{"id":"W4416834361","doi":"10.1093/ejcts/ezaf425","title":"Time to Assess the Role of Quality Control in CABG: The SMARTFLOW Trial Program","year":2025,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. John’s Health Sciences Centre; Government of Newfoundland and Labrador; University of Ottawa","funders":"","keywords":"Quality (philosophy); Control (management); Data collection; Quality assurance; Quality of life (healthcare)","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":[0.002674453,0.0005636968,0.001423667,0.0002303545,0.0002833423,0.001199713,0.0004011262,0.00115427,0.00462735],"category_scores_gemma":[0.006019289,0.0001950615,0.001722634,0.0005112338,0.000304334,0.001090872,0.0006457616,0.002402027,0.0003715409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004784464,"about_ca_system_score_gemma":0.001140661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020504,"about_ca_topic_score_gemma":0.001671353,"domain_scores_codex":[0.9986472,0.0007585103,0.0001025194,0.000207581,0.0001264659,0.0001578319],"domain_scores_gemma":[0.997209,0.0008685364,0.0008445572,0.0002511448,0.0001620809,0.0006647396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.7248157,0.005208706,0.1178709,0.001050093,0.009288657,0.00008044361,0.000111691,0.002526026,0.00101784,0.002953271,0.02695823,0.1081183],"study_design_scores_gemma":[0.4055628,0.0420335,0.5042222,0.0009140528,0.01191463,0.0001553602,0.0001993976,0.01124023,0.001176195,0.009815865,0.01260669,0.0001590855],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560471,0.009222509,0.002772926,0.01056708,0.001893387,0.0006754194,0.01035999,0.0001874067,0.008274079],"genre_scores_gemma":[0.9837642,0.001590462,0.001922255,0.002677821,0.001258775,0.000904389,0.005374863,0.00003901852,0.002468238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00462735,"threshold_uncertainty_score":0.01548004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03177346323939145,"score_gpt":0.337486856381483,"score_spread":0.3057133931420915,"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."}}