{"id":"W4393187957","doi":"10.3390/medicina60040536","title":"Atrial Fibrillation Burden: Impact on Stroke Risk and Beyond","year":2024,"lang":"en","type":"article","venue":"Medicina","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal; McGill University Health Centre","funders":"Boston Scientific Corporation","keywords":"Atrial fibrillation; Stroke (engine); Cardiology; Medicine; Stroke risk; Internal medicine; Ischemic stroke; Ischemia","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":[0.0003491144,0.0001429054,0.000256514,0.0002197059,0.00006485858,0.00004153041,0.00002480803,0.00007278873,0.0004030516],"category_scores_gemma":[0.0002326328,0.00009312498,0.0002021399,0.0001779571,0.00004578876,0.00007902858,0.00002359022,0.0001435984,0.0001398551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006348245,"about_ca_system_score_gemma":0.00004122906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005826253,"about_ca_topic_score_gemma":0.000001891479,"domain_scores_codex":[0.9990188,0.00003885653,0.0002048515,0.0002322086,0.0003440816,0.0001612213],"domain_scores_gemma":[0.9993353,0.0003183692,0.00004334412,0.0001584544,0.00002233554,0.0001221477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00137045,0.000001802517,0.2679592,0.0002292088,0.0006093521,0.0001323876,0.001676621,0.000685027,0.0005080843,0.002166886,0.01215916,0.7125018],"study_design_scores_gemma":[0.005936704,0.002645056,0.3722199,0.0003564561,0.001468429,0.0000722531,0.0005033301,0.03025313,0.0001644315,0.001490617,0.5845314,0.0003583144],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734753,0.004048192,0.0003431151,0.008303653,0.001224517,0.0004749834,0.00002084309,0.0002001599,0.01190924],"genre_scores_gemma":[0.9847552,0.0007317198,0.0001042312,0.0000886295,0.00927129,1.996949e-7,0.00003526463,0.00001991844,0.004993591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7121435,"threshold_uncertainty_score":0.4413132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02652225318924521,"score_gpt":0.3404077099135872,"score_spread":0.3138854567243419,"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."}}