{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001235334,0.0001124095,0.00032971,0.0001325302,0.0001020989,0.00004102611,0.00002562401,0.0001306328,0.00000390818],"category_scores_gemma":[0.001243806,0.0001173167,0.0001131744,0.0002430944,0.00004298767,0.0004768372,0.00002290268,0.00007703379,1.855868e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007007985,"about_ca_system_score_gemma":0.0002202148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001866265,"about_ca_topic_score_gemma":8.181125e-7,"domain_scores_codex":[0.9982852,0.0002677224,0.0007984046,0.0002908948,0.0002579334,0.00009988109],"domain_scores_gemma":[0.9965218,0.001847192,0.000688665,0.0002018231,0.0006851171,0.00005541178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002636813,0.00001472715,0.8293056,0.0001154963,0.0001276885,2.845317e-7,0.00004668117,0.1348021,0.005039529,0.00771905,0.000002074324,0.02018991],"study_design_scores_gemma":[0.01234491,0.0005231304,0.9511386,0.00007696174,0.0004749229,0.000003067604,0.00007539466,0.03404472,0.000206609,0.000946004,0.00007562157,0.00009001794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.940069,0.00009788648,0.05676913,0.001052586,0.0001742403,0.001621088,0.000009229178,0.00002090445,0.000185972],"genre_scores_gemma":[0.9869107,0.0002094864,0.01157632,0.000008526729,0.001130016,0.000004855428,0.0001344067,0.00001340899,0.00001226399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.121833,"threshold_uncertainty_score":0.4784037,"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."}}