{"id":"W2772173189","doi":"10.1016/j.hrthm.2017.11.034","title":"Subclinical atrial fibrillation: The significance of progression to longer episodes","year":2017,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute; McMaster University","funders":"","keywords":"Atrial fibrillation; Medicine; Asymptomatic; Stroke (engine); Subclinical infection; Cardiology; Internal medicine","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":[0.001572481,0.0002667193,0.001021728,0.0006122412,0.001058057,0.002128739,0.0006384307,0.01125008,0.003080236],"category_scores_gemma":[0.0237083,0.0002739914,0.0005697629,0.0007734343,0.0009895859,0.001756053,0.000533598,0.01356331,0.001441062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108876,"about_ca_system_score_gemma":0.001514831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003411889,"about_ca_topic_score_gemma":0.005492926,"domain_scores_codex":[0.998587,0.0005613996,0.0002513727,0.0001805574,0.0002876513,0.000132066],"domain_scores_gemma":[0.9899759,0.006089111,0.0008987364,0.0003235972,0.001544806,0.001167967],"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":[0.0006330413,0.0002462142,0.2208128,0.0002642723,0.0001859354,0.02225967,0.000731278,0.000377558,0.0007321789,0.006212876,0.6609323,0.08661191],"study_design_scores_gemma":[0.001640347,0.001023783,0.3607386,0.003938796,0.000823225,0.1185983,0.006213693,0.01059602,0.001334135,0.08357477,0.4109336,0.000584763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01403038,0.003583955,0.0002025886,0.9669576,0.008323358,0.00001152802,0.0002225181,0.00002635849,0.006641579],"genre_scores_gemma":[0.2447859,0.00823098,0.001022391,0.5294572,0.2117282,0.00007881952,0.0002748081,0.00004545075,0.004376319],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01125008,"threshold_uncertainty_score":0.01030445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010688191417441,"score_gpt":0.4014542817214164,"score_spread":0.3003854625796723,"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."}}