{"id":"W1970242617","doi":"10.1093/eurheartj/ehu028","title":"Early management of atrial fibrillation to prevent cardiovascular complications","year":2014,"lang":"en","type":"review","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":279,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"National Institute for Health and Care Research","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Sinus rhythm; Cardiology; Clinical trial; Disease; Intensive care medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001574199,0.0002848415,0.001614624,0.0003814454,0.0001343652,0.00006342385,0.0001776374,0.00005998538,0.00007731892],"category_scores_gemma":[0.00005632521,0.0002296583,0.003226256,0.0003672911,0.00002302658,0.00005485866,0.0001643115,0.0002537469,0.0007667302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006855,"about_ca_system_score_gemma":0.00005117989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001430885,"about_ca_topic_score_gemma":4.719108e-8,"domain_scores_codex":[0.9971493,0.0006672494,0.001040209,0.0003010527,0.0006137424,0.0002284787],"domain_scores_gemma":[0.9984679,0.00008395247,0.0004368478,0.0006458773,0.0001189604,0.0002464736],"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":[0.00002112536,0.00000415982,0.0002883452,0.005098233,0.002757021,0.00002899667,0.00002819659,0.0002363814,2.107562e-7,0.0002582324,0.003300572,0.9879785],"study_design_scores_gemma":[0.0004462668,0.0001484968,0.007129123,0.007618011,0.004045623,0.0001976793,0.000004809403,0.000003213483,1.560248e-7,0.000007464563,0.9802134,0.0001857285],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006496799,0.9865746,0.002147574,0.0002961259,0.0006149113,0.001692755,0.000007307883,0.00004422258,0.008557532],"genre_scores_gemma":[0.0001332687,0.9884732,0.003751923,0.00003421074,0.005454773,9.56904e-7,0.00004213633,0.00008534423,0.002024237],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9877928,"threshold_uncertainty_score":0.9855021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1529204252691522,"score_gpt":0.3933610175340166,"score_spread":0.2404405922648644,"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."}}