{"id":"W2060409731","doi":"10.1016/j.cjca.2013.04.016","title":"The Emerging Role of Biomarkers in Atrial Fibrillation","year":2013,"lang":"en","type":"review","venue":"Canadian Journal of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; Internal medicine; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002426556,0.001171066,0.003481937,0.00438982,0.0004152825,0.002312282,0.001140989,0.002112349,0.002505309],"category_scores_gemma":[0.005481234,0.0004411226,0.001301944,0.005337408,0.0008803664,0.002057188,0.001102991,0.002699333,0.0005537925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343997,"about_ca_system_score_gemma":0.004069575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006565897,"about_ca_topic_score_gemma":0.01287807,"domain_scores_codex":[0.9991935,0.0001578267,0.0001854269,0.0001097537,0.0003012044,0.00005222077],"domain_scores_gemma":[0.9954556,0.003085701,0.0004955258,0.00004566441,0.000773204,0.0001441977],"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":[0.0001194247,0.00006466499,0.001090585,0.03666514,0.0005628964,0.0002176536,0.00007200429,0.0002634564,0.0003926151,0.002756031,0.02816171,0.9296339],"study_design_scores_gemma":[0.000151771,0.0001756478,0.007520948,0.05204318,0.002650809,0.002105255,0.000313601,0.0004421782,0.0004081379,0.00623686,0.9278394,0.0001122582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002711821,0.9994312,0.00002747327,0.0002673318,0.0001227847,0.000001075337,0.000007369275,0.000001183086,0.0001144707],"genre_scores_gemma":[0.0003574354,0.9990696,0.00007447111,0.0002071068,0.0002337928,0.000002071471,0.000008273951,3.202131e-7,0.00004695065],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006565897,"threshold_uncertainty_score":0.01305538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06181308563699579,"score_gpt":0.3421231126818243,"score_spread":0.2803100270448285,"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."}}