{"id":"W3036992015","doi":"10.1093/europace/euaa162.269","title":"74Subclinical atrial fibrillation before and after acute medical illness or noncardiac surgery: insights from ASSERT","year":2020,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Subclinical infection; Atrial fibrillation; Internal medicine; Medical illness; Cardiology; Medical history; Emergency medicine; Endocrinology","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":[0.0002012515,0.0001972641,0.0006104458,0.00006184279,0.00007249919,0.00004802473,0.00006028603,0.0001640802,0.0005706319],"category_scores_gemma":[0.001798301,0.0001411456,0.0003173416,0.0002726813,0.00007487283,0.0001568017,0.0001458088,0.0001841478,0.0001983692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001580866,"about_ca_system_score_gemma":0.0001136292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001417661,"about_ca_topic_score_gemma":0.00002018525,"domain_scores_codex":[0.998166,0.0001716892,0.0004566247,0.0004121335,0.0006063881,0.0001872228],"domain_scores_gemma":[0.9984405,0.0007568118,0.0001193709,0.0002058383,0.00005851332,0.0004189631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005944402,0.000003873304,0.9570023,0.00007038344,0.0007910556,0.0008794417,0.0009084169,0.000005667111,0.00008491847,0.0001322763,0.006167862,0.02800942],"study_design_scores_gemma":[0.002518934,0.0002589817,0.6339299,0.0000733398,0.0007501165,0.00001496187,0.000070462,0.002182976,0.00006754854,0.00006030021,0.3598082,0.0002642216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684827,0.0005468521,0.0004357604,0.0286798,0.0009128756,0.0003770482,0.00001603439,0.0001498934,0.0003989886],"genre_scores_gemma":[0.98746,0.0003759979,0.0003085912,0.001776279,0.009271644,9.323671e-7,0.0001143113,0.0000401714,0.0006520679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3536404,"threshold_uncertainty_score":0.6248019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0461429157118708,"score_gpt":0.3311996857641736,"score_spread":0.2850567700523028,"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."}}