{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01994607,0.0005302363,0.001854588,0.000747057,0.003988982,0.006247671,0.002025752,0.07050336,0.009754188],"category_scores_gemma":[0.100589,0.0005823009,0.001593844,0.0008594651,0.007973728,0.007310954,0.004579927,0.05927088,0.00256755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006690797,"about_ca_system_score_gemma":0.01698606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01277774,"about_ca_topic_score_gemma":0.02646939,"domain_scores_codex":[0.9832391,0.009395011,0.001624835,0.0008435889,0.003247625,0.001649975],"domain_scores_gemma":[0.881744,0.09653317,0.003899403,0.001377728,0.006221413,0.01022427],"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":[0.0001832688,0.0001366578,0.002751564,0.0001643803,0.00005722083,0.00118141,0.0004911501,0.0001894875,0.000163448,0.03832512,0.9178498,0.03850649],"study_design_scores_gemma":[0.000967233,0.0002509947,0.007605201,0.002769526,0.0001096064,0.00199782,0.001905952,0.002137547,0.0004005357,0.1200174,0.8616212,0.000217076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0002524966,0.0007291443,0.00005061768,0.9957425,0.001850518,0.000003194298,0.00001722448,0.000003452068,0.001350792],"genre_scores_gemma":[0.008259545,0.001479843,0.0002112253,0.9665565,0.02125517,0.00003411699,0.00002341012,0.00001168017,0.002168519],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07050336,"threshold_uncertainty_score":0.1054862,"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."}}