{"id":"W2900421564","doi":"10.1053/j.semtcvs.2018.10.020","title":"Minimizing Atheromatous Emboli During Arch Surgery With a Sequential Debranching Procedure","year":2018,"lang":"en","type":"article","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Aortic Thrombus and Embolism","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Arch; Surgery; Cardiopulmonary bypass; Perfusion; Aortic arch; Cardiology; Aorta","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001665296,0.0003510333,0.00134983,0.0003895147,0.0002392094,0.00005040651,0.0000732016,0.0002023151,0.00003495441],"category_scores_gemma":[0.0001917149,0.000291578,0.0006503607,0.0005547093,0.0003476283,0.0001843207,0.00008692187,0.0003393691,0.00001028596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006731188,"about_ca_system_score_gemma":0.000297205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001170948,"about_ca_topic_score_gemma":0.00002105014,"domain_scores_codex":[0.9973199,0.0001704519,0.0004930269,0.0006796358,0.0006203591,0.0007166605],"domain_scores_gemma":[0.9987435,0.0002034883,0.00009598257,0.0006144764,0.0001055501,0.0002369796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001395742,0.0002041225,0.8115697,0.002272589,0.002211535,0.004421548,0.004384872,0.0000355615,0.002175309,0.00002034232,0.0006374078,0.1706713],"study_design_scores_gemma":[0.002723799,0.0002860438,0.8913878,0.01926454,0.002969339,0.02955391,0.007525418,0.0005905232,0.03686642,0.0002437432,0.005819522,0.002768928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813866,0.01665858,0.0003432699,0.00007056288,0.0002845391,0.0003200463,0.000002854491,0.0001140291,0.0008195458],"genre_scores_gemma":[0.9963933,0.001933923,0.0006078078,0.000112044,0.00067227,0.00004634391,0.0000135159,0.00008524379,0.0001355776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1679024,"threshold_uncertainty_score":0.9999536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866153881599308,"score_gpt":0.2644209117378378,"score_spread":0.2457593729218447,"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."}}