{"id":"W4406105227","doi":"10.1161/circep.124.013638","title":"Patient Empowerment in the Management of Atrial Fibrillation: The Missing Link for Improved Outcomes","year":2025,"lang":"en","type":"letter","venue":"Circulation Arrhythmia and Electrophysiology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; Patient Empowerment; Internal medicine; Management of atrial fibrillation; Intensive care medicine; Link (geometry); Empowerment","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002112587,0.0002306717,0.0009069404,0.0002198598,0.0002139924,0.00004595499,0.0001722241,0.0003506475,0.00002288532],"category_scores_gemma":[0.0002318164,0.0001879384,0.0002675242,0.0001643692,0.00007680625,0.0000740107,0.00003945251,0.0003535208,0.00001144585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002359254,"about_ca_system_score_gemma":0.00009011394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007810277,"about_ca_topic_score_gemma":0.000004227692,"domain_scores_codex":[0.9962405,0.0003766135,0.002457481,0.0005065424,0.00006578591,0.0003530685],"domain_scores_gemma":[0.9963043,0.001346925,0.001765033,0.0005100315,0.00005404316,0.00001961452],"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":[0.000574703,0.00005986477,0.005054227,0.01020048,0.003657296,0.00002140887,0.009609864,0.01091748,0.0001006304,0.2093232,0.6640487,0.08643214],"study_design_scores_gemma":[0.001211865,0.000191791,0.02483424,0.0001344063,0.00006644063,0.000007254388,0.0001646736,0.01117126,0.000001539156,0.07315703,0.8887149,0.0003445554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01192452,0.002284549,0.00240476,0.9799159,0.0007522045,0.002342129,0.0001156876,0.00001319994,0.0002470718],"genre_scores_gemma":[0.1377519,0.0009484264,0.001999405,0.8502735,0.007116694,0.0004294867,0.0009588188,0.00006231324,0.0004594917],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2246662,"threshold_uncertainty_score":0.7663906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09472046525645177,"score_gpt":0.3609472177496442,"score_spread":0.2662267524931924,"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."}}