{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01751733,0.0009842901,0.002446938,0.001542389,0.003551589,0.004132598,0.003218884,0.04058665,0.004971775],"category_scores_gemma":[0.1044705,0.001103553,0.002021934,0.001584543,0.004274716,0.006102413,0.002944663,0.05248045,0.005480353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003538261,"about_ca_system_score_gemma":0.00600499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008417864,"about_ca_topic_score_gemma":0.0114722,"domain_scores_codex":[0.9881236,0.005200503,0.002181323,0.001167738,0.002624992,0.0007018564],"domain_scores_gemma":[0.9357573,0.0418231,0.003793579,0.002020549,0.01246306,0.004142288],"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":[0.00009376196,0.00002990469,0.001423268,0.00008759795,0.00003232774,0.000376501,0.0001432143,0.00004484583,0.00008910487,0.0006442381,0.9922099,0.004825321],"study_design_scores_gemma":[0.0006021865,0.0002585455,0.007210239,0.001644311,0.0002210782,0.003308121,0.001934865,0.001168278,0.001044261,0.01323554,0.9689729,0.0003995509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001806569,0.0007662799,0.00006563239,0.9881688,0.01039715,0.00001115525,0.0001211898,0.00002662711,0.0002625248],"genre_scores_gemma":[0.001343786,0.0004096081,0.0001495778,0.9862308,0.01104351,0.00004352057,0.00004493441,0.00001570639,0.0007185327],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04058665,"threshold_uncertainty_score":0.09264159,"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."}}