{"id":"W4385340745","doi":"10.1136/heartjnl-2023-322428","title":"Assessment and management of asymptomatic atrial fibrillation","year":2023,"lang":"en","type":"article","venue":"Heart","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; BC Innovation Council; University of British Columbia","funders":"","keywords":"Medicine; Asymptomatic; Atrial fibrillation; Subclinical infection; Cardiology; Population; Intensive care medicine; Internal medicine; Management of atrial fibrillation","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":[0.0002036229,0.00005399558,0.0001619667,0.0001071646,0.00003085901,0.000008235027,0.00001227333,0.0000234867,0.00006673649],"category_scores_gemma":[0.000008729663,0.0000472119,0.00008168047,0.0002205775,0.00001639403,0.00003969294,0.00004332115,0.00001943575,0.00006329318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001582837,"about_ca_system_score_gemma":0.000009732438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002984626,"about_ca_topic_score_gemma":2.546663e-7,"domain_scores_codex":[0.9994125,0.00001678919,0.0001824064,0.000100873,0.0001981122,0.00008932819],"domain_scores_gemma":[0.9997386,0.00005298187,0.00003949689,0.0001156535,0.00001782762,0.00003542463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004538813,0.000001088336,0.9791777,0.0005399372,0.0001484015,0.000006305871,0.00004008108,0.0001353356,0.00049808,0.007401647,0.001842233,0.01016384],"study_design_scores_gemma":[0.0009416403,0.00006575339,0.9757029,0.00007312331,0.0001036386,0.000002628135,0.00007136926,0.002806273,0.00004799368,0.000246854,0.01989377,0.00004401962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907832,0.00008275006,0.0001185718,0.003110324,0.0001852442,0.000505122,0.000001392143,0.0001102994,0.005103078],"genre_scores_gemma":[0.993353,0.0003255534,0.003025103,0.00003658584,0.0003318005,6.998383e-7,0.00002162631,0.000008613038,0.002897013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01805154,"threshold_uncertainty_score":0.1925245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06641354056391381,"score_gpt":0.3859917789250222,"score_spread":0.3195782383611084,"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."}}