{"id":"W4226453986","doi":"10.1093/europace/euac065","title":"A clinical dilemma: the longer the higher the risk?—Authors’ reply","year":2022,"lang":"en","type":"letter","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Dilemma; Intensive care medicine; Epistemology","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":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003100993,0.000372535,0.0005403029,0.00005996073,0.0007738955,0.0001408346,0.0007912759,0.0002208601,0.005157858],"category_scores_gemma":[0.001339264,0.0001475908,0.0008576454,0.0004266204,0.00035242,0.00004281339,0.0006356246,0.004561068,0.0008917882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005071881,"about_ca_system_score_gemma":0.0000701305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000675919,"about_ca_topic_score_gemma":0.00000294012,"domain_scores_codex":[0.9947771,0.002527317,0.0006976569,0.0005803895,0.001000732,0.0004168059],"domain_scores_gemma":[0.9937881,0.003412527,0.0006248329,0.002039031,0.0000808195,0.0000546557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001033012,0.0000040726,0.01499151,0.00002600514,0.0003266737,0.0002630807,0.0002145695,0.000007222484,3.1815e-7,0.0001897041,0.9825771,0.00129641],"study_design_scores_gemma":[0.0004891069,0.000125642,0.06615108,0.00001720234,0.001007316,0.00002223377,0.00007314937,0.00002718274,2.793961e-7,0.0001020229,0.931807,0.0001777382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001194769,0.0009910647,0.00003019008,0.9738777,0.005482565,0.001305629,0.00002305383,0.0001426267,0.01695243],"genre_scores_gemma":[0.001797542,0.0004039493,0.00002879888,0.603126,0.03178069,0.00001792442,0.00007493419,0.00009694268,0.3626731],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3707516,"threshold_uncertainty_score":0.9998862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210873248761884,"score_gpt":0.374318509868079,"score_spread":0.2532311849918906,"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."}}