{"id":"W2968562535","doi":"10.2196/13186","title":"Aortic Stenosis Prognostication in Patients With Type 2 Diabetes: Protocol for Testing and Validation of a Biomarker-Derived Scoring System","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Cardiology; Stenosis; Asymptomatic; Biomarker; Calcification; Aortic valve stenosis; Fibrosis; Subclinical infection; Myocardial fibrosis; Type 2 diabetes; Diabetes mellitus; Aortic valve; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03163674,0.001784843,0.002822311,0.002103077,0.002723119,0.001703329,0.002498469,0.002044426,0.01034456],"category_scores_gemma":[0.01930812,0.001129156,0.003194131,0.002258649,0.001256372,0.001250336,0.00255992,0.002709986,0.003624104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002844325,"about_ca_system_score_gemma":0.01010876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00205873,"about_ca_topic_score_gemma":0.002799837,"domain_scores_codex":[0.98625,0.007341282,0.003503793,0.00076566,0.001407294,0.0007318975],"domain_scores_gemma":[0.9834659,0.00291658,0.002293621,0.002012336,0.008063322,0.001248216],"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":[0.1124536,0.04880269,0.2310462,0.01687337,0.003191918,0.002865614,0.005858024,0.017529,0.02098272,0.01498006,0.0999577,0.4254591],"study_design_scores_gemma":[0.07330217,0.05959603,0.5492436,0.01430765,0.002053798,0.002590136,0.004039218,0.03584931,0.01379867,0.009474027,0.2347288,0.001016627],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.03047067,0.0006897643,0.02125126,0.0009108693,0.0002387613,0.9354969,0.005247294,0.0002596516,0.005434826],"genre_scores_gemma":[0.01894717,0.0004811012,0.05585163,0.0003826934,0.0000681944,0.9191557,0.004047649,0.00003250354,0.001033347],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03163674,"threshold_uncertainty_score":0.1673131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1604730209955036,"score_gpt":0.5061490074174406,"score_spread":0.345675986421937,"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."}}