{"id":"W2769171709","doi":"10.1093/europace/eux174","title":"Atrial fibrillation ablation long-term outcomes: is there light at the end of the tunnel?","year":2017,"lang":"en","type":"letter","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Term (time); Atrial fibrillation; Ablation; Cardiology; Internal medicine; Astronomy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003710984,0.0004007283,0.0006493717,0.0001035998,0.0004365168,0.00009330549,0.0004313393,0.0003986475,0.001346525],"category_scores_gemma":[0.0004471481,0.0002068185,0.001053402,0.0001489676,0.0001932867,0.0001188364,0.0003441129,0.0005887974,0.0003726695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232673,"about_ca_system_score_gemma":0.00008113909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003415157,"about_ca_topic_score_gemma":0.00002332826,"domain_scores_codex":[0.9975041,0.0002673593,0.0005623824,0.00043086,0.00093455,0.0003007135],"domain_scores_gemma":[0.9965709,0.0004420469,0.001146084,0.001659793,0.0001405419,0.0000406041],"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":[0.0001069314,9.988539e-7,0.445944,0.0002380988,0.000349731,0.00003871502,0.0002371197,0.00002186831,0.00008595297,0.00001773905,0.5515912,0.001367647],"study_design_scores_gemma":[0.000744996,0.00003574388,0.3915043,0.0001228914,0.0005332468,0.00001204091,0.00000491595,0.0000182374,0.0001385564,0.00002508877,0.6067117,0.0001482833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05493335,0.001324364,0.00003076174,0.9273374,0.002823167,0.001626102,0.00005069407,0.00006775095,0.01180642],"genre_scores_gemma":[0.1732609,0.0005883583,0.0000385794,0.08518999,0.03890396,0.000002885546,0.0004553479,0.0002242496,0.7013358],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8421474,"threshold_uncertainty_score":0.9995664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06190441564584313,"score_gpt":0.32526597094842,"score_spread":0.2633615553025768,"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."}}