{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005591501,0.0002702168,0.0008243413,0.0001130961,0.000203297,0.00006308257,0.0001468651,0.0004956379,0.0003257714],"category_scores_gemma":[0.0007111221,0.0001714815,0.0007007464,0.0001286405,0.0001818657,0.00007290521,0.0001444748,0.0005901557,0.0003177852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003860002,"about_ca_system_score_gemma":0.0001404895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002190411,"about_ca_topic_score_gemma":0.000002322834,"domain_scores_codex":[0.9976851,0.000149908,0.0006726622,0.000435101,0.0007411962,0.0003160076],"domain_scores_gemma":[0.9975861,0.0006538815,0.0004310342,0.001066432,0.0001786736,0.00008388483],"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":[0.000323059,0.000001187434,0.01523957,0.0002443448,0.0001128464,0.0001018646,0.00006066734,0.00001832693,0.00001483205,0.00004142199,0.9774234,0.006418504],"study_design_scores_gemma":[0.0006198687,0.0002178916,0.01443978,0.0003098399,0.0002085242,0.00008882028,0.000005680342,0.00003473142,0.00008799524,0.00008293219,0.9837192,0.0001847337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005462018,0.000589071,0.00008525764,0.9888598,0.001742639,0.002213498,0.00001675733,0.00006901026,0.0009619442],"genre_scores_gemma":[0.1243906,0.0003419685,0.008608747,0.413838,0.3608121,0.00003918292,0.000658036,0.0002985583,0.09101277],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5750218,"threshold_uncertainty_score":0.6992812,"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."}}