{"id":"W4414580436","doi":"10.1093/europace/euaf241","title":"Wall thickness–guided persistent atrial fibrillation ablation: have we found the holy grail?","year":2025,"lang":"en","type":"article","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","funders":"","keywords":"Atrial fibrillation; Electrocardiography; Sinus rhythm; Cardiac arrhythmia; Ablation","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":[0.0004455725,0.0001784555,0.0002588409,0.0001386812,0.0002920238,0.0000988366,0.0001100938,0.00007600796,0.000214876],"category_scores_gemma":[0.0003264929,0.0001254641,0.0004517252,0.0003711567,0.0000720794,0.0001207331,0.00009002724,0.0001419973,0.0001991667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008694956,"about_ca_system_score_gemma":0.00007700473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003447963,"about_ca_topic_score_gemma":0.000008912582,"domain_scores_codex":[0.9986122,0.0001501021,0.0003577344,0.0002881421,0.0003796113,0.0002121564],"domain_scores_gemma":[0.9989378,0.0003064508,0.0001417303,0.0004056975,0.0001495848,0.00005874518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003142052,0.00002068347,0.6336533,0.0007636458,0.002448586,0.00008814572,0.006035404,0.01843732,0.002692156,0.05371816,0.2118811,0.06711934],"study_design_scores_gemma":[0.002551604,0.0001071716,0.1400106,0.00009273249,0.0006614453,0.00002409622,0.0004687671,0.007579172,0.00004391157,0.0006318259,0.8476428,0.0001858128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3892104,0.008713634,0.005931103,0.43707,0.004937436,0.003723532,0.00000838275,0.0006418527,0.1497636],"genre_scores_gemma":[0.8430791,0.0003624032,0.0003596661,0.0009056123,0.00278078,0.000001312783,0.0000386563,0.00002693908,0.1524455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6357617,"threshold_uncertainty_score":0.5116279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07327420747822742,"score_gpt":0.3383304870172985,"score_spread":0.265056279539071,"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."}}