{"id":"W4377015053","doi":"10.1016/j.jacep.2023.05.006","title":"Same-Day Discharge for Atrial Fibrillation Ablation","year":2023,"lang":"en","type":"letter","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Atrial fibrillation; Ablation; Cardiology; Internal medicine; Medicine; Environmental science","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008415291,0.0004779595,0.001741464,0.0003137864,0.0001640094,0.00003833951,0.0001888791,0.002033541,0.0002372957],"category_scores_gemma":[0.003394455,0.0004016682,0.002133294,0.0003795202,0.000134904,0.000095483,0.000107597,0.001363811,0.0008666819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001210299,"about_ca_system_score_gemma":0.0002199666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002046192,"about_ca_topic_score_gemma":0.000003828146,"domain_scores_codex":[0.995745,0.000473619,0.001610642,0.001013331,0.0003777404,0.0007796393],"domain_scores_gemma":[0.993238,0.004998652,0.0008097571,0.000616502,0.0002315389,0.0001055928],"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":[0.001646594,0.000004491127,0.004365769,0.0002555683,0.0008603026,0.00002034378,0.00001079459,0.0000825805,0.0007896007,0.0006231298,0.9761403,0.01520055],"study_design_scores_gemma":[0.003047825,0.001958865,0.03642788,0.00004956903,0.0008888528,0.000003073693,0.000002314663,0.002485696,0.00001957954,0.005878226,0.9488044,0.0004337378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01625908,0.0002640933,0.001862902,0.968411,0.007895262,0.004125558,0.0001116834,0.000711491,0.0003588997],"genre_scores_gemma":[0.009765751,0.002311159,0.001851094,0.4304517,0.4671447,0.0000488427,0.02127898,0.0005016375,0.06664613],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5379593,"threshold_uncertainty_score":0.9999112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205459128267927,"score_gpt":0.4204472614933641,"score_spread":0.2999013486665714,"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."}}