{"id":"W2101074565","doi":"10.1093/europace/eur241","title":"Comprehensive risk reduction in patients with atrial fibrillation: emerging diagnostic and therapeutic options--a report from the 3rd Atrial Fibrillation Competence NETwork/European Heart Rhythm Association consensus conference","year":2011,"lang":"en","type":"review","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":241,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Atrial fibrillation; Medicine; Guideline; Heart Rhythm; Antithrombotic; Management of atrial fibrillation; Intensive care medicine; Cardiology; Internal medicine; Competence (human resources); Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009248442,0.0005401601,0.001409435,0.0001562495,0.000351198,0.0001330578,0.0001000758,0.0001998251,0.00005861653],"category_scores_gemma":[0.00134508,0.0003935884,0.0004979154,0.0006101392,0.0001274823,0.0001362713,0.0001317097,0.0005160731,0.00006740086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002345316,"about_ca_system_score_gemma":0.0001729491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000171704,"about_ca_topic_score_gemma":0.00001866738,"domain_scores_codex":[0.99496,0.00209762,0.001221424,0.0007645775,0.0005723806,0.0003840268],"domain_scores_gemma":[0.9938515,0.00307111,0.001986975,0.0005838181,0.0003957219,0.0001108952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008335687,0.000005588473,0.6656958,0.0007276272,0.001259174,0.00007162198,0.0004396364,0.003897686,2.472888e-7,0.0001944684,0.001105727,0.3257688],"study_design_scores_gemma":[0.001987476,0.0001769065,0.2955823,0.002150027,0.002348584,0.00008872678,0.00003943966,0.0002040647,4.540934e-8,0.0000620765,0.6969795,0.00038085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02855329,0.9632443,0.0001676975,0.00084055,0.00225802,0.004359884,0.00007466751,0.0001718284,0.0003297658],"genre_scores_gemma":[0.01869544,0.9692556,0.0007202519,0.00003315532,0.009733658,0.000002243667,0.0009332057,0.000117702,0.0005086961],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6958737,"threshold_uncertainty_score":0.9998516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07684273421130552,"score_gpt":0.3207357252888182,"score_spread":0.2438929910775126,"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."}}