{"id":"W4417357638","doi":"10.1017/cjn.2025.10480","title":"Letter to the Editor: Current Practices of Cardiac Monitoring and Early Rhythm-Control Therapy for Atrial Fibrillation and Stroke Prevention","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atrial fibrillation; Stroke (engine); Cardiac monitoring; Current (fluid); Cardiac arrhythmia; Ventricular fibrillation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00309704,0.0006135239,0.001219615,0.0007652522,0.00148988,0.002536247,0.001886247,0.01522688,0.005570096],"category_scores_gemma":[0.03986733,0.0005487869,0.0006096038,0.0008090239,0.001388273,0.002832573,0.0006432545,0.01604057,0.004209901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002045915,"about_ca_system_score_gemma":0.003653421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002972086,"about_ca_topic_score_gemma":0.0036901,"domain_scores_codex":[0.9973359,0.0008096927,0.0005409994,0.0003162063,0.0007736272,0.0002236259],"domain_scores_gemma":[0.9794788,0.01000971,0.001452837,0.0003622014,0.006807055,0.001889353],"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":[0.00003710187,0.00002093076,0.0006960448,0.0001074258,0.00001665836,0.0005970018,0.00007379441,0.00005101479,0.00004898475,0.0004363845,0.9885998,0.009314922],"study_design_scores_gemma":[0.0002269062,0.0001221912,0.00461963,0.00144564,0.0001294827,0.00889019,0.0007740977,0.0008948359,0.0005752189,0.004283086,0.9779277,0.0001110882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006647611,0.002391069,0.000129386,0.9331304,0.06249681,0.00000882188,0.00008275405,0.00003125165,0.00106477],"genre_scores_gemma":[0.01346325,0.007416562,0.0004433043,0.6953728,0.2797836,0.00004481716,0.0001077076,0.00005129024,0.003316666],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01522688,"threshold_uncertainty_score":0.01863378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0614492846431238,"score_gpt":0.3545693723813977,"score_spread":0.2931200877382739,"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."}}