{"id":"W3014643017","doi":"10.1093/ehjci/jeaa052","title":"Usefulness of the energy loss index in the adjudication of low-gradient aortic stenosis severity","year":2020,"lang":"en","type":"letter","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Stenosis; Cardiology; Adjudication; Internal medicine; Index (typography); Radiology; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0009492857,0.0003253565,0.0009895772,0.0001813577,0.0001399357,0.00005546102,0.0003925912,0.00006161643,0.00001504619],"category_scores_gemma":[0.0001504684,0.0002022199,0.006609683,0.0004852428,0.0001864713,0.00008499114,0.0001632354,0.001339707,0.00000740218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000151082,"about_ca_system_score_gemma":0.0001761536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001435365,"about_ca_topic_score_gemma":2.878873e-7,"domain_scores_codex":[0.9950243,0.002052787,0.0007307326,0.0003689227,0.001476647,0.0003465863],"domain_scores_gemma":[0.9980441,0.0000886481,0.0003742834,0.001124051,0.0002590838,0.0001098624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001327187,0.0003423369,0.7849129,0.00123181,0.01348899,0.006539739,0.001104843,0.0003677247,0.00004777813,0.00000377609,0.1769325,0.01489488],"study_design_scores_gemma":[0.001479511,0.00003524437,0.9088313,0.00116107,0.003977603,0.001051326,0.0001356482,0.00006058943,0.0000922792,0.00002257198,0.0829458,0.0002070639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.638534,0.03853402,0.001370281,0.3133823,0.002848197,0.002072552,0.0002398205,0.00007183335,0.002946956],"genre_scores_gemma":[0.9323485,0.0005147542,0.00001706397,0.06541176,0.001558417,0.000009448805,0.00004101468,0.0000824166,0.00001665376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2938145,"threshold_uncertainty_score":0.8246288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02126446099537729,"score_gpt":0.2669947960960329,"score_spread":0.2457303351006556,"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."}}