{"id":"W4416239565","doi":"10.1016/j.jchf.2025.102770","title":"Durability of No-Implant Interatrial Shunt for HFpEF","year":2025,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Shunt (medical); Heart failure; Hemodynamics; Heart failure with preserved ejection fraction; Pulmonary hypertension","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":[0.004542839,0.0001733735,0.0006146489,0.0008643232,0.0005674327,0.00117662,0.0004821545,0.0006951129,0.00428662],"category_scores_gemma":[0.01398251,0.0001133292,0.00108149,0.0006431727,0.000482096,0.001498061,0.0005735912,0.001074196,0.0004393646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005723232,"about_ca_system_score_gemma":0.0006877925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001175863,"about_ca_topic_score_gemma":0.001454323,"domain_scores_codex":[0.9986399,0.0003864112,0.0002484054,0.0002231025,0.0002041934,0.0002979682],"domain_scores_gemma":[0.9843163,0.007718305,0.003050712,0.001751906,0.001159817,0.002002985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007350314,0.0002964106,0.9500691,0.0002618221,0.0004963473,0.0003551868,0.0004777371,0.0001472009,0.0006464899,0.000374225,0.0006418524,0.03888341],"study_design_scores_gemma":[0.0001154574,0.003254766,0.9926677,0.0001045111,0.0003676892,0.0006550581,0.0004325066,0.0001099336,0.0004166691,0.0002392006,0.001618389,0.0000181231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883828,0.00648297,0.0001651941,0.0002918344,0.00008799529,0.00001285168,0.001068026,0.000005876087,0.003502415],"genre_scores_gemma":[0.9984137,0.0004533904,0.00003799255,0.00007370241,0.0001163271,0.000005316771,0.0004702439,0.000003017315,0.0004263695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004542839,"threshold_uncertainty_score":0.02402514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309022265637089,"score_gpt":0.3098538934286635,"score_spread":0.2967636707722927,"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."}}