{"id":"W4414805441","doi":"10.1016/j.jacep.2025.08.013","title":"Atrial Fibrillation Burden","year":2025,"lang":"en","type":"article","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"","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":[0.0004986321,0.0002914178,0.0004070585,0.002551722,0.0004172453,0.00140108,0.0003361651,0.0005077094,0.03383419],"category_scores_gemma":[0.003798477,0.0001420617,0.0006678995,0.002509827,0.0001187107,0.0008294343,0.0009530836,0.001274089,0.01170519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004834192,"about_ca_system_score_gemma":0.0009726583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007628145,"about_ca_topic_score_gemma":0.01097709,"domain_scores_codex":[0.9993052,0.000100289,0.00008298779,0.0001252162,0.0002596166,0.0001266876],"domain_scores_gemma":[0.9984784,0.0001323796,0.0004361647,0.00008039426,0.0004400032,0.0004327618],"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":[0.0003211235,0.00007992341,0.1927466,0.0007370516,0.0003893788,0.0001987823,0.0002381553,0.0003461034,0.0004194246,0.006443022,0.592338,0.2057424],"study_design_scores_gemma":[0.00006773756,0.0000918612,0.5798722,0.0007338037,0.0001912271,0.001474361,0.0003541973,0.0005489253,0.0001462349,0.003055312,0.4134273,0.00003678868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.1427252,0.04743218,0.002329498,0.03026797,0.007155324,0.0002429678,0.4391061,0.0009502231,0.3297905],"genre_scores_gemma":[0.5703315,0.03341834,0.002083794,0.007884054,0.008482574,0.0005420561,0.2782027,0.0002894517,0.09876559],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03383419,"threshold_uncertainty_score":0.1131867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06412454716488249,"score_gpt":0.4299245580123273,"score_spread":0.3658000108474448,"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."}}