{"id":"W4297252856","doi":"10.1093/europace/euac170","title":"Same-day discharge for atrial fibrillation ablation: outcomes and impact of ablation modality","year":2022,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Providence Health Care; University of British Columbia","funders":"Faculty of Medicine, University of British Columbia","keywords":"Medicine; Ablation; Atrial fibrillation; Cardiology; Modality (human–computer interaction); Internal medicine; Ablation of atrial fibrillation; Catheter ablation","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002417048,0.000202421,0.0005682202,0.0005192172,0.0003828691,0.001199161,0.0004476283,0.0005507006,0.001686852],"category_scores_gemma":[0.0124556,0.0001270503,0.001389082,0.0006716771,0.0004593234,0.0009280594,0.0009777737,0.001025059,0.0002319143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006261912,"about_ca_system_score_gemma":0.0005672192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001361886,"about_ca_topic_score_gemma":0.00215704,"domain_scores_codex":[0.9977551,0.0006102298,0.0004006881,0.0003764051,0.000505627,0.000351893],"domain_scores_gemma":[0.9895797,0.002262349,0.005759684,0.0004706819,0.0007045437,0.001223167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006274849,0.0001419568,0.991556,0.00006777719,0.0002668608,0.0000748367,0.0001105691,0.0001266826,0.0001258759,0.00004870173,0.0002807864,0.006572492],"study_design_scores_gemma":[0.00003134519,0.0005992883,0.998017,0.00005374263,0.00008014565,0.0002754207,0.0002431766,0.0003423994,0.00006561064,0.00009214174,0.0001895478,0.00001021641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978414,0.0008804792,0.0001674606,0.0002295892,0.00002571074,0.00002199855,0.000305761,0.000003895905,0.0005237621],"genre_scores_gemma":[0.9991019,0.0002006836,0.00007316077,0.00007690536,0.00003662752,0.00001155318,0.0004411648,0.000002771209,0.00005526337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002417048,"threshold_uncertainty_score":0.01278269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05286072431333257,"score_gpt":0.3553203548706866,"score_spread":0.3024596305573541,"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."}}