{"id":"W4404481200","doi":"10.1016/j.jacadv.2024.101400","title":"Relationship Between Social Deprivation and Access to Catheter Ablation for Atrial Fibrillation","year":2024,"lang":"en","type":"article","venue":"JACC Advances","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"CorHealth Ontario","keywords":"Atrial fibrillation; Catheter ablation; Cardiology; Internal medicine; Ablation; Catheter; Medicine; Surgery","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":[0.0004527563,0.0001066754,0.0001407459,0.0007979398,0.0006808835,0.000611049,0.0003343516,0.0001592521,0.00190445],"category_scores_gemma":[0.004663102,0.00009498289,0.0002284967,0.001110767,0.0006094345,0.0002133553,0.0007695438,0.0003314198,0.000104482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002697906,"about_ca_system_score_gemma":0.001924102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3973071,"about_ca_topic_score_gemma":0.4585394,"domain_scores_codex":[0.9993407,0.000130817,0.00006406669,0.00006717764,0.0002240451,0.0001730778],"domain_scores_gemma":[0.9957128,0.0004904466,0.00210395,0.00009864781,0.0006903966,0.0009038764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001673694,0.00000456106,0.9985469,0.000008848451,0.00003346218,0.00002514164,0.0001729128,0.00003740054,0.0000269446,0.00003229236,0.0001805632,0.0009141756],"study_design_scores_gemma":[6.823896e-7,0.000005024603,0.9995054,0.000007573334,0.000005363838,0.00003171032,0.0001819048,0.00006120741,0.000005586714,0.0000181925,0.0001755803,0.000001638956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963988,0.0004424928,0.0001038518,0.0004385806,0.000006591469,0.000006547301,0.0007404765,0.00000302746,0.001859756],"genre_scores_gemma":[0.9996393,0.00009686108,0.00001889599,0.00001531181,0.00000498336,0.000001969359,0.0001544154,8.493694e-7,0.00006749694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3973071,"threshold_uncertainty_score":0.789989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1412319858450711,"score_gpt":0.4297874159734616,"score_spread":0.2885554301283905,"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."}}