{"id":"W4328047875","doi":"10.1093/europace/euad074","title":"Variation and clinical consequences of wait-times for atrial fibrillation ablation: population level study in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Canada Research Chairs; University of Toronto; Sunnybrook Health Science Centre","funders":"CorHealth Ontario; University of Toronto","keywords":"Medicine; Atrial fibrillation; Ablation; Catheter ablation; Population; Internal medicine; Cohort; Cardiology; Adverse effect; Heart failure; Clinical endpoint; Cohort study; Emergency medicine; Randomized controlled trial","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001197155,0.0003920296,0.000633384,0.0010839,0.002705446,0.001403728,0.001714244,0.000659548,0.001950969],"category_scores_gemma":[0.004131648,0.0004471204,0.0009306893,0.004103047,0.001078695,0.0004799247,0.001105809,0.000832993,0.0001999462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03431369,"about_ca_system_score_gemma":0.03531299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9929536,"about_ca_topic_score_gemma":0.9951887,"domain_scores_codex":[0.9978167,0.0001584656,0.0001957774,0.0005316308,0.0006514749,0.0006458896],"domain_scores_gemma":[0.994565,0.0003806464,0.00167532,0.0002656007,0.001952692,0.001160733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006319399,0.0000165876,0.9965905,0.00003320461,0.0000765563,0.00005911324,0.0007305162,0.00007604412,0.0001034913,0.00008615275,0.0008677399,0.001296948],"study_design_scores_gemma":[0.000008136802,0.00001461767,0.9986202,0.0000272009,0.00002821049,0.00003894054,0.0005758261,0.0001846901,0.00002095302,0.00001966891,0.0004511711,0.00001050857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880037,0.001285086,0.0002612306,0.0006297913,0.00002615114,0.00007565338,0.007506292,0.00001906663,0.002193074],"genre_scores_gemma":[0.9975242,0.0003295924,0.0001341838,0.0001156643,0.000007358181,0.00002184063,0.001443446,0.000007021949,0.0004167042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03431369,"threshold_uncertainty_score":0.2489644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1464631707218742,"score_gpt":0.3777097051808319,"score_spread":0.2312465344589576,"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."}}