{"id":"W2984335243","doi":"10.1016/j.jcin.2019.08.029","title":"Risk Stratification in Patients With Aortic Stenosis","year":2019,"lang":"en","type":"letter","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Abbott Vascular; Medtronic; Boehringer Ingelheim; Boston Scientific Corporation; Edwards Lifesciences; Novartis","keywords":"Risk stratification; Cardiology; Stenosis; Medicine; Internal medicine; Stratification (seeds); Biology","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":[0.0002184319,0.0004299701,0.001131943,0.0004181368,0.0000709891,0.00007599666,0.0001417558,0.0004205543,0.0002317973],"category_scores_gemma":[0.00007686767,0.0003575107,0.01429814,0.0003382757,0.00004929659,0.0001222054,0.00005499454,0.001016258,0.0004115939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004004016,"about_ca_system_score_gemma":0.0001122122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003436942,"about_ca_topic_score_gemma":0.000006501999,"domain_scores_codex":[0.9969944,0.0002848294,0.0005985845,0.0007672674,0.0009593657,0.000395556],"domain_scores_gemma":[0.9975851,0.00005079905,0.0002584597,0.001693696,0.0003302437,0.00008175916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009280298,0.0007408658,0.8504677,0.001129048,0.03449041,0.00009780259,0.00002502107,0.00008260732,6.751499e-8,0.000002688627,0.1058494,0.007021565],"study_design_scores_gemma":[0.004534813,0.0003694569,0.9478313,0.001377302,0.02144392,0.000002780904,0.00002086434,0.000005773258,0.000001245206,0.00001538741,0.02406393,0.0003332426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316543,0.01431189,0.00137819,0.02665438,0.00257873,0.01330692,0.00380939,0.0003705446,0.005935675],"genre_scores_gemma":[0.9680554,0.0003067835,0.0002113103,0.01427845,0.000961366,0.000789901,0.0127897,0.0002276527,0.00237949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09736355,"threshold_uncertainty_score":0.9998877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562651629292421,"score_gpt":0.2894477603847803,"score_spread":0.2738212440918561,"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."}}