{"id":"W2938790571","doi":"10.23736/s0026-4725.19.04918-1","title":"Hybrid ablation for atrial fibrillation: the importance of achieving transmurality and lesion validation","year":2019,"lang":"en","type":"review","venue":"Minerva Cardioangiologica","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Catheter ablation; Ablation; Atrial fibrillation; Lesion; Cardiac Ablation; Intensive care medicine; Cardiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001285536,0.0005144959,0.001283408,0.002568762,0.0001931669,0.001253311,0.0006252177,0.0009574732,0.002071306],"category_scores_gemma":[0.003062591,0.000180473,0.0009330742,0.001500784,0.0004932054,0.001184934,0.0005764829,0.001011102,0.0006616309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004151636,"about_ca_system_score_gemma":0.001333874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008236239,"about_ca_topic_score_gemma":0.001443481,"domain_scores_codex":[0.9994701,0.00014264,0.0001244886,0.00006792523,0.0001691303,0.0000257503],"domain_scores_gemma":[0.9981741,0.001402844,0.0001692123,0.00003152573,0.0001941267,0.00002825571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000062223,0.00003560329,0.0005332325,0.04541642,0.0002939303,0.0002744538,0.0001066266,0.0003243159,0.0008957468,0.00290155,0.009884334,0.9392716],"study_design_scores_gemma":[0.00003733215,0.0001896263,0.004385,0.03828995,0.001063227,0.006230532,0.0002498212,0.000286582,0.0009960659,0.00534118,0.9428779,0.00005280038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001196956,0.998949,0.000147989,0.0002134485,0.0000913871,0.000003722633,0.0000105277,0.000003234733,0.0004609699],"genre_scores_gemma":[0.001207724,0.9981047,0.0002693161,0.0001402509,0.0001262015,0.000005773675,0.00001622657,0.000001459536,0.0001283061],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002568762,"threshold_uncertainty_score":0.006929159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2208843777926883,"score_gpt":0.3984398978304912,"score_spread":0.1775555200378028,"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."}}