{"id":"W4393299290","doi":"10.1093/ejcts/ezae123","title":"Decision analysis in cardiac surgery: a scoping review and methodological primer","year":2024,"lang":"en","type":"review","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Toronto General Hospital; Sunnybrook Health Science Centre; Western University; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Primer (cosmetics); Cardiac surgery; Medicine; Management science; Psychology; Engineering; Surgery; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1601207,0.003527298,0.007797676,0.02721546,0.002499234,0.01211819,0.005011482,0.009597719,0.003901197],"category_scores_gemma":[0.3387603,0.002503026,0.0114016,0.02813086,0.004819133,0.01179338,0.006200281,0.00871943,0.001283722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0118316,"about_ca_system_score_gemma":0.03848684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007862388,"about_ca_topic_score_gemma":0.008368143,"domain_scores_codex":[0.8557062,0.09383422,0.03627462,0.003228331,0.009734859,0.001221826],"domain_scores_gemma":[0.5813363,0.367417,0.01702453,0.005263753,0.02777569,0.001182816],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002108369,0.0001078504,0.0007700704,0.5108237,0.002566077,0.0002075551,0.002517314,0.003504371,0.0003146644,0.04087293,0.02483252,0.4132722],"study_design_scores_gemma":[0.00008617686,0.0001083388,0.0003974379,0.8761966,0.001945418,0.0001899778,0.0008017654,0.001315636,0.0001973522,0.03086736,0.08781591,0.00007799208],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003160325,0.9623616,0.01514609,0.01695749,0.001996324,0.001649121,0.0002689733,0.00004398983,0.001260336],"genre_scores_gemma":[0.006998032,0.9370442,0.04379063,0.004551596,0.001592934,0.005421194,0.0002589439,0.00003919412,0.0003032122],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8398793,"threshold_uncertainty_score":0.8468095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157488781515255,"score_gpt":0.438782171792327,"score_spread":0.2812933902770721,"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."}}