{"id":"W3135943375","doi":"10.1002/9781119763741.ch2","title":"The Importance of Minimally Invasive Approaches for Mitral Valve Repair","year":2021,"lang":"en","type":"other","venue":"","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Median sternotomy; Surgery; Mitral valve repair; Mitral valve; Minimally invasive cardiac surgery; Gold standard (test); Invasive surgery; Cardiology; Cardiac surgery; Internal medicine","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":[0.001017122,0.0004669106,0.0002987333,0.00111819,0.0005431504,0.001699992,0.0004478169,0.0007852745,0.01996756],"category_scores_gemma":[0.002792212,0.0001236282,0.0005193992,0.0004812147,0.0008851539,0.001623896,0.0009191118,0.002614837,0.005555333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004906244,"about_ca_system_score_gemma":0.0009694255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005027319,"about_ca_topic_score_gemma":0.001406467,"domain_scores_codex":[0.9994125,0.0001237041,0.00005667872,0.0000862338,0.0002747183,0.00004608795],"domain_scores_gemma":[0.9980968,0.0007285101,0.0002952025,0.0001499078,0.0003094695,0.0004201454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000101848,0.0001759707,0.003711444,0.0009859243,0.00003663551,0.001340393,0.0001434134,0.0003166736,0.003568138,0.02072292,0.0317811,0.9371155],"study_design_scores_gemma":[0.00003714913,0.0004436349,0.01615376,0.002453866,0.00004647788,0.03595892,0.0003590354,0.0006364899,0.002026911,0.0227692,0.9190546,0.00005998885],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02985693,0.3681667,0.03519858,0.06395127,0.01075412,0.0001443061,0.000353994,0.0007908925,0.4907831],"genre_scores_gemma":[0.2709201,0.4617421,0.09438623,0.02856956,0.03955166,0.0002509496,0.0008294748,0.0007121576,0.1030378],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01996756,"threshold_uncertainty_score":0.06679815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.036965010703693,"score_gpt":0.2722209435835315,"score_spread":0.2352559328798385,"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."}}