{"id":"W4385303023","doi":"10.15420/ecr.2023.04","title":"Ablation as First-line Therapy for Atrial Fibrillation","year":2023,"lang":"en","type":"review","venue":"European Cardiology Review","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Stornoway Diamond (Canada); Centre for Social Innovation; Montreal Heart Institute; University of British Columbia","funders":"Biosense Webster","keywords":"Medicine; Catheter ablation; Atrial fibrillation; Sinus rhythm; Adverse effect; Ablation; Cardiology; Internal medicine; Ablation Therapy; Quality of life (healthcare); Intensive care medicine; Disease; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008867115,0.000803123,0.001984097,0.002510875,0.0002232022,0.0009652173,0.0008253119,0.000982791,0.008191756],"category_scores_gemma":[0.001738436,0.0002250274,0.001453751,0.001779012,0.0002512371,0.0007909381,0.0004514595,0.001361327,0.001911525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005557741,"about_ca_system_score_gemma":0.00110917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001425468,"about_ca_topic_score_gemma":0.00367449,"domain_scores_codex":[0.9995434,0.0001230806,0.0000970168,0.00005780015,0.0001510673,0.00002762298],"domain_scores_gemma":[0.9993026,0.0004160031,0.0001402227,0.00001450154,0.00009683326,0.00002981305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001483762,0.00005680547,0.0001732708,0.1244768,0.0005848664,0.0001267897,0.00005859268,0.0001645628,0.0005881626,0.001475889,0.02431358,0.8478324],"study_design_scores_gemma":[0.0001600763,0.0002876432,0.002736063,0.1094209,0.002336597,0.002482402,0.00009269085,0.0001198852,0.0004240523,0.001659792,0.88025,0.00002998597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005733411,0.99931,0.00002578958,0.0001020019,0.00008706207,0.000005340808,0.00002024745,0.000002909044,0.0003891912],"genre_scores_gemma":[0.0006606242,0.9988704,0.00008096336,0.0001326181,0.00006614973,0.000007083506,0.00003129625,0.000001064757,0.0001497394],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008191756,"threshold_uncertainty_score":0.02740419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2543860098426024,"score_gpt":0.4397405015004542,"score_spread":0.1853544916578518,"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."}}