{"id":"W2023700687","doi":"10.1002/ccd.24394","title":"Multisociety (AATS, ACCF, SCAI, and STS) expert consensus statement: Operator and institutional requirements for transcatheter valve repair and replacement, part 1: Transcatheter aortic valve replacement","year":2012,"lang":"en","type":"review","venue":"Catheterization and Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Accreditation; Valve replacement; Mission statement; Commission; Health care; Competence (human resources); Consensus conference; Medical education; Cardiology; Public relations; Internal medicine; Management; Law; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.000828876,0.0007034903,0.001716764,0.0001974672,0.0004542028,0.0001452887,0.00006953675,0.0002804889,0.00007287537],"category_scores_gemma":[0.00004952838,0.0006022365,0.01754811,0.0001359843,0.000307015,0.0001974567,0.0001100991,0.0001770434,0.000003984316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000175938,"about_ca_system_score_gemma":0.0001116037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002715923,"about_ca_topic_score_gemma":0.000002156921,"domain_scores_codex":[0.9964989,0.0003109631,0.001167512,0.001132201,0.0004230842,0.0004673049],"domain_scores_gemma":[0.9982933,0.00006361727,0.0002687497,0.0007201583,0.0001815599,0.0004726459],"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":[0.0003904393,0.001867349,0.004355792,0.04754508,0.1714307,0.000006267971,0.002288195,0.00000279278,0.00002061408,0.0002580785,0.0007188089,0.7711158],"study_design_scores_gemma":[0.008859305,0.001056842,0.002627606,0.01428413,0.09698262,0.0003199096,0.000414877,0.00008015456,0.000007641283,0.00001949691,0.8742339,0.001113539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007573446,0.9834508,0.002599203,0.00003810852,0.0004048389,0.004428267,0.001356469,0.00009600944,0.00005281487],"genre_scores_gemma":[0.02149803,0.972807,0.0006900746,0.0001286816,0.0001847848,0.002102729,0.002193553,0.0001123257,0.0002827496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8735151,"threshold_uncertainty_score":0.9996429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09378723076243553,"score_gpt":0.3898415705116068,"score_spread":0.2960543397491713,"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."}}