{"id":"W3215621588","doi":"10.1161/circulationaha.121.056109","title":"Influence of Monitoring Strategy on Assessment of Ablation Success and Postablation Atrial Fibrillation Burden Assessment: Implications for Practice and Clinical Trial Design","year":2021,"lang":"en","type":"article","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":148,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Montreal Heart Institute","funders":"","keywords":"Atrial fibrillation; Clinical trial; Ablation; Clinical Practice; Catheter ablation; Gold standard (test)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.324912,0.001110242,0.003800067,0.0008030036,0.0006557085,0.004374726,0.002057565,0.003637746,0.002229292],"category_scores_gemma":[0.5443458,0.0006961295,0.004700391,0.001655455,0.002336593,0.004105139,0.001904605,0.002383782,0.000296275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001544386,"about_ca_system_score_gemma":0.002654785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006590384,"about_ca_topic_score_gemma":0.0007787417,"domain_scores_codex":[0.5219755,0.4380236,0.02062313,0.009311737,0.009086442,0.0009797143],"domain_scores_gemma":[0.3202328,0.6131431,0.04092943,0.01631682,0.006206573,0.003171285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2329016,0.001475265,0.3670913,0.006896235,0.03584215,0.0004587153,0.001456414,0.02151726,0.001689771,0.007560043,0.005162091,0.3179493],"study_design_scores_gemma":[0.1198804,0.08472439,0.3903204,0.01243728,0.06852006,0.001798303,0.001001654,0.2396237,0.004031039,0.05577965,0.02115475,0.0007284856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7148753,0.1129984,0.1129573,0.02617333,0.002915037,0.01185138,0.001076021,0.0004830345,0.01667022],"genre_scores_gemma":[0.9645652,0.002178099,0.02675849,0.002207519,0.0004788242,0.003366967,0.0001543066,0.00005547425,0.0002351336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.324912,"threshold_uncertainty_score":0.8325037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1618001841823365,"score_gpt":0.4821676929997615,"score_spread":0.320367508817425,"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."}}