{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003308073,0.0004038276,0.0007422195,0.0001648659,0.0001331975,0.0001341402,0.0001477961,0.0003290531,0.0004095305],"category_scores_gemma":[0.0003066797,0.0002914918,0.001268072,0.0002277019,0.00002392694,0.0001325041,0.0001247222,0.000472759,0.00007059956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001585559,"about_ca_system_score_gemma":0.00007879898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002195784,"about_ca_topic_score_gemma":0.00002172351,"domain_scores_codex":[0.9975979,0.0001335559,0.0006568444,0.0006130548,0.0006189154,0.000379723],"domain_scores_gemma":[0.9982992,0.0006042276,0.0003334211,0.0006411216,0.00007929275,0.00004269701],"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":[0.0001808084,0.000004434035,0.2295315,0.0002205,0.001413865,0.0002208517,0.0009304364,0.0001351411,0.0003682849,0.00002878985,0.7607842,0.006181179],"study_design_scores_gemma":[0.002814489,0.0000912449,0.05222011,0.00009907908,0.0007029899,9.682188e-7,0.00003719062,0.0005011967,0.00009486817,0.0001248819,0.9430048,0.0003081284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06679474,0.001299329,0.0009863728,0.9235095,0.003954445,0.002673641,0.0001195794,0.00009952962,0.0005628429],"genre_scores_gemma":[0.0289283,0.0003658996,0.002792617,0.7772266,0.05182492,0.00003280332,0.004341053,0.0004079359,0.1340798],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1822206,"threshold_uncertainty_score":0.9999537,"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."}}