{"id":"W4242208284","doi":"10.1016/j.athoracsur.2007.05.031","title":"Invited commentary","year":2007,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Warfarin; Cardiopulmonary bypass; Perioperative; Randomized controlled trial; Anesthesia; Surgery; Internal medicine; Atrial fibrillation","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":[],"consensus_categories":[],"category_scores_codex":[0.009051546,0.00134472,0.002976957,0.001463411,0.007586595,0.00957292,0.004348315,0.1123769,0.02062798],"category_scores_gemma":[0.07194645,0.001278721,0.002880956,0.001284931,0.003875144,0.004145084,0.004295827,0.06579249,0.01603026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01023966,"about_ca_system_score_gemma":0.01384157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01298812,"about_ca_topic_score_gemma":0.02198802,"domain_scores_codex":[0.9881791,0.003011747,0.001047896,0.001396574,0.003981657,0.002382986],"domain_scores_gemma":[0.9710947,0.01438971,0.002002532,0.0007920323,0.006417312,0.005303776],"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":[0.00001260859,0.000005748514,0.0001267109,0.00002386418,0.000007927534,0.00027114,0.00005749416,0.00001248266,0.00001540034,0.0005642149,0.9974715,0.001430923],"study_design_scores_gemma":[0.0001089643,0.000031041,0.0008645316,0.0004978164,0.00006470401,0.0007065411,0.0005034606,0.0001588247,0.0001160705,0.003744859,0.9931436,0.00005971891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001505414,0.0008022087,0.0000328083,0.9401258,0.05516459,0.00001676026,0.00005250572,0.00001788231,0.003636802],"genre_scores_gemma":[0.0009113691,0.0003430295,0.00004054896,0.9631304,0.0277167,0.00003467335,0.00002190665,0.00001523216,0.007786192],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1123769,"threshold_uncertainty_score":0.07429427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3267318257053537,"score_gpt":0.4526976522093693,"score_spread":0.1259658265040156,"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."}}