{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006708574,0.001239152,0.001040468,0.005018263,0.001280968,0.006716761,0.002211072,0.003872447,0.3431618],"category_scores_gemma":[0.04138348,0.0005687133,0.001004375,0.004995774,0.0004232813,0.00220562,0.001929479,0.00335994,0.3531047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002167479,"about_ca_system_score_gemma":0.01152545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007622891,"about_ca_topic_score_gemma":0.007549556,"domain_scores_codex":[0.9954295,0.0008455777,0.0004749827,0.0003763463,0.002305579,0.0005680225],"domain_scores_gemma":[0.9620849,0.005397496,0.002887654,0.002162313,0.02389498,0.003572622],"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":[0.00001604461,0.00000398165,0.00006326038,0.00008780707,0.000002286484,0.000006091782,0.000003032875,0.00001833873,0.00001068009,0.0003524527,0.990482,0.008953892],"study_design_scores_gemma":[0.00002581478,0.00001303673,0.0008581249,0.0004574951,0.000008337745,0.00001515194,0.0000291348,0.00003774486,0.00004100477,0.0007262774,0.9977821,0.000005833777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008723002,0.01131538,0.002239419,0.1176773,0.1653658,0.002155267,0.1372671,0.001452007,0.5616555],"genre_scores_gemma":[0.005409652,0.01107021,0.001885337,0.07169321,0.03765287,0.003018538,0.07515011,0.0006653398,0.7934547],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6568382,"threshold_uncertainty_score":0.9369,"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."}}