{"id":"W4390176285","doi":"10.3390/bioengineering11010018","title":"Epicardial Pulsed Field Ablation of Ganglionated Plexi: Computational and Pre-Clinical Evaluation of a Bipolar Sub-Xiphoid Catheter for the Treatment of Atrial Fibrillation","year":2023,"lang":"en","type":"article","venue":"Bioengineering","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Jubilee Hospital; University of British Columbia","funders":"","keywords":"Ablation; Atrial fibrillation; Cardiac Ablation; Medicine; Catheter; Cardiology; Catheter ablation; Internal medicine; Biomedical engineering; Surgery","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":[0.0003055939,0.00006944935,0.0002274294,0.00008679805,0.00001953098,0.000002357439,0.00001126739,0.00005654551,0.000004914852],"category_scores_gemma":[0.0001537128,0.00005027718,0.0002229341,0.0001350476,0.00002194321,0.00002357207,0.000006225586,0.00001689234,3.672176e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003554203,"about_ca_system_score_gemma":0.00004582909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003401783,"about_ca_topic_score_gemma":0.000002044813,"domain_scores_codex":[0.9993185,0.00002614545,0.0002754125,0.0001006653,0.0002120779,0.0000672209],"domain_scores_gemma":[0.9990239,0.0005931512,0.00009826448,0.00009428614,0.000166855,0.00002351969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00232083,0.0001622372,0.1749544,0.0002693167,0.002758512,0.000002088336,0.001583388,0.4267973,0.007246248,0.0001249953,0.0000985785,0.3836821],"study_design_scores_gemma":[0.004872585,0.001183829,0.3835433,0.00004315364,0.0007791619,0.000004572644,0.0000164511,0.6016911,0.007364878,0.00006068992,0.0003881751,0.00005210425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955887,0.001244604,0.001941909,0.00009026834,0.0002170772,0.0008266298,0.00006959435,0.00001566906,0.000005587126],"genre_scores_gemma":[0.9988257,0.0003269307,0.0003799892,0.000001526686,0.0002625076,0.00001555196,0.0001732282,0.000008849566,0.000005759388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.38363,"threshold_uncertainty_score":0.2050244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04898795326791804,"score_gpt":0.3507778520239335,"score_spread":0.3017898987560154,"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."}}