{"id":"W4391120635","doi":"10.5114/kitp.2023.134134","title":"Mixed rheumatic tricuspid valve disease: details of preoperative evaluation and surgical management","year":2023,"lang":"en","type":"article","venue":"Polish Journal of Cardio-Thoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Tricuspid valve; Cardiothoracic surgery; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002988966,0.0002151208,0.001016218,0.0006376057,0.00006669337,0.00003914143,0.00005774403,0.00005722195,0.00006208772],"category_scores_gemma":[0.0006328002,0.0001690911,0.002406386,0.0006449539,0.00008234361,0.0002103279,0.00005593104,0.0001261456,0.00001369857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001440067,"about_ca_system_score_gemma":0.0003137129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007578046,"about_ca_topic_score_gemma":1.733916e-7,"domain_scores_codex":[0.9967691,0.0005880109,0.0008251508,0.0002170414,0.001278981,0.0003217722],"domain_scores_gemma":[0.9974928,0.0005963975,0.0004373226,0.0002704533,0.0006916261,0.0005113597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001566753,0.0003056391,0.8086018,0.0009286326,0.007968673,0.001101778,0.0002116519,0.0002675422,0.000008719308,0.00005545144,0.005443006,0.1735404],"study_design_scores_gemma":[0.001367901,0.0000821943,0.9888353,0.0008415065,0.007101751,0.0002310628,0.0005316951,0.0001692576,0.0001318678,0.0002002559,0.0003531584,0.0001540506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985311,0.01238917,0.00002624553,0.0001926149,0.0005668618,0.0005247458,0.0000625228,0.00002371366,0.0009031282],"genre_scores_gemma":[0.994754,0.004686399,0.0000619004,0.00002261284,0.0002264545,0.00003708297,0.00007302274,0.00002850018,0.0001100827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1802335,"threshold_uncertainty_score":0.6895337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05048263660847663,"score_gpt":0.3794404571734629,"score_spread":0.3289578205649862,"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."}}