{"id":"W3212004376","doi":"10.1182/blood-2021-149728","title":"A Large Multicenter Real-World Evidence (RWE) Analysis of Autoimmune (AI) Diseases and Lymphoma: Histologic Associations, Disease Characteristics, Survival, and Prognostication","year":2021,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Medicine; Internal medicine; Lymphoma; Univariate analysis; Diffuse large B-cell lymphoma; Proportional hazards model; Disease; Rituximab; Rheumatoid arthritis; Survival analysis; Oncology; Multivariate analysis","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":[0.005632826,0.0003715552,0.0007020721,0.002713826,0.0004617441,0.001191673,0.0006337916,0.0004406825,0.002364675],"category_scores_gemma":[0.01227951,0.000397963,0.0006947896,0.003718123,0.0004928511,0.0009819808,0.001330788,0.0003772328,0.0003234155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005693433,"about_ca_system_score_gemma":0.0006925869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001639691,"about_ca_topic_score_gemma":0.002774884,"domain_scores_codex":[0.9949656,0.002395426,0.0009793387,0.0008086705,0.0006238406,0.0002270648],"domain_scores_gemma":[0.9827145,0.004504887,0.009706283,0.001371527,0.000984977,0.0007178801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002776974,0.00003245857,0.9970317,0.0001242145,0.0004728735,0.00007286567,0.00003394174,0.00005299089,0.0001385047,0.00002449467,0.0001808905,0.001557323],"study_design_scores_gemma":[0.0001305786,0.0003768113,0.9965397,0.00009224222,0.0006140096,0.000646583,0.0002505071,0.0003960012,0.0001425046,0.00004147299,0.0007622782,0.000007240571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926785,0.0025291,0.00051915,0.0001556053,0.000009240227,0.00009319028,0.003528234,0.000008537169,0.0004784354],"genre_scores_gemma":[0.9971966,0.0003622682,0.000482978,0.00006314287,0.00003626841,0.00007496228,0.001710472,0.000003387505,0.00006994507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005632826,"threshold_uncertainty_score":0.02978963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02140749617154807,"score_gpt":0.2953472159676918,"score_spread":0.2739397197961437,"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."}}