{"id":"W3205779107","doi":"10.1093/eurheartj/ehab724.0315","title":"Atrial fibrillation in unexplained syncope: observations from the Reveal LINQ registry","year":2021,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center","funders":"","keywords":"Medicine; Atrial fibrillation; Syncope (phonology); Implantable loop recorder; Internal medicine; Incidence (geometry); Cardiology; Pediatrics","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":[0.0008769129,0.0001049311,0.0002423622,0.00003760268,0.0001677905,0.0001109637,0.00008726396,0.00003508249,0.0001862653],"category_scores_gemma":[0.0006224305,0.00008129807,0.0004523913,0.0002382246,0.00003520295,0.0001098679,0.00005802786,0.0004217249,0.0001445308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007162897,"about_ca_system_score_gemma":0.0003112444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003875317,"about_ca_topic_score_gemma":0.00002859589,"domain_scores_codex":[0.9985139,0.0005078213,0.000367275,0.0001903187,0.0002396548,0.0001810017],"domain_scores_gemma":[0.9991854,0.0001579097,0.00008699662,0.0003820335,0.00008996027,0.00009773314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000417049,0.00007061138,0.763041,0.000027684,0.0007776286,0.003091033,0.001701024,0.005454738,0.006356804,0.0001430702,0.1802722,0.03864717],"study_design_scores_gemma":[0.001878897,0.00002830146,0.6716985,0.0001826666,0.00007682796,0.0008537067,0.0003798578,0.0001337456,0.00004994027,0.00005210664,0.3245802,0.00008525623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707202,0.004873759,0.0002595432,0.01787867,0.0007748766,0.0001451568,0.00001128552,0.00002758138,0.005308931],"genre_scores_gemma":[0.9872707,0.0007104485,0.002002421,0.001906457,0.005696592,5.049076e-7,0.00009630219,0.00004546219,0.002271117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.144308,"threshold_uncertainty_score":0.3315239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0514099949383906,"score_gpt":0.2818604593035612,"score_spread":0.2304504643651706,"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."}}