{"id":"W3197894039","doi":"10.1093/europace/euab223","title":"Improvement in hard outcomes following catheter ablation for atrial fibrillation: the debate is far from over","year":2021,"lang":"en","type":"letter","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Randomized controlled trial; Cardiology; Ablation; Internal medicine; Stroke (engine); Pharmacotherapy; Intensive care 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":[0.00947899,0.000511873,0.001808112,0.0009015963,0.002525216,0.003185573,0.00205307,0.03145628,0.007401708],"category_scores_gemma":[0.07554886,0.0005119418,0.001325462,0.001163616,0.002563958,0.005659034,0.001416671,0.03222503,0.007943963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002833149,"about_ca_system_score_gemma":0.003470061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003407339,"about_ca_topic_score_gemma":0.004232257,"domain_scores_codex":[0.9931937,0.002738739,0.001250012,0.0006543784,0.001689557,0.0004736632],"domain_scores_gemma":[0.9480312,0.03740913,0.002539642,0.001113888,0.007400192,0.003505975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002040248,0.00007350709,0.001150248,0.0001882205,0.00003555618,0.0005428834,0.000114904,0.00004617607,0.00009923139,0.00224382,0.9634621,0.03183935],"study_design_scores_gemma":[0.001259072,0.0004453803,0.00859046,0.003163386,0.0002082864,0.00402251,0.0007610732,0.001042444,0.0006312348,0.0314038,0.9482787,0.00019374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002605446,0.002013988,0.00003725051,0.9872208,0.009560207,0.000003803119,0.00006213273,0.00001136264,0.0008297283],"genre_scores_gemma":[0.003330523,0.002347805,0.0001481494,0.9423995,0.05037021,0.00002248918,0.00005632059,0.00002219734,0.001302746],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03145628,"threshold_uncertainty_score":0.05013025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05677741380330933,"score_gpt":0.3166486425437667,"score_spread":0.2598712287404574,"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."}}