{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008422249,0.0003403675,0.0007763433,0.0008182318,0.0002230926,0.0008907252,0.0004088251,0.0007346995,0.002646338],"category_scores_gemma":[0.001874651,0.00007491421,0.0004599692,0.0006490988,0.0003014544,0.0006819402,0.000483079,0.001200196,0.0008204827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000479308,"about_ca_system_score_gemma":0.001253382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005499778,"about_ca_topic_score_gemma":0.0007985504,"domain_scores_codex":[0.9994901,0.0001852691,0.00008797743,0.00005473834,0.0001393725,0.00004246313],"domain_scores_gemma":[0.9994171,0.0002436751,0.0001439351,0.00001629889,0.0001352024,0.00004381629],"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":[0.0001856718,0.0001275334,0.0009811415,0.01349361,0.0001911884,0.0002830295,0.0001551687,0.0003246082,0.001292918,0.004707086,0.03285141,0.9454066],"study_design_scores_gemma":[0.0001847777,0.0005649728,0.01295761,0.02389639,0.0006047093,0.003137559,0.0002459682,0.0003928192,0.0009774613,0.009093775,0.9479051,0.00003890439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0011594,0.9899434,0.0005611267,0.004377119,0.0005822359,0.00001782884,0.00005136894,0.00002034253,0.003287223],"genre_scores_gemma":[0.01137466,0.9836748,0.001007052,0.00169095,0.001168115,0.00004166503,0.00009157076,0.000005465559,0.0009457683],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002646338,"threshold_uncertainty_score":0.008852839,"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."}}