{"id":"W4404246705","doi":"10.1161/jaha.124.038860","title":"Neuroglial Biomarkers for Risk Assessment of Ischemic Stroke and Other Cardiovascular Events in Patients With Atrial Fibrillation Not Receiving Oral Anticoagulation","year":2024,"lang":"en","type":"article","venue":"Journal of the American Heart Association","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Ischemic stroke; Cardiology; Internal medicine; Stroke risk; Intensive care medicine; Ischemia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001194806,0.0005184633,0.0008219837,0.0008177123,0.0002304006,0.0005907504,0.0003305048,0.0004357633,0.0007725194],"category_scores_gemma":[0.003437544,0.0001285132,0.0004766515,0.0008421884,0.0001605648,0.000310622,0.0002845348,0.0006463259,0.0001752035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002732119,"about_ca_system_score_gemma":0.0004485199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001207963,"about_ca_topic_score_gemma":0.001848793,"domain_scores_codex":[0.9992955,0.0002915954,0.0001033045,0.00009987607,0.0001501743,0.00005948513],"domain_scores_gemma":[0.9977199,0.0006208494,0.00102981,0.00009905438,0.0003034604,0.0002270106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005923964,0.00004318986,0.9897239,0.00004089979,0.000158008,0.00004837044,0.0000166967,0.0001580948,0.0003181161,0.00001719308,0.0003261228,0.008557042],"study_design_scores_gemma":[0.00008545449,0.0003839717,0.9954864,0.00005065098,0.0002181391,0.0004584056,0.00003789952,0.002169005,0.0003508786,0.000155559,0.0005935503,0.000009983065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853362,0.01009624,0.001247593,0.0006265229,0.00009415602,0.00007363537,0.001084144,0.00004367643,0.001397787],"genre_scores_gemma":[0.9963847,0.001030253,0.001572955,0.0001357722,0.000108529,0.00007190761,0.0005349867,0.00000285824,0.0001579609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001207963,"threshold_uncertainty_score":0.006318808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179641749309215,"score_gpt":0.3151214326440157,"score_spread":0.2933250151509235,"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."}}