{"id":"W2309960532","doi":"10.1093/europace/euw004","title":"Multipolar ablation for atrial fibrillation: are we going in circles?","year":2016,"lang":"en","type":"letter","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center","funders":"","keywords":"Medicine; Atrial fibrillation; Ablation; Cardiology; Internal medicine; Ablation of atrial fibrillation; Catheter 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003349919,0.0003095656,0.000605592,0.0003840696,0.00008502177,0.00005164143,0.00009587532,0.0004312807,0.000159341],"category_scores_gemma":[0.0005908815,0.0002694389,0.0004683012,0.0002284583,0.00003317124,0.0001550217,0.00005777351,0.000377242,0.0002815194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001686554,"about_ca_system_score_gemma":0.00006069602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006355896,"about_ca_topic_score_gemma":0.000005962606,"domain_scores_codex":[0.9980394,0.0001294784,0.0005358404,0.0005010856,0.0004026573,0.0003915625],"domain_scores_gemma":[0.9982653,0.0007150335,0.0004646353,0.0003883132,0.0001134224,0.00005331641],"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":[0.000453463,9.002368e-7,0.06761836,0.0008874568,0.0001328548,0.0001401505,0.0001062644,0.0001351906,0.0001218982,0.00004841433,0.9107776,0.01957742],"study_design_scores_gemma":[0.003302203,0.00007313017,0.009984859,0.0005759313,0.000165987,0.000007449646,0.00001153152,0.0006395124,0.00002220335,0.0001203874,0.9847988,0.0002979418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0007752429,0.001710405,0.003369253,0.9882478,0.001779286,0.0023067,0.00005816873,0.000171842,0.001581311],"genre_scores_gemma":[0.01710414,0.003336442,0.006740029,0.2008289,0.4634713,0.00002470319,0.001897961,0.0008187708,0.3057777],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7874188,"threshold_uncertainty_score":0.9999758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0850524378130176,"score_gpt":0.3350811251537137,"score_spread":0.2500286873406962,"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."}}