{"id":"W4292026552","doi":"10.1016/j.chest.2022.08.004","title":"Executive Summary","year":2022,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"McMaster University","keywords":"Medicine; Perioperative; Guideline; Intensive care medicine; Warfarin; Antithrombotic; Atrial fibrillation; Vitamin K antagonist; Low molecular weight heparin; Antiplatelet drug; Anticoagulant; Heparin; Anesthesia; Internal medicine; Aspirin","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002397863,0.00004751121,0.000105975,0.00008423961,0.000255273,0.00001712435,0.00004925208,0.0000105953,0.001492512],"category_scores_gemma":[0.00004043053,0.0000404288,0.0001037682,0.0001179932,0.00001387618,0.00005186096,0.0000680505,0.0002221308,0.00002428835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008766629,"about_ca_system_score_gemma":0.00004953806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.161604e-7,"about_ca_topic_score_gemma":1.031841e-7,"domain_scores_codex":[0.99944,0.00003111947,0.0001309233,0.00005979317,0.0002334836,0.0001046431],"domain_scores_gemma":[0.9997394,0.00002792946,0.00006582707,0.00006677112,0.00002503925,0.00007502455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005870471,0.00002999989,0.5838275,0.00005096012,0.0002505422,0.0007086668,0.0009491112,0.000164191,0.002231219,0.002340653,0.391844,0.01701614],"study_design_scores_gemma":[0.0008907655,0.0001154979,0.08072834,0.000005922441,0.00005164924,0.000353345,0.0007256102,0.00004122312,0.0001142154,0.0004168962,0.9165049,0.00005160515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5634617,0.002823302,0.001766808,0.06118898,0.004372716,0.0006737588,0.00000975649,0.0001871096,0.3655159],"genre_scores_gemma":[0.9184555,0.0001095861,0.001067883,0.001218077,0.002304778,0.000001464498,0.00001383535,0.00001667821,0.07681215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5246609,"threshold_uncertainty_score":0.9994203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07071331331759051,"score_gpt":0.3292552229211825,"score_spread":0.258541909603592,"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."}}