{"id":"W4394567451","doi":"10.1001/jamaneurol.2024.0673","title":"Toward More Personalized Management of Device-Detected Atrial Fibrillation","year":2024,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Atrial fibrillation; Subclinical infection; Stroke (engine); Management of atrial fibrillation; Medicine; Stroke risk; Cardiology; Internal medicine; Intensive care medicine; Ischemic stroke; Engineering","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":[0.0001508074,0.0001272292,0.0002873066,0.0002102176,0.00002605962,0.00002282801,0.00005827009,0.0001478305,0.0003817587],"category_scores_gemma":[0.00005298074,0.000109372,0.0002919426,0.0003370442,0.00006323987,0.00008352322,0.0000708509,0.0001468287,0.00008267732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001572896,"about_ca_system_score_gemma":0.00002293142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000948131,"about_ca_topic_score_gemma":6.497023e-7,"domain_scores_codex":[0.9989227,0.00006398406,0.0003193183,0.0002796254,0.0002414671,0.0001729088],"domain_scores_gemma":[0.9995044,0.0001510824,0.00006857115,0.0001765212,0.0000484954,0.00005087943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02387898,0.00002344759,0.29763,0.009292128,0.005654731,0.003503041,0.003234626,0.002134143,0.01134881,0.108437,0.01567646,0.5191867],"study_design_scores_gemma":[0.005515449,0.0007772408,0.422539,0.0001235534,0.001087654,0.0001109545,0.0001274624,0.0140794,0.0003857349,0.0006902091,0.554329,0.0002343356],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539831,0.001469943,0.0004779848,0.03789033,0.001160992,0.0007043759,0.000007352166,0.000288962,0.004016987],"genre_scores_gemma":[0.9948784,0.0002761472,0.000486348,0.000426238,0.001911805,0.00000122962,0.00004103415,0.00002569836,0.001953167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5386525,"threshold_uncertainty_score":0.446006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06101756138424122,"score_gpt":0.3373953440724843,"score_spread":0.2763777826882431,"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."}}