0.0001249861,0.003107961,0.0003612842,0.0008135176,0.00003055532,0.00005430047,0.0002753679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02493119,"threshold_uncertainty_score":0.9999764,"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."}}