{"id":"W2972832787","doi":"10.1126/scitranslmed.aaw0181","title":"Ventricular stroke work and vascular impedance refine the characterization of patients with aortic stenosis","year":2019,"lang":"en","type":"article","venue":"Science Translational Medicine","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Institute of General Medical Sciences; National Institutes of Health; Edwards Lifesciences","keywords":"Cardiology; Medicine; Stenosis; Stroke (engine); Internal medicine; Aortic valve 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":[],"consensus_categories":[],"category_scores_codex":[0.0001987151,0.00009210115,0.0001978426,0.00009113124,0.0000724753,0.000006103997,0.00006015197,0.000014894,0.00008019635],"category_scores_gemma":[0.00002830276,0.00004774848,0.00008065472,0.0005773999,0.0003613803,0.0001180066,0.000008322727,0.00005028124,0.000003085003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000190521,"about_ca_system_score_gemma":0.00008266357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008335162,"about_ca_topic_score_gemma":1.580917e-7,"domain_scores_codex":[0.9986066,0.00001484807,0.0001728491,0.0002137949,0.0008543004,0.0001376359],"domain_scores_gemma":[0.9993542,0.00004072725,0.00008050793,0.0001990352,0.0002313224,0.00009421086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000128993,0.00007382914,0.9953208,0.00003375697,0.00009002013,5.801406e-7,0.0001166105,0.000009156642,0.001454425,0.0001816307,0.00000100153,0.002589179],"study_design_scores_gemma":[0.002404044,0.0002560678,0.9964941,0.0001377372,0.0003503233,4.405664e-7,0.00002341894,0.00008920058,0.0001104097,0.00001616736,0.00006951869,0.00004853969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978631,0.00019648,0.0001003825,0.001079258,0.00008450636,0.000539327,0.00002712067,0.000008259469,0.0001015844],"genre_scores_gemma":[0.9996099,0.00003243073,0.00005600951,0.0001183564,0.00003343877,0.00001047796,0.00009683798,0.000006498321,0.00003598245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002540639,"threshold_uncertainty_score":0.1947127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006418647763956654,"score_gpt":0.2611714729984087,"score_spread":0.254752825234452,"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."}}