{"id":"W2073523783","doi":"10.1080/10428190210173","title":"Diffuse Large B-cell Lymphoma: A Clinicopathologic Analysis of 444 Cases Classified According to the Updated Kiel Classification","year":2002,"lang":"en","type":"article","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"National Cancer Institute","keywords":"Lymphoma; Medicine; Anaplastic large-cell lymphoma; Diffuse large B-cell lymphoma; Internal medicine; Retrospective cohort study; Stage (stratigraphy); Overall survival; Subtyping; Large cell; Pathology; Gastroenterology; Cancer; Adenocarcinoma; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007595996,0.001044244,0.002088587,0.00112904,0.000720317,0.0002155708,0.0006688663,0.000701095,0.0002168097],"category_scores_gemma":[0.0003462649,0.0007503422,0.001024288,0.003482801,0.0003660741,0.0003139068,0.0004053602,0.0001399929,0.0002773214],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005328424,"about_ca_system_score_gemma":0.000971933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009054961,"about_ca_topic_score_gemma":0.000188834,"domain_scores_codex":[0.9937195,0.0003850033,0.001819966,0.001702171,0.00102284,0.001350539],"domain_scores_gemma":[0.9948106,0.0009951298,0.0008815401,0.002113535,0.0003725595,0.0008266488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003000963,0.02965064,0.4776984,0.0004979946,0.006638622,0.0037009,0.006357049,0.0001848464,0.01083189,0.003940937,0.03515689,0.4223409],"study_design_scores_gemma":[0.05180705,0.001125194,0.863433,0.0002105022,0.008280741,0.0008947371,0.003739878,0.03429276,0.004987836,0.00003475999,0.0300942,0.001099305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874051,0.003145645,0.0001207108,0.0009408429,0.0003960344,0.001325945,0.0003132219,0.000305788,0.006046679],"genre_scores_gemma":[0.9907342,0.002306478,0.0004743245,0.003487318,0.0002770243,0.0004291323,0.0004818558,0.0001183491,0.001691316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4212416,"threshold_uncertainty_score":0.9994947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03926870925165241,"score_gpt":0.2788327295271943,"score_spread":0.2395640202755419,"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."}}