{"id":"W4400211944","doi":"10.1016/j.hrthm.2024.04.069","title":"Detecting and managing atrial arrhythmias in adults with congenital heart disease","year":2024,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Cardiology; Atrial fibrillation; Internal medicine; Heart disease","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":[0.0001408394,0.0002048134,0.0003309614,0.000179747,0.00008036299,0.00007098798,0.00001033886,0.00005367456,0.00003872293],"category_scores_gemma":[0.00004152417,0.0001628783,0.0001398775,0.0002552843,0.00006314125,0.0001463074,0.00004068641,0.0002352677,0.00007025459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008781478,"about_ca_system_score_gemma":0.0001160169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001661043,"about_ca_topic_score_gemma":0.00009021514,"domain_scores_codex":[0.9987116,0.00003573553,0.0002111522,0.0004599585,0.0002357322,0.0003458505],"domain_scores_gemma":[0.9993501,0.0001034196,0.00001670294,0.0002196175,0.00002873244,0.0002814171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02493101,0.0003492735,0.5647895,0.004721927,0.002218029,0.1854709,0.007823282,0.0003218484,0.0002480622,0.001635208,0.003282503,0.2042085],"study_design_scores_gemma":[0.02759837,0.002409446,0.7798012,0.01015344,0.001837141,0.09724826,0.001751527,0.01472271,0.0004972187,0.001191812,0.06087198,0.001916851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876198,0.007623669,0.00002695163,0.003105589,0.0003572252,0.0005954057,0.00001980557,0.0001499087,0.0005016517],"genre_scores_gemma":[0.9978132,0.00008446375,0.0005283341,0.0002487525,0.0009679048,0.00003710451,0.00001676522,0.00004658201,0.0002569497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2150118,"threshold_uncertainty_score":0.6641984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009553963214845727,"score_gpt":0.258610958308131,"score_spread":0.2490569950932853,"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."}}