{"id":"W4411907276","doi":"10.1016/j.jacc.2025.04.065","title":"The Importance of Incorporating Lifestyle Modification Into AF Treatment Is Difficult to Measure","year":2025,"lang":"en","type":"editorial","venue":"Journal of the American College of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Measure (data warehouse); Lifestyle modification; Internal medicine; Data mining; 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":[0.01984612,0.003611405,0.006883775,0.003462545,0.00305506,0.01035452,0.00347062,0.0200862,0.00904342],"category_scores_gemma":[0.08613605,0.001525799,0.003348544,0.001917025,0.00286598,0.004871604,0.001610705,0.02968718,0.006025063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002796179,"about_ca_system_score_gemma":0.004841863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001757774,"about_ca_topic_score_gemma":0.005518344,"domain_scores_codex":[0.98753,0.003153952,0.002257758,0.0009795263,0.00565429,0.0004243541],"domain_scores_gemma":[0.8892988,0.0679125,0.006462731,0.002087896,0.02816883,0.00606918],"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":[0.0001092751,0.00003722753,0.0001314709,0.0009380106,0.0001796302,0.00008321971,0.00002290544,0.00004810411,0.00003984735,0.0004984902,0.9826632,0.01524872],"study_design_scores_gemma":[0.0008193055,0.0001933925,0.001819893,0.004054878,0.001070409,0.0003532608,0.0001619894,0.0008687087,0.0002064571,0.004352457,0.9860001,0.00009910813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003868901,0.006275935,0.0001170883,0.04724291,0.9454377,0.00001867556,0.00003792261,0.00002669607,0.0008044216],"genre_scores_gemma":[0.0003917619,0.004867876,0.0001436673,0.02443474,0.9683289,0.00002865439,0.00001913321,0.00001747586,0.001767877],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0200862,"threshold_uncertainty_score":0.1049576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573285481355694,"score_gpt":0.3267862725636983,"score_spread":0.3010534177501414,"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."}}