{"id":"W4400493553","doi":"10.1080/14796678.2024.2343592","title":"Mitral valve replacement in young patients: review and current challenges","year":2024,"lang":"en","type":"review","venue":"Future Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Mitral valve; Mitral valve replacement; Cardiology; Internal medicine; Valve replacement; Surgery; Mitral valve repair; Incidence (geometry); Stenosis","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":[0.0001984644,0.0005594765,0.003732663,0.0001944161,0.00002232033,0.000009065887,0.00007456738,0.0003183463,0.00002690523],"category_scores_gemma":[0.00005174631,0.0003704226,0.005831811,0.0001701967,0.00004729731,0.00002200917,0.0001355834,0.0005812,0.00008883417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000290483,"about_ca_system_score_gemma":0.0001578372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003809021,"about_ca_topic_score_gemma":0.000001811034,"domain_scores_codex":[0.9977765,0.0002782714,0.0005851848,0.0008248225,0.0001752483,0.0003599423],"domain_scores_gemma":[0.9990256,0.00003895637,0.0001385739,0.0005441617,0.00007154845,0.0001811771],"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":[0.00001419014,0.00007483448,0.005392554,0.1742397,0.005975653,0.00005725283,0.00002548219,7.913876e-9,3.694513e-10,0.000146269,0.01284768,0.8012264],"study_design_scores_gemma":[0.0005460292,0.0001913323,0.01770287,0.04244578,0.05016492,0.0001334747,0.00001579215,1.649339e-8,6.362602e-10,0.00001629017,0.8885568,0.0002266748],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001543152,0.9924696,1.449288e-7,0.0001876468,0.003168897,0.002265724,0.000312235,0.00004158375,0.001538753],"genre_scores_gemma":[0.00007486059,0.9960549,0.000006249255,0.00009474464,0.001631045,0.000636469,0.001390665,0.00006177356,0.00004932813],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8757091,"threshold_uncertainty_score":0.9998748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03411818866042339,"score_gpt":0.3955738580984743,"score_spread":0.361455669438051,"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."}}