{"id":"W3174559319","doi":"10.1016/j.jcin.2021.04.046","title":"Validation of Prosthetic Mitral Regurgitation Quantification Using Novel Angiographic Platform by Mock Circulation","year":2021,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire de Cardiologie et de Pneumologie de Québec; Université Laval","funders":"Edwards Lifesciences","keywords":"In vivo; Reproducibility; Mitral regurgitation; Nuclear medicine; Biomedical engineering; Medicine; Radiology; Cardiology; Mathematics; Biology; Statistics","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_broad"],"consensus_categories":[],"category_scores_codex":[0.0002706723,0.000157529,0.0004095112,0.0002308557,0.0001060032,0.00004426448,0.00004402859,0.00009919077,0.00006879212],"category_scores_gemma":[0.0001012057,0.0001676258,0.01121528,0.0006310405,0.00004476867,0.0002361774,0.000025033,0.00007917464,0.00001006028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001248861,"about_ca_system_score_gemma":0.00007959491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009476284,"about_ca_topic_score_gemma":0.000001734015,"domain_scores_codex":[0.9984074,0.00007275664,0.0005071292,0.0003579704,0.0004849987,0.0001698056],"domain_scores_gemma":[0.9985228,0.00002147449,0.0001809627,0.0005995984,0.0005846192,0.00009054339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005229341,0.01035637,0.5305288,0.00537823,0.1128202,0.00006689443,0.0009137196,0.02742134,0.275259,0.004805677,0.001012524,0.03091438],"study_design_scores_gemma":[0.007195897,0.0002081613,0.9121581,0.001762194,0.02847518,0.0003071005,0.0007303194,0.002370606,0.0448605,0.0007001566,0.0007114481,0.000520354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423385,0.009972026,0.04626266,0.00005239433,0.0002399603,0.0006510689,0.0001728519,0.00004972768,0.0002607776],"genre_scores_gemma":[0.9961129,0.00008987174,0.00120663,0.000008939521,0.00004938491,0.00006090548,0.002334869,0.00003054643,0.0001059668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3816293,"threshold_uncertainty_score":0.9986871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06626609595812377,"score_gpt":0.3562278900460719,"score_spread":0.2899617940879481,"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."}}