{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006199806,0.0001318312,0.0003291157,0.0001320804,0.0001869966,0.00001875074,0.00003942257,0.00002991495,0.0003093522],"category_scores_gemma":[0.0004184579,0.0001123432,0.000343701,0.0002280432,0.00002803402,0.0001508255,0.0000780587,0.00006660991,0.000004282624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008472959,"about_ca_system_score_gemma":0.0000471543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005345293,"about_ca_topic_score_gemma":0.000001798354,"domain_scores_codex":[0.9988506,0.0001333126,0.000347385,0.0002165917,0.000304503,0.0001475609],"domain_scores_gemma":[0.99907,0.0003457422,0.0002494268,0.0001954256,0.00007669148,0.00006266317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006108991,0.000004089228,0.9843039,0.00006243413,0.0001449256,6.461062e-7,0.0003110205,0.007900518,0.000827889,0.001723452,0.0005667341,0.003543523],"study_design_scores_gemma":[0.002609228,0.00038396,0.9690846,0.000006156672,0.0001690532,0.000003494141,0.00007775092,0.01596389,0.00005716804,0.0006607689,0.01086006,0.0001238211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876164,0.0002617949,0.004894754,0.004840994,0.000382592,0.001207839,0.0000897258,0.00007172632,0.0006341334],"genre_scores_gemma":[0.994635,0.00002448133,0.0006132165,0.00004001589,0.0006809319,0.000002339235,0.0001727683,0.00002277334,0.003808455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01521922,"threshold_uncertainty_score":0.4581222,"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."}}