{"id":"W4402841194","doi":"10.1111/jce.16443","title":"Expert opinion on design and endpoints for studies on catheter ablation of atrial fibrillation","year":2024,"lang":"en","type":"article","venue":"Journal of Cardiovascular Electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"Daiichi Sankyo Europe; Gilead Sciences; Servier; HORIZON EUROPE Framework Programme; Idorsia Pharmaceuticals; Deutsche Herzstiftung; Bristol-Myers Squibb; Bayer Vital; Stockholms Läns Landsting; Center for Innovative Medicine; Daiichi-Sankyo; Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; Gastroenterological Society of Australia; Michael Smith Health Research BC; Boston Scientific Corporation; Vetenskapsrådet; Pfizer; Heart and Stroke Foundation of Canada; American Heart Association; iRhythm Technologies; Amgen; AstraZeneca; Bayer HealthCare; Sanofi","keywords":"Medicine; Catheter ablation; Expert opinion; Atrial fibrillation; Clinical endpoint; Documentation; Observational study; Medical physics; Clinical trial; Clinical study design; Ablation; Randomized controlled trial; Consistency (knowledge bases); Intensive care medicine; Surgery; Cardiology; Internal medicine; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2113673,0.001796015,0.003487139,0.00399599,0.002555833,0.006278191,0.009011136,0.02424282,0.007855733],"category_scores_gemma":[0.3291415,0.001456791,0.005677467,0.002928594,0.005786366,0.005139162,0.005299871,0.02008362,0.007355816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00528975,"about_ca_system_score_gemma":0.01904594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001605561,"about_ca_topic_score_gemma":0.002017013,"domain_scores_codex":[0.7670429,0.128115,0.05577414,0.008627298,0.03629738,0.00414311],"domain_scores_gemma":[0.4419775,0.3005025,0.03288091,0.01944353,0.1941684,0.01102712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000594177,0.0001283571,0.001233797,0.01832573,0.0005534717,0.0006239039,0.002945666,0.0007268846,0.002208567,0.01064732,0.7496479,0.2123643],"study_design_scores_gemma":[0.000508233,0.0002152098,0.001866165,0.03762291,0.0007685874,0.00103936,0.001051707,0.0007986493,0.00115639,0.02435453,0.930419,0.000199294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002707134,0.07066724,0.06380594,0.7237872,0.09827058,0.009260724,0.002889826,0.0005847958,0.02802658],"genre_scores_gemma":[0.04143625,0.062318,0.2603394,0.5151001,0.08242615,0.01760094,0.003870731,0.0005611082,0.01634737],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2113673,"threshold_uncertainty_score":0.9725245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07773210955137742,"score_gpt":0.3605426986991497,"score_spread":0.2828105891477723,"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."}}