{"id":"W4214725788","doi":"10.1177/15569845211070568","title":"Minimally Invasive Mitral Valve Surgery After Transcatheter Edge-to-Edge Repair","year":2022,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"","keywords":"Medicine; Mitral regurgitation; Surgery; Prom; Cardiothoracic surgery; Valve replacement; Etiology; Mitral valve repair; Cardiac surgery; Cardiology; Internal medicine; Stenosis","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":[0.0005910187,0.0002233878,0.0003809059,0.0004812227,0.000292829,0.0005482294,0.0002453842,0.00021422,0.002284986],"category_scores_gemma":[0.001900148,0.00006372848,0.000439357,0.0005150813,0.0002410962,0.0004392903,0.0005266113,0.000426914,0.0003044707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001470287,"about_ca_system_score_gemma":0.0002386855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002517075,"about_ca_topic_score_gemma":0.0005024967,"domain_scores_codex":[0.9994785,0.00006250908,0.00007372053,0.0001135822,0.0001471155,0.0001244913],"domain_scores_gemma":[0.9974211,0.0003354223,0.00169883,0.0001275718,0.0001128558,0.0003042016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000248079,0.00008486809,0.965906,0.00009067963,0.0001227564,0.001325453,0.00006234727,0.0001537352,0.001993705,0.0001221043,0.000347089,0.02954333],"study_design_scores_gemma":[0.00001862509,0.000457166,0.9872886,0.00005988304,0.00004614161,0.009739765,0.0001333778,0.0002742311,0.0007348041,0.0001199827,0.001120337,0.000007100224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963813,0.001310685,0.0006330762,0.00007884819,0.00002663558,0.00001175136,0.000397446,0.00002632991,0.001133929],"genre_scores_gemma":[0.9980762,0.0005233516,0.0003526963,0.0000738528,0.00006734848,0.000007164229,0.0006555637,0.000003811354,0.0002400227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002284986,"threshold_uncertainty_score":0.007643998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433978612130309,"score_gpt":0.3030368947444971,"score_spread":0.288697108623194,"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."}}