{"id":"W4416717382","doi":"10.1186/s13019-025-03686-2","title":"Comparing porcine versus bovine mitral valve replacement in terms of structural valve deterioration: a systematic review","year":2025,"lang":"en","type":"article","venue":"Journal of Cardiothoracic Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cardiothoracic surgery; Cardiac surgery; Mitral valve replacement; Valve replacement; Selection (genetic algorithm); Mitral valve; Heart valve","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01210506,0.001315612,0.009942608,0.008640767,0.0006539941,0.003088163,0.001839134,0.002132829,0.003075348],"category_scores_gemma":[0.05142711,0.001030126,0.008226176,0.00931685,0.001126625,0.002544577,0.001426912,0.00110198,0.0002409376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003207004,"about_ca_system_score_gemma":0.009004161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004377997,"about_ca_topic_score_gemma":0.01373699,"domain_scores_codex":[0.9867837,0.004551682,0.005730756,0.0009657834,0.001705602,0.0002625081],"domain_scores_gemma":[0.9509824,0.03675535,0.008610249,0.0005708802,0.002732948,0.0003482259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002838599,0.000009715625,0.0008726211,0.974925,0.01141777,0.00005687858,0.0001297652,0.00005598992,0.0001209661,0.0001060919,0.0004240391,0.0115973],"study_design_scores_gemma":[0.0004613661,0.0003715125,0.004639212,0.8608226,0.1246762,0.0003345578,0.0002831209,0.0001087178,0.0002185126,0.0003061672,0.007742431,0.00003581932],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001914394,0.9967263,0.0001673745,0.0001782814,0.00007825519,0.0004185398,0.000336846,0.000006281703,0.000173848],"genre_scores_gemma":[0.03734355,0.9591497,0.0009411258,0.0007309379,0.0001173678,0.001272612,0.0003281578,0.000008406201,0.0001082386],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01210506,"threshold_uncertainty_score":0.06401843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003071446688418,"score_gpt":0.3745848979007092,"score_spread":0.344554183433825,"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."}}