{"id":"W3092052624","doi":"10.1093/braincomms/fcaa166","title":"Serum neurofilament light in atrial fibrillation: clinical, neuroimaging and cognitive correlates","year":2020,"lang":"en","type":"article","venue":"Brain Communications","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Atrial fibrillation; Medicine; Internal medicine; Cardiology; Stroke (engine); Diabetes mellitus; Montreal Cognitive Assessment; Heart failure; Verbal fluency test; Cognition; Neuropsychology; Disease; Dementia; Endocrinology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003082236,0.0001171124,0.0002827775,0.00008550411,0.0001423109,0.00004771261,0.0001440881,0.00005604655,0.00005770092],"category_scores_gemma":[0.001643215,0.000116763,0.0001384414,0.0003622586,0.0001166626,0.0001296645,0.0003829073,0.000251842,0.00005605026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001205359,"about_ca_system_score_gemma":0.00004689855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007331176,"about_ca_topic_score_gemma":0.000009855859,"domain_scores_codex":[0.9987029,0.0002688149,0.0005181968,0.0002428866,0.0001308005,0.0001364035],"domain_scores_gemma":[0.9975775,0.001659685,0.0001361875,0.0004352088,0.00005980823,0.0001315696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001461195,0.000005870583,0.9732158,0.00002263712,0.00005887693,0.000006086596,0.0005853379,0.0000332992,0.00006508854,0.001535748,0.001516457,0.02280864],"study_design_scores_gemma":[0.003618137,0.0001949209,0.790127,0.000087599,0.0001752729,0.000008322172,0.0004659458,0.02231452,0.00001238259,0.0001797386,0.1826475,0.0001686095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3632582,0.002259262,0.000223598,0.6266276,0.0002018407,0.001146753,0.00001052762,0.0001596318,0.006112701],"genre_scores_gemma":[0.9922141,0.001007625,0.0008030329,0.005051882,0.0005808473,0.000001603167,0.00005800747,0.00001894588,0.0002639979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6289559,"threshold_uncertainty_score":0.4761458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1647586826546943,"score_gpt":0.4081252762697453,"score_spread":0.243366593615051,"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."}}