{"id":"W4407687296","doi":"10.1007/s12630-024-02903-1","title":"A clinical comparison of the effects of six disposable cardiopulmonary bypass circuits on bleeding and coagulation: a quality assurance project","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; Women's College Hospital; University of Toronto; University Health Network","funders":"","keywords":"Cardiopulmonary bypass; Quality assurance; Coagulation; Medicine; Quality (philosophy); Cardiology; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005365642,0.0007670296,0.0009203469,0.0009630278,0.0007760667,0.0009978646,0.0006147086,0.0009386878,0.001971268],"category_scores_gemma":[0.01422778,0.0003586443,0.000909156,0.0007818148,0.001413926,0.0008805143,0.000560109,0.0008649654,0.0002554035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001121065,"about_ca_system_score_gemma":0.0009612829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327278,"about_ca_topic_score_gemma":0.001040426,"domain_scores_codex":[0.9941432,0.003264686,0.0004098445,0.0008598599,0.001071345,0.0002510812],"domain_scores_gemma":[0.9854928,0.007387974,0.002110902,0.001355341,0.002059477,0.001593667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5565724,0.05269377,0.1496613,0.0009821218,0.001125083,0.000495415,0.003951116,0.002168846,0.04034422,0.0005512828,0.0006860465,0.1907684],"study_design_scores_gemma":[0.02728815,0.7039462,0.2476581,0.00005685652,0.0009264707,0.0004941207,0.001286518,0.002179553,0.01403589,0.000255821,0.0017507,0.0001214602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984792,0.000236359,0.0006027746,0.00002505845,0.00001386086,0.0002966945,0.00007502378,0.00001208552,0.0002591829],"genre_scores_gemma":[0.9973767,0.0002081508,0.001499652,0.00004930831,0.00003494232,0.0002850932,0.0001745641,0.000009195797,0.0003623461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005365642,"threshold_uncertainty_score":0.02837658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321885963844122,"score_gpt":0.3133039448675748,"score_spread":0.2900850852291336,"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."}}