{"id":"W4407382003","doi":"10.1016/j.athoracsur.2025.01.027","title":"Conduit Selection in CABG surgery: Mounting RIMA Evidence is Challenging our Beliefs","year":2025,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute","funders":"","keywords":"Medicine; Electrical conduit; Selection (genetic algorithm); Surgery; Artificial intelligence","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":[0.0106305,0.0003765842,0.001376401,0.001398765,0.003963819,0.006099273,0.002462454,0.03090958,0.008993551],"category_scores_gemma":[0.08871023,0.0005098026,0.0009272785,0.001286248,0.005049272,0.006099406,0.002161383,0.03799184,0.003668897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004247547,"about_ca_system_score_gemma":0.006973322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004106669,"about_ca_topic_score_gemma":0.009615216,"domain_scores_codex":[0.99145,0.003152169,0.001588116,0.0009111718,0.002141919,0.0007565977],"domain_scores_gemma":[0.9099773,0.06221157,0.006049399,0.001900906,0.01016648,0.009694378],"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":[0.00009094993,0.00009829832,0.006524048,0.0002653493,0.00006676152,0.001691768,0.0004273913,0.0001123142,0.0001798457,0.009635579,0.9434453,0.03746248],"study_design_scores_gemma":[0.0004306009,0.0002162232,0.009789417,0.00606162,0.0002901382,0.00690069,0.003316109,0.001158752,0.0004991348,0.08992913,0.8811649,0.0002433011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004242428,0.001535218,0.00004993551,0.9911402,0.004931571,0.000001982672,0.0000190762,0.000005754258,0.001892017],"genre_scores_gemma":[0.01179012,0.003464071,0.0003691285,0.9064134,0.0769339,0.00001543113,0.00003642908,0.00001959269,0.0009578714],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03090958,"threshold_uncertainty_score":0.05622017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2140289562638135,"score_gpt":0.4191031471726308,"score_spread":0.2050741909088173,"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."}}