{"id":"W4387009710","doi":"10.1016/j.jcin.2023.06.044","title":"Diagnosis, Classification, and Management Strategies for Mitral Annular Calcification","year":2023,"lang":"en","type":"review","venue":"JACC: Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Mitral valve; Collaboratory; Grading (engineering); Concomitant; Mitral valve replacement; Radiology; Internal medicine; Cardiology; Computer science","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":[0.0004172952,0.0004383551,0.001793461,0.0004048477,0.0001817201,0.0001652512,0.0001359439,0.0002315953,0.00002559644],"category_scores_gemma":[0.00005554942,0.0003879448,0.03215808,0.0004006461,0.00007060971,0.0001173821,0.00009156961,0.0001596528,0.0001290694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156166,"about_ca_system_score_gemma":0.0001159478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002954172,"about_ca_topic_score_gemma":0.000003987726,"domain_scores_codex":[0.997609,0.000152942,0.0007763322,0.0007752258,0.0003696511,0.0003168086],"domain_scores_gemma":[0.9982377,0.00008786953,0.0002062239,0.001081543,0.000195314,0.0001913955],"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":[0.0000105634,0.000325207,0.0003515308,0.1013283,0.08032258,0.00003873873,0.00001782631,0.000003037479,9.523788e-9,0.003769344,0.005068132,0.8087647],"study_design_scores_gemma":[0.0009046592,0.00006792868,0.01907811,0.01827616,0.09127354,0.000034163,0.0002414913,0.000004136666,5.847385e-8,0.0002285116,0.8695917,0.0002996169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002182962,0.9910086,0.002229687,0.00004240841,0.0003820494,0.004946116,0.0007983015,0.00017596,0.0003950457],"genre_scores_gemma":[0.0003055506,0.9825981,0.000386258,0.00001039773,0.0002501057,0.01173799,0.003754574,0.0001216821,0.0008353068],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8645235,"threshold_uncertainty_score":0.9998572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1955453567149362,"score_gpt":0.4720006249708981,"score_spread":0.276455268255962,"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."}}