{"id":"W4321368770","doi":"10.1016/j.hrthm.2023.02.016","title":"Early mortality after inpatient versus outpatient catheter ablation in patients with atrial fibrillation","year":2023,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; Vancouver General Hospital; Université de Montréal; BC Innovation Council","funders":"","keywords":"Medicine; Atrial fibrillation; Catheter ablation; Cardiology; Ablation; Internal medicine; Cardiac Ablation; Emergency medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001759957,0.000150106,0.00025207,0.000246711,0.00004851874,0.0000247743,0.00001771133,0.00008396867,0.00009708073],"category_scores_gemma":[0.00006930705,0.0001234729,0.0001361917,0.0004953259,0.00002597203,0.0001962099,0.00004190241,0.00008843921,0.0002882681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189491,"about_ca_system_score_gemma":0.00002914258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008617472,"about_ca_topic_score_gemma":0.0000460981,"domain_scores_codex":[0.9986232,0.00005345247,0.0003519699,0.0002727979,0.0004453855,0.0002532064],"domain_scores_gemma":[0.9994334,0.0000569111,0.00008596519,0.0002542768,0.00009165712,0.00007779915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002345704,0.000007357943,0.9952766,0.00002483822,0.0000428193,0.00000646107,0.0003882997,0.0006502442,8.252794e-7,0.0000401652,0.0001181921,0.00109853],"study_design_scores_gemma":[0.005433395,0.0008565529,0.9891974,0.00004340434,0.00006106331,5.087183e-7,0.00001827239,0.0004026241,0.000008994015,0.00002802741,0.00380865,0.0001410563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975808,0.00001602232,0.00001568037,0.000441156,0.0006561123,0.001014297,0.000008555828,0.0001129337,0.000154446],"genre_scores_gemma":[0.998634,0.000005658455,0.0001413522,0.00005199688,0.0006551092,0.000005099255,0.0002148914,0.00002399279,0.0002679352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006079112,"threshold_uncertainty_score":0.503508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04357251374634494,"score_gpt":0.3090699840955783,"score_spread":0.2654974703492334,"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."}}