{"id":"W4386150885","doi":"10.1093/europace/euad244","title":"Progress in atrial fibrillation ablation during 25 years of <i>Europace</i> journal","year":2023,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":117,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Montréal; Montreal Heart Institute; BC Innovation Council; University of British Columbia","funders":"","keywords":"Medicine; Ablation; Atrial fibrillation; Catheter ablation; Cardiology","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":[0.0004295276,0.00008999109,0.0002190866,0.0003542046,0.00004624959,0.00002611573,0.00004832874,0.00004122222,0.00003649656],"category_scores_gemma":[0.0002891409,0.000090947,0.000143374,0.0008207078,0.00003301194,0.0001462486,0.00005012131,0.0001151715,0.0001126112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003978686,"about_ca_system_score_gemma":0.00003306141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003350635,"about_ca_topic_score_gemma":0.000001761085,"domain_scores_codex":[0.9988608,0.00009692833,0.0003611919,0.0001467624,0.0003491241,0.0001852434],"domain_scores_gemma":[0.99945,0.00008505383,0.0002011531,0.0001392644,0.00006514153,0.00005936356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004217916,0.000002257912,0.9814367,0.0001001196,0.00003648393,0.0001310241,0.0003960825,0.00234223,0.001981997,0.000115057,0.0007185577,0.01231776],"study_design_scores_gemma":[0.002257147,0.00008967638,0.97952,0.00008475602,0.000042219,0.00002677604,0.00007684247,0.001752375,0.0003037488,0.00003565532,0.01572462,0.00008622048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963794,0.0003421096,0.00003789787,0.001651505,0.000445111,0.0002980374,0.000001405042,0.0001205659,0.0007239282],"genre_scores_gemma":[0.995486,0.0003086048,0.0002240875,0.00001211033,0.001604141,1.969273e-7,0.00001402349,0.00002604915,0.00232481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01500606,"threshold_uncertainty_score":0.3708711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0375077413259596,"score_gpt":0.3230056470757133,"score_spread":0.2854979057497537,"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."}}