{"id":"W4212968512","doi":"10.1053/j.semvascsurg.2022.02.002","title":"Stakeholder perspectives on education in aortic dissection","year":2022,"lang":"en","type":"article","venue":"Seminars in Vascular Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Centre Hospitalier de l’Université de Montréal","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; Ehlers-Danlos Society; Patient-Centered Outcomes Research Institute","keywords":"Medicine; Stakeholder; Working group; Medical education; Resource (disambiguation); Focus group; Diversity (politics); Patient education; Work (physics); Public relations; Nursing; Sociology; Computer science; Marketing; Business; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0003852993,0.0001157573,0.0002276276,0.0004300473,0.00006291503,0.000007934108,0.00003320687,0.00003096429,0.0002795569],"category_scores_gemma":[0.0001073006,0.0001143439,0.0001509715,0.0004708938,0.00002695818,0.00006124251,0.00002476982,0.0001863204,0.000009581675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004321484,"about_ca_system_score_gemma":0.0003419112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008732512,"about_ca_topic_score_gemma":0.000009548935,"domain_scores_codex":[0.9988693,0.0001109241,0.0002076315,0.0003066547,0.0003146768,0.0001908276],"domain_scores_gemma":[0.9995122,0.0001017731,0.00004434226,0.000266279,0.00001617426,0.0000592486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002431376,0.004931378,0.9419323,0.00006046023,0.00009671591,0.0002064402,0.003049522,0.0001431022,0.00007724613,0.0004164522,0.001312475,0.04753081],"study_design_scores_gemma":[0.0007622448,0.000152433,0.9535297,0.0003062879,0.0001210151,0.00003210062,0.0429917,0.0002134226,0.0001810561,0.00051203,0.0009709395,0.0002271162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933731,0.003924999,0.000004931029,0.0002147945,0.000184221,0.0003373929,0.000002035008,0.00002996942,0.001928563],"genre_scores_gemma":[0.9983557,0.0003586359,0.00004991853,0.00009730944,0.00004742639,0.0003129985,0.00008543583,0.00002046823,0.0006721165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0473037,"threshold_uncertainty_score":0.4662808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764335664663118,"score_gpt":0.2729797584323326,"score_spread":0.2453364017857014,"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."}}