{"id":"W3209533924","doi":"10.1182/blood-2021-154182","title":"Perioperative Anemia Management in Women Undergoing Gynecologic Procedures: A 10 Year Multisite Study","year":2021,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; McMaster University","funders":"","keywords":"Medicine; Perioperative; Anemia; Blood transfusion; Retrospective cohort study; Intensive care unit; Blood management; Emergency medicine; Pediatrics; Surgery; Intensive care medicine; 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":[0.0009156879,0.0002985121,0.0003664706,0.0009770059,0.0008425869,0.0007979757,0.000564012,0.0005036406,0.0008645922],"category_scores_gemma":[0.001913976,0.0004320253,0.0005940633,0.001934057,0.000321671,0.0006242649,0.0008228206,0.0006945549,0.0001982061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131123,"about_ca_system_score_gemma":0.001651038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05612544,"about_ca_topic_score_gemma":0.07768133,"domain_scores_codex":[0.9992686,0.0001731556,0.0001065509,0.0001675577,0.0001319974,0.0001522047],"domain_scores_gemma":[0.9980908,0.0001748176,0.000834664,0.0001176119,0.0003167457,0.000465405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005367154,0.00006470875,0.999199,0.00000721909,0.00002676774,0.00003372195,0.0001346802,0.000007779886,0.0000423085,0.00000474862,0.0000750498,0.0003503259],"study_design_scores_gemma":[0.00001588752,0.0001650769,0.9987789,0.0000104051,0.00002951441,0.00007597489,0.00067136,0.00007621465,0.00001545813,0.000005619076,0.0001515105,0.000004020677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988979,0.0001214426,0.00004276442,0.00004782107,0.000004339055,0.00004012015,0.0006468016,0.000001715232,0.0001970545],"genre_scores_gemma":[0.9987746,0.0001745936,0.0001124345,0.00007941067,0.0000102377,0.00006088488,0.0006736778,0.000001737871,0.0001124794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05612544,"threshold_uncertainty_score":0.1115975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122869909647808,"score_gpt":0.2617920243931804,"score_spread":0.2505633252967023,"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."}}