{"id":"W4293795159","doi":"10.1016/j.jacadv.2022.100074","title":"Risk Assessment in Secondary Mitral Regurgitation","year":2022,"lang":"en","type":"editorial","venue":"JACC Advances","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Toronto General Hospital","funders":"","keywords":"Mitral regurgitation; Cardiology; Internal medicine; Medicine; Functional mitral regurgitation; Heart failure; Ejection fraction","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002070144,0.0002521373,0.0005563704,0.0001700889,0.00008356092,0.00003101738,0.00008051717,0.0002037932,0.001139879],"category_scores_gemma":[0.0003984296,0.0002339865,0.0009833402,0.0001745749,0.00001933578,0.0001884537,0.00006208741,0.001085972,0.00002452725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042697,"about_ca_system_score_gemma":0.0007452791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001397511,"about_ca_topic_score_gemma":0.00002542647,"domain_scores_codex":[0.997951,0.0001080796,0.000320197,0.0004716047,0.0008789088,0.000270153],"domain_scores_gemma":[0.9986385,0.0005375663,0.0002987494,0.0003086531,0.0001085852,0.0001079678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003449713,0.0002804811,0.09185147,0.000220841,0.0006508576,0.0001295685,0.00004334574,0.00002397797,5.961083e-7,0.000005479435,0.8786083,0.02784009],"study_design_scores_gemma":[0.002874136,0.0002658946,0.1098323,0.00008899606,0.0008448232,8.385604e-7,0.0002449044,0.000002670068,0.000001304897,0.0003944319,0.885268,0.0001817269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.006943857,0.01734919,0.000004991445,0.0001188781,0.9463098,0.0007170428,0.001948809,0.00006926314,0.02653815],"genre_scores_gemma":[0.01328234,0.01875955,0.001069118,0.0001170397,0.9412872,0.0009017501,0.01144999,0.0001296124,0.0130034],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02765836,"threshold_uncertainty_score":0.9997732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005142861298196457,"score_gpt":0.3689573402948459,"score_spread":0.3638144789966495,"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."}}