{"id":"W2293672402","doi":"10.1016/j.jtcvs.2016.03.002","title":"Mitral valve repair: Is the cheese factory moving?","year":2016,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Mitral valve repair; Excellence; Medicine; Robotic surgery; Center of excellence; Surgery; Cardiac surgery; Cardiopulmonary bypass; Mitral valve; Randomized controlled trial; Cardiothoracic surgery; General surgery; Cardiology; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001319016,0.0006642811,0.001524279,0.0006780357,0.003138839,0.003547188,0.001128206,0.03103016,0.007479462],"category_scores_gemma":[0.01110957,0.0004426698,0.00104821,0.000573254,0.002082598,0.006353577,0.001017677,0.02863104,0.003466847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002332346,"about_ca_system_score_gemma":0.002038039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002068967,"about_ca_topic_score_gemma":0.003773789,"domain_scores_codex":[0.9985659,0.0004412223,0.000191059,0.0002171057,0.0003291842,0.0002556715],"domain_scores_gemma":[0.9973341,0.001144925,0.000332257,0.00008619246,0.0003340053,0.0007685756],"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":[0.0003571352,0.000267563,0.009934378,0.0002966792,0.0001077182,0.134876,0.0009580347,0.0003394257,0.0007042049,0.01916738,0.7937554,0.03923612],"study_design_scores_gemma":[0.0005081744,0.0004855235,0.006713868,0.00208251,0.0002001904,0.2067989,0.005314209,0.001942744,0.0005409039,0.07137778,0.7037788,0.0002563614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001841856,0.003980146,0.0001157831,0.9805747,0.009634453,0.000004394265,0.00002065703,0.00001293068,0.003814952],"genre_scores_gemma":[0.04399035,0.01285124,0.000739128,0.8050898,0.1272711,0.00002398817,0.00005593189,0.00003790229,0.009940536],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03103016,"threshold_uncertainty_score":0.02502126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02091806732368421,"score_gpt":0.309363743327447,"score_spread":0.2884456760037628,"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."}}