{"id":"W3183382247","doi":"10.1016/j.jtcvs.2021.06.060","title":"Commentary: One cannot fix what one cannot see","year":2021,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Cardiology; Ejection fraction; Revascularization; Medicine; Heart failure; Disease; Inflammation; Internal medicine; Myocardial infarction","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":[0.00719465,0.00144408,0.003215922,0.001516406,0.01043313,0.009691845,0.004333265,0.1856762,0.01837224],"category_scores_gemma":[0.07863411,0.001901715,0.002208489,0.001525458,0.006186285,0.006757124,0.004046516,0.1171872,0.01526827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01017035,"about_ca_system_score_gemma":0.01453158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009727006,"about_ca_topic_score_gemma":0.0159621,"domain_scores_codex":[0.9908669,0.002249617,0.001209377,0.00147868,0.002371881,0.001823602],"domain_scores_gemma":[0.9620262,0.02052751,0.003056569,0.001008466,0.006182373,0.007198893],"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":[0.00003950435,0.00001571425,0.0003194893,0.00005976436,0.00002084077,0.002231661,0.0001833725,0.00004131328,0.00008953973,0.002202824,0.9923404,0.002455508],"study_design_scores_gemma":[0.0002360071,0.00007626584,0.001192683,0.001401248,0.0001417937,0.00451299,0.001270866,0.00079791,0.0002883331,0.01797785,0.9719043,0.0001998681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001333919,0.0004521986,0.00004505899,0.9711651,0.02674229,0.000008385144,0.00002439778,0.00001255052,0.001416822],"genre_scores_gemma":[0.001487874,0.0003683267,0.0001018948,0.9521666,0.04296105,0.00002309276,0.00001379745,0.00001905728,0.002858277],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1856762,"threshold_uncertainty_score":0.07379144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03270243115606784,"score_gpt":0.2730209996003786,"score_spread":0.2403185684443108,"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."}}