{"id":"W3190511974","doi":"10.1002/9780471420194.tnmm32","title":"Lymphoma","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Lymphoma; Immunosuppression; Chemotherapy; Histology; Working Formulation; Bone marrow; Stage (stratigraphy); Pathology; Non-Hodgkin's lymphoma; Internal 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001854821,0.0002395665,0.0004655417,0.0001104598,0.00003429357,0.00001455438,0.000112237,0.0002411864,0.01403274],"category_scores_gemma":[0.00004080235,0.0001746061,0.0001457938,0.0000239597,0.00005562622,0.00000928588,0.00004638479,0.0000431931,0.001356295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000104298,"about_ca_system_score_gemma":0.0001722031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004302442,"about_ca_topic_score_gemma":0.0002966046,"domain_scores_codex":[0.9992452,0.000007374233,0.0001035714,0.0002720167,0.0001844142,0.0001874276],"domain_scores_gemma":[0.9988617,0.00001536512,0.0001559857,0.0008116324,0.0000196206,0.0001357073],"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":[0.00001444995,0.0007837091,0.0008516411,0.0000617857,0.0002220378,0.0004562922,0.000004725875,3.335024e-9,0.000002031737,0.00003607667,0.8743688,0.1231984],"study_design_scores_gemma":[0.00260702,0.0001250609,0.01342297,0.0009606309,0.0002666351,0.00007766834,0.000002262576,0.000003258151,0.00002606722,0.000008821736,0.9823479,0.0001516651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000240189,0.003625757,0.000001151073,0.0007367106,0.0003379382,0.0003250516,0.002407897,0.0002370931,0.9920882],"genre_scores_gemma":[0.0006359437,0.001449865,0.001226791,0.0005222904,0.001521468,0.0000342471,0.00339674,0.0003183684,0.9908943],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1230467,"threshold_uncertainty_score":0.9994212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0254300818931643,"score_gpt":0.3213254481756725,"score_spread":0.2958953662825082,"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."}}