{"id":"W4252034974","doi":"10.1002/9780471420194.tnmc82","title":"Malignant Lymphoma","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Malignant lymphoma; Lymphoma; Medicine; Oncology; Cancer research; 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":[0.00002704954,0.0002971674,0.0005663988,0.0001309392,0.00004245404,0.0000185294,0.0001380646,0.0002728493,0.01238339],"category_scores_gemma":[0.00003930787,0.0002089013,0.0001774478,0.00002917147,0.00006520633,0.00001113202,0.00006048592,0.00004712901,0.001314419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001268672,"about_ca_system_score_gemma":0.0002128557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005671751,"about_ca_topic_score_gemma":0.0003103324,"domain_scores_codex":[0.9990352,0.00001038508,0.0001390854,0.0003437103,0.0002280447,0.0002435829],"domain_scores_gemma":[0.9986491,0.00001725824,0.00020105,0.0009421689,0.00002478375,0.0001656963],"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":[0.00002067355,0.0009705798,0.0009407193,0.00008934788,0.0002795042,0.0009223507,0.000006780899,5.820177e-9,0.000006349566,0.00006045177,0.9011109,0.09559227],"study_design_scores_gemma":[0.002789163,0.000162649,0.01157031,0.001565035,0.000335212,0.0001293936,0.000003559127,0.000004430457,0.00006608895,0.0000106701,0.9831684,0.0001951026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004373785,0.005050481,0.000001898839,0.000909408,0.0004516364,0.0004751149,0.003523165,0.0002750091,0.9888759],"genre_scores_gemma":[0.0009398221,0.002032186,0.001324997,0.0005521969,0.001450303,0.00004780614,0.003454141,0.0003674811,0.9898311],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09539717,"threshold_uncertainty_score":0.9994632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02577368282380618,"score_gpt":0.3117782941354491,"score_spread":0.2860046113116429,"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."}}