{"id":"W2894374581","doi":"10.21037/acs.2018.07.06","title":"The use of intraoperative graft assessment in guiding graft revision","year":2018,"lang":"en","type":"editorial","venue":"Annals of Cardiothoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Modalities; Myocardial infarction; Artery; Bypass surgery; Cardiology; Coronary artery bypass surgery; Surgery; Radiology; Internal medicine","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":[0.0074937,0.0005304755,0.002841237,0.0006504087,0.0001116827,0.00006740734,0.0002193932,0.0008499765,0.00003312116],"category_scores_gemma":[0.0055491,0.0003929151,0.001874761,0.0006901714,0.0004515022,0.0002927054,0.0001936448,0.0007777295,0.000003426886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200646,"about_ca_system_score_gemma":0.001559255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003103624,"about_ca_topic_score_gemma":0.00001230269,"domain_scores_codex":[0.9939662,0.001197467,0.001846347,0.0006285117,0.001792981,0.000568528],"domain_scores_gemma":[0.9846733,0.0107117,0.0009401035,0.001298184,0.00222281,0.0001538893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006620766,0.00008136286,0.003985522,0.0004019875,0.0005398138,0.0001154767,0.00006844,0.000002941908,0.0001332672,0.00001564826,0.9012134,0.09278005],"study_design_scores_gemma":[0.0001034079,0.0002043518,0.003303687,0.003849094,0.0002115837,0.00001306309,0.00006880806,0.00001058327,0.004652259,0.00004195992,0.9872003,0.000340964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.05474617,0.02683065,0.0005304728,0.002194003,0.9093008,0.00251451,0.0007585769,0.0002610949,0.002863727],"genre_scores_gemma":[0.2418277,0.1596554,0.001376609,0.0004136933,0.5933374,0.000237835,0.001284865,0.00035132,0.001515105],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3159634,"threshold_uncertainty_score":0.9998523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1236766701930895,"score_gpt":0.4032842982744176,"score_spread":0.2796076280813282,"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."}}