{"id":"W4415535059","doi":"10.1016/j.ijcha.2025.101828","title":"Recent highlights from the International Journal of Cardiology: Heart & Vasculature: Valvular heart disease","year":2025,"lang":"en","type":"editorial","venue":"IJC Heart & Vasculature","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; Université de Montréal","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health; Deutsche Forschungsgemeinschaft; European Commission","keywords":"valvular heart disease; MEDLINE; Disease; Heart failure; Heart disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007317788,0.004686596,0.006502514,0.005628533,0.003536496,0.01141203,0.003904903,0.01568816,0.01830629],"category_scores_gemma":[0.02459589,0.001590048,0.003083572,0.002529107,0.002374426,0.0046577,0.00181096,0.02176964,0.01472603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003282089,"about_ca_system_score_gemma":0.003708597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001899427,"about_ca_topic_score_gemma":0.007803337,"domain_scores_codex":[0.9943671,0.0008599305,0.0007520546,0.0006238177,0.002986511,0.0004105808],"domain_scores_gemma":[0.9727591,0.009873656,0.002261615,0.0005521092,0.00927633,0.005277185],"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":[0.00006328574,0.00002336389,0.00004287787,0.0005031033,0.00004232167,0.00009462293,0.00001235256,0.00002605515,0.00004704639,0.0002282849,0.9920241,0.006892597],"study_design_scores_gemma":[0.0002665626,0.00008025382,0.0006722487,0.001314988,0.000279209,0.0004519354,0.0000742015,0.000259858,0.000109028,0.001100558,0.9953511,0.00004004516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002743738,0.01226849,0.00006661013,0.01880339,0.9673852,0.00001492188,0.00004221089,0.00003678922,0.00135495],"genre_scores_gemma":[0.0001684771,0.005203645,0.00004302549,0.0080404,0.9839734,0.00001130381,0.00001916523,0.00001531837,0.002525151],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01830629,"threshold_uncertainty_score":0.06124061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088451829297156,"score_gpt":0.3248152547418424,"score_spread":0.3139307364488708,"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."}}