{"id":"W4410501893","doi":"10.1002/hsr2.70439","title":"Pulsed Field Ablation: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Health Science Reports","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cryoablation; Ablation; Coagulative necrosis; Radiofrequency ablation; Irreversible electroporation; Atrial fibrillation; Inclusion and exclusion criteria; Catheter ablation; Adverse effect; Surgery; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004116884,0.0002692505,0.003515584,0.0005051324,0.0002585044,0.00005231524,0.0001561445,0.0001002463,0.000119423],"category_scores_gemma":[0.002922993,0.0001801838,0.0005346579,0.002377074,0.00006134989,0.0001245962,0.0001055825,0.0001968171,0.00004385952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003549559,"about_ca_system_score_gemma":0.005081083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001523762,"about_ca_topic_score_gemma":0.000001186133,"domain_scores_codex":[0.9957331,0.00007781506,0.00229419,0.0005976613,0.0009102266,0.0003869589],"domain_scores_gemma":[0.9964452,0.0002352293,0.00182145,0.001060896,0.0001810762,0.0002561001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[3.543364e-7,0.000002070586,0.000064267,0.9392405,0.000020149,0.00004003662,0.00000399583,3.974139e-8,3.174117e-9,0.00008450018,0.002862279,0.05768178],"study_design_scores_gemma":[0.00002265118,0.00002709857,0.00001081693,0.5772303,0.0008152449,0.0003190016,0.000001897284,0.000001854989,3.430712e-8,0.000009551422,0.4214784,0.0000831894],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.83331e-8,0.9818686,0.00007122548,0.0029612,0.0008656436,0.007666681,6.877997e-7,0.00009010845,0.006475776],"genre_scores_gemma":[0.000002719007,0.9867837,0.0001872858,0.002939349,0.0002131733,0.00007178182,0.00003281244,0.00001143752,0.009757703],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4186161,"threshold_uncertainty_score":0.9013622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1463851647187423,"score_gpt":0.4970792689791142,"score_spread":0.3506941042603718,"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."}}