{"id":"W4405009776","doi":"10.1053/j.jvca.2024.11.028","title":"Use of Intraoperative Hemostatic Checklists for Blood Management in Patients Undergoing Cardiac Surgery: A Scoping Review","year":2024,"lang":"en","type":"review","venue":"Journal of Cardiothoracic and Vascular Anesthesia","topic":"Hemostasis and retained surgical items","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Boniface Hospital; University of Manitoba; University of Calgary","funders":"University of Manitoba; University of Calgary","keywords":"Medicine; Blood management; Cardiac surgery; Hemostasis; Hemostatics; Intensive care medicine; Surgery; General surgery; Blood transfusion","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002548902,0.0004428158,0.005809646,0.0004818187,0.00003591962,0.00006223597,0.00008766009,0.0002231959,0.000003989835],"category_scores_gemma":[0.0003130736,0.0002805,0.003151365,0.0005188806,0.00005649994,0.0001390785,0.00003551175,0.0004309781,0.000001186417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082646,"about_ca_system_score_gemma":0.0005699456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001939045,"about_ca_topic_score_gemma":2.662214e-7,"domain_scores_codex":[0.9962919,0.0005593539,0.001930582,0.0003321959,0.000592949,0.0002930463],"domain_scores_gemma":[0.997793,0.0006479161,0.0007354619,0.0003002931,0.0003232306,0.0002000901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003336479,0.0001104486,0.000222237,0.4317624,0.003943634,0.0005660718,0.00004641951,8.296154e-7,5.951459e-8,0.00002433002,0.0005441164,0.5627461],"study_design_scores_gemma":[0.000393967,0.0002361898,0.00006663027,0.6788052,0.02086906,0.0004614514,0.00002238498,0.000003003116,0.0000019306,0.000004046445,0.298874,0.000262181],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005793986,0.9963014,0.00007084654,0.0001112243,0.0001030114,0.002795896,0.00001049679,0.00000675383,0.00002102197],"genre_scores_gemma":[0.0000983967,0.9985575,0.0009058944,0.0001094169,0.0001035868,0.00005533038,0.00004750155,0.00007419203,0.00004818128],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5624839,"threshold_uncertainty_score":0.9999647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06617746919333246,"score_gpt":0.3693456995797678,"score_spread":0.3031682303864354,"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."}}