{"id":"W2553096308","doi":"10.1182/blood.v126.23.1484.1484","title":"Classification of Non-Hodgkin Lymphoma in Seven Geographic Regions Around the World: Review of 4539 Cases from the International Non-Hodgkin Lymphoma Classification Project","year":2015,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Lymphoma; Medicine; Hodgkin lymphoma; Internal medicine; Demography","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":[0.00335327,0.0002813074,0.0006127085,0.005791248,0.0003525166,0.0006526355,0.0006811146,0.000257016,0.0008040572],"category_scores_gemma":[0.004773308,0.0001972341,0.0003481466,0.00613801,0.0004981278,0.0006654908,0.0004136137,0.0001626314,0.0002226139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005361678,"about_ca_system_score_gemma":0.0008258173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00661805,"about_ca_topic_score_gemma":0.007912115,"domain_scores_codex":[0.9979604,0.0004456628,0.0006573413,0.0003014907,0.0005164515,0.000118689],"domain_scores_gemma":[0.9958549,0.001171742,0.001439437,0.0002100113,0.001178673,0.0001451952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001199059,0.00001988941,0.8484857,0.002482633,0.0001601886,0.001895782,0.0008313989,0.000105779,0.0006812895,0.0001094463,0.002890069,0.1422179],"study_design_scores_gemma":[0.00001734647,0.00006814359,0.9781743,0.00166489,0.0002273521,0.005410472,0.001484914,0.0001483381,0.0003074578,0.00005855702,0.01242396,0.000014246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7787038,0.2099037,0.001476976,0.0004348412,0.0002523038,0.0003834852,0.00412965,0.00004362045,0.004671594],"genre_scores_gemma":[0.9191892,0.07288519,0.001896595,0.000210064,0.0001140756,0.0002244315,0.005117341,0.00001695468,0.0003461136],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.00661805,"threshold_uncertainty_score":0.01773399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06014153233966715,"score_gpt":0.3246387048681435,"score_spread":0.2644971725284764,"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."}}