{"id":"W4321439749","doi":"10.1007/978-3-031-24528-2_12","title":"Mitral and Aortic Valve Disease in a Patient with End Stage Renal Disease","year":2023,"lang":"en","type":"book-chapter","venue":"Clinical cases in cardiology","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University","funders":"","keywords":"Medicine; End stage renal disease; Hemodialysis; Stenosis; Tumoral calcinosis; Secondary hyperparathyroidism; Cardiology; Internal medicine; Kidney disease; Calcinosis; Hyperparathyroidism; Surgery; Radiology; Calcification; Parathyroid hormone; Calcium","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"],"consensus_categories":[],"category_scores_codex":[0.0006089745,0.0003606984,0.00154584,0.0002074728,0.00003725024,0.000005038422,0.00007616392,0.0003676423,0.0000588421],"category_scores_gemma":[0.003406612,0.0002666074,0.0004818429,0.00005000926,0.002099575,0.00001665459,0.0001997755,0.001332459,0.00003354254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005470196,"about_ca_system_score_gemma":0.0003338776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002506581,"about_ca_topic_score_gemma":0.00005966103,"domain_scores_codex":[0.9973129,0.000256754,0.0008973098,0.0008667127,0.000244012,0.0004223126],"domain_scores_gemma":[0.9960219,0.002570689,0.0001635878,0.0004927013,0.00005899687,0.0006921542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002970134,0.00009464358,0.7725211,0.0003447479,0.0005030765,0.2112218,0.0000737278,0.00001895564,1.963438e-7,0.000693141,0.00177838,0.009780039],"study_design_scores_gemma":[0.004239426,0.002572755,0.9576543,0.002118129,0.00203227,0.0008690575,0.00007078772,0.00008685062,1.094073e-7,0.003738521,0.02597748,0.0006402931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525687,0.01488844,0.00003046616,0.00307416,0.001562087,0.001529423,0.0008802695,0.0001631137,0.02530332],"genre_scores_gemma":[0.9579031,0.004552324,0.00009889227,0.002198112,0.0007698029,0.000123687,0.0003190349,0.00008904315,0.03394593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2103528,"threshold_uncertainty_score":0.9999786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09777004064043188,"score_gpt":0.3833896466090723,"score_spread":0.2856196059686404,"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."}}