{"id":"W3168069776","doi":"10.1053/j.semtcvs.2021.05.023","title":"Commentary: A Puzzle With Many “Moving” Parts","year":2021,"lang":"en","type":"letter","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Cardiorespiratory fitness; Aortic dissection; Thoracic aortic aneurysm; VO2 max; Aortic aneurysm; Dissection (medical); Quality of life (healthcare); Cardiothoracic surgery; Cardiology; Surgery; Aneurysm; Cardiopulmonary bypass; Internal medicine; Aorta; Heart rate; Blood pressure","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":[0.0105533,0.001882138,0.003359443,0.001380102,0.01147456,0.01116392,0.004475736,0.1577213,0.01330227],"category_scores_gemma":[0.07502902,0.001858245,0.002047637,0.001606953,0.007471113,0.0108813,0.005969433,0.1162424,0.009757095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00973427,"about_ca_system_score_gemma":0.01283945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007234859,"about_ca_topic_score_gemma":0.01295176,"domain_scores_codex":[0.9889786,0.00366311,0.001329817,0.001734474,0.002492627,0.001801407],"domain_scores_gemma":[0.9579399,0.02530774,0.002638966,0.0009380297,0.005876622,0.007298715],"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":[0.00002110782,0.000007913531,0.00009764189,0.0000395071,0.00001004413,0.0004965441,0.0001451607,0.00001768247,0.00003468395,0.001442542,0.9961132,0.001574154],"study_design_scores_gemma":[0.0001821095,0.00004275773,0.0005602333,0.0008940814,0.00007588082,0.001641935,0.001454681,0.0003718366,0.0001196387,0.01617323,0.9783498,0.0001337094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006021999,0.0006442288,0.00002583357,0.9722617,0.02638748,0.000004154288,0.00001318964,0.000005700722,0.0005975386],"genre_scores_gemma":[0.0007672879,0.0003256602,0.00006557637,0.9458231,0.05160971,0.00001801791,0.000007675758,0.00001237421,0.001370605],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1577213,"threshold_uncertainty_score":0.07062745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292034158979336,"score_gpt":0.247495349993648,"score_spread":0.2245750084038546,"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."}}