{"id":"W4207069802","doi":"10.1093/europace/euac009","title":"Administrative data confirm safety of same-day discharge following catheter ablation of atrial fibrillation: all good or is there a fly in the ointment?","year":2022,"lang":"en","type":"letter","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute; University of British Columbia","funders":"","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Guideline; Ablation; Catheter; Cardiology; Protocol (science); Resource use; Intensive care medicine; Internal medicine; Emergency medicine; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001129709,0.0003301547,0.0007872686,0.0001739176,0.00008184044,0.00002921012,0.0004485255,0.0001860327,0.002012785],"category_scores_gemma":[0.0004387026,0.0002190632,0.0004808216,0.0003963345,0.00006516543,0.0001742187,0.0002819586,0.0005738335,0.00002078044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008096833,"about_ca_system_score_gemma":0.000185087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009482655,"about_ca_topic_score_gemma":0.00002949755,"domain_scores_codex":[0.9967039,0.0007157139,0.0008898078,0.0005178406,0.0009129692,0.0002597256],"domain_scores_gemma":[0.9969772,0.001029922,0.0007721556,0.001134478,0.00005427463,0.00003204254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005617303,0.00006757765,0.07310198,0.001798151,0.00476345,0.001001001,0.02079001,0.0001625155,0.0002479698,0.0009911162,0.8865481,0.004910848],"study_design_scores_gemma":[0.00225353,0.0008129842,0.005303976,0.0001505854,0.000798075,0.00001081623,0.0005752215,0.0001881153,0.0000355848,0.00003020508,0.9896199,0.0002210082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02407593,0.002461448,0.0003630912,0.9477127,0.002040203,0.005617168,0.00207966,0.00008479344,0.01556503],"genre_scores_gemma":[0.587849,0.00260841,0.002397296,0.1832117,0.03778065,0.00002933288,0.03529026,0.0006415386,0.1501918],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.764501,"threshold_uncertainty_score":0.9988995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461662046951428,"score_gpt":0.3748269312774694,"score_spread":0.2286607265823266,"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."}}