{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004204102,0.0002325795,0.0004676857,0.001174006,0.0003365618,0.001245866,0.0005439628,0.0006381441,0.003498393],"category_scores_gemma":[0.01196233,0.0001452058,0.0004996086,0.001224385,0.0002590009,0.0006809933,0.001106925,0.0005407922,0.0006761682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002746583,"about_ca_system_score_gemma":0.000544645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002969793,"about_ca_topic_score_gemma":0.003727643,"domain_scores_codex":[0.9980014,0.0006857975,0.0003163711,0.0002463668,0.0005120861,0.0002380298],"domain_scores_gemma":[0.9922507,0.002653276,0.002504516,0.0004279621,0.001184881,0.0009786281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001431372,0.000202527,0.966637,0.0001454538,0.0001198366,0.00017641,0.0003154403,0.00002138804,0.0001063761,0.0001770232,0.004044001,0.02662327],"study_design_scores_gemma":[0.0002648145,0.0004009118,0.9928728,0.0002284011,0.0001494811,0.0005564587,0.0005308497,0.00008695376,0.00003660406,0.0001762553,0.004683397,0.00001294794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537774,0.0127859,0.0004304638,0.003414121,0.0002507018,0.000213205,0.01142324,0.00002138355,0.0176835],"genre_scores_gemma":[0.982002,0.004740502,0.0004107348,0.001567906,0.001148352,0.0002087253,0.008486774,0.00001879205,0.001416153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004204102,"threshold_uncertainty_score":0.02223372,"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."}}