{"id":"W2905228959","doi":"10.1016/j.jtcvs.2018.11.123","title":"Commentary: To see with eyes unclouded","year":2018,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Mitral regurgitation; Mitral valve; Stenosis; Cardiology; Body orifice; Internal medicine; Anatomy","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":[0.004383483,0.001352062,0.002734493,0.00113279,0.0092984,0.008185776,0.003746476,0.1494606,0.01908725],"category_scores_gemma":[0.05896422,0.001252477,0.001944544,0.001091835,0.005106788,0.005367742,0.003824664,0.09288128,0.01467128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007993937,"about_ca_system_score_gemma":0.0107129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009238454,"about_ca_topic_score_gemma":0.01500113,"domain_scores_codex":[0.9938591,0.00143062,0.0006919807,0.0009384122,0.001657949,0.001421835],"domain_scores_gemma":[0.9823852,0.008499378,0.001888319,0.0004717178,0.003398803,0.003356609],"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":[0.00003027929,0.00001179785,0.0002613201,0.00004731356,0.00001590593,0.00195321,0.0001623569,0.00002960936,0.00005579554,0.001420058,0.9939406,0.002071833],"study_design_scores_gemma":[0.000143121,0.0000573141,0.0009049092,0.0009742175,0.0000949327,0.003290204,0.001272471,0.0004064747,0.0002059721,0.009713005,0.9828194,0.000117895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000152264,0.0007557464,0.00003301755,0.9650299,0.03229453,0.000007926774,0.00003004932,0.00001271418,0.001683852],"genre_scores_gemma":[0.001572855,0.0004290421,0.00005858919,0.9597304,0.033581,0.00001947524,0.00001611084,0.00001534217,0.004577209],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1494606,"threshold_uncertainty_score":0.0638532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01677509844658544,"score_gpt":0.3124452481689351,"score_spread":0.2956701497223497,"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."}}