{"id":"W3153214255","doi":"10.1161/circulationaha.120.053100","title":"Biomarker-Based Risk Prediction With the ABC-AF Scores in Patients With Atrial Fibrillation Not Receiving Oral Anticoagulation","year":2021,"lang":"en","type":"article","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"Hjärt-Lungfonden; Svenska Sällskapet för Medicinsk Forskning; Alexion Pharmaceuticals; Daiichi Sankyo Europe; Sanofi; GlaxoSmithKline; Daiichi-Sankyo; Pfizer; Stiftelsen för Strategisk Forskning; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Atrial fibrillation; Biomarker; Internal medicine; Cardiology","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":[0.007614642,0.0006473548,0.0007631225,0.001183308,0.0002087509,0.001101016,0.0005042451,0.0006375241,0.0007553819],"category_scores_gemma":[0.02512008,0.0002206905,0.0006891884,0.001124196,0.0003674554,0.0007847968,0.0006302263,0.0008490442,0.0002477348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003564172,"about_ca_system_score_gemma":0.0004017954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074937,"about_ca_topic_score_gemma":0.001257175,"domain_scores_codex":[0.9965793,0.00175511,0.0003801144,0.0004973059,0.0006594802,0.0001286311],"domain_scores_gemma":[0.9881026,0.006170562,0.002985818,0.0009151461,0.001228142,0.0005977515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009672211,0.00004355308,0.9916642,0.00002213913,0.0002677825,0.00002703225,0.00003480769,0.000671559,0.0001316609,0.0000524676,0.0001742017,0.005943411],"study_design_scores_gemma":[0.0003049349,0.001186278,0.9744255,0.00004280773,0.0004676028,0.0004149723,0.00006173632,0.02129143,0.0004467533,0.0006650754,0.0006666508,0.00002624422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963432,0.001234094,0.001167945,0.0001514929,0.0000364611,0.00004039311,0.0002573275,0.00001045101,0.000758548],"genre_scores_gemma":[0.9986626,0.0001425537,0.0008103856,0.00003557575,0.00003732504,0.00002027065,0.0002268039,0.000002123319,0.0000623727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007614642,"threshold_uncertainty_score":0.04027057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03845196757263526,"score_gpt":0.2814671087731595,"score_spread":0.2430151412005243,"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."}}