{"id":"W2555546562","doi":"10.1001/jamacardio.2016.4001","title":"Atrial Fibrillation and Cancer—Validation in the Real World—Reply","year":2016,"lang":"en","type":"letter","venue":"JAMA Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; Internal medicine; Cancer; Intensive care medicine","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":[0.0005924501,0.0002034272,0.000640454,0.0003190217,0.00005384338,0.00003924402,0.00008565174,0.0004493231,0.0000675952],"category_scores_gemma":[0.0001814347,0.0001231858,0.0002855822,0.0001935214,0.00008458317,0.00008578594,0.00005410111,0.0004453729,0.00002895201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012311,"about_ca_system_score_gemma":0.00007092193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002733784,"about_ca_topic_score_gemma":0.0000267696,"domain_scores_codex":[0.9982995,0.0004333546,0.0003786191,0.0003617659,0.0002598093,0.000266925],"domain_scores_gemma":[0.9986376,0.0007451461,0.0002056539,0.0003308482,0.00005907199,0.00002174552],"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":[0.0002310086,6.76872e-8,0.3619366,0.00007517423,0.0001987424,0.0001289228,0.00007157305,0.00003567869,0.00001514549,0.0002145734,0.5988941,0.03819836],"study_design_scores_gemma":[0.001336701,0.00004677185,0.1370367,0.00005531188,0.0002543133,0.00002202232,0.00001092877,0.0000117682,0.000002522368,0.0003147128,0.8607863,0.0001218896],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01412138,0.0006435607,0.00003768106,0.9728037,0.001289463,0.0008688072,0.00003111986,0.00004541334,0.01015894],"genre_scores_gemma":[0.07933649,0.00860526,0.000112742,0.4671502,0.4232031,0.00002069586,0.001546696,0.00009802885,0.01992684],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5056534,"threshold_uncertainty_score":0.5023373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05551944735247943,"score_gpt":0.3404406245973988,"score_spread":0.2849211772449194,"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."}}