{"id":"W4408389143","doi":"10.1016/j.cjca.2025.03.008","title":"Valvular Heart Disease: Be Prepared for the Next Epidemic","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"University of Ottawa Heart Institute Foundation; Edwards Lifesciences","keywords":"Medicine; valvular heart disease; Cardiology; Internal medicine; Virology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.003350877,0.0007706687,0.001021617,0.001274064,0.009928597,0.01024624,0.002069641,0.006301557,0.02504451],"category_scores_gemma":[0.01455721,0.0003174949,0.0007710867,0.001184258,0.003517151,0.004481314,0.005965425,0.01335494,0.007675816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01895066,"about_ca_system_score_gemma":0.1448439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6915146,"about_ca_topic_score_gemma":0.8121642,"domain_scores_codex":[0.9960266,0.0004530999,0.000131228,0.0002080035,0.001525312,0.001655843],"domain_scores_gemma":[0.9820112,0.0006791863,0.0003273657,0.0002061288,0.005376373,0.01139987],"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":[0.0000303407,0.00006732008,0.006130825,0.0002078358,0.00002635317,0.0002693327,0.0009495825,0.0001108856,0.0002479769,0.009937049,0.9052672,0.07675536],"study_design_scores_gemma":[0.00003996567,0.00005356993,0.01639414,0.002010891,0.00004793279,0.0004071102,0.007286093,0.0002645098,0.0001799901,0.01360469,0.959627,0.0000840569],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001997903,0.01551481,0.0006590388,0.9537495,0.007889889,0.00003237031,0.0005539085,0.000185065,0.01941749],"genre_scores_gemma":[0.1058389,0.1204212,0.009606919,0.6799278,0.01753648,0.0001686556,0.003119843,0.0004427803,0.06293748],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6915146,"threshold_uncertainty_score":0.6206043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03185611904691005,"score_gpt":0.3505781838914179,"score_spread":0.3187220648445078,"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."}}