{"id":"W4249167763","doi":"10.1002/9780471420194.tnmc55.pub2","title":"Non‐Hodgkin Lymphomas","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000327478,0.0003522272,0.0006041402,0.0002009629,0.00002291377,0.00001217314,0.0001101097,0.0005216916,0.05100982],"category_scores_gemma":[0.00002849219,0.0002604056,0.0001918163,0.0001077779,0.00006338917,0.000009820556,0.00005165156,0.0001898191,0.001898448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028378,"about_ca_system_score_gemma":0.0002382979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004487415,"about_ca_topic_score_gemma":0.0006055947,"domain_scores_codex":[0.9988608,0.000008176369,0.0002083636,0.0003829931,0.0002626025,0.0002770052],"domain_scores_gemma":[0.9989095,0.00002799648,0.0001392165,0.0006834195,0.00003121475,0.0002086468],"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":[0.00002448938,0.001349453,0.0024111,0.00008931624,0.0002488862,0.0004067917,0.00001576071,1.157498e-8,0.00007183004,0.00006058276,0.9572899,0.03803189],"study_design_scores_gemma":[0.00298781,0.0001926174,0.01279895,0.0004837014,0.000328741,0.0001113543,0.000006655514,0.00001032882,0.0002268969,0.00001445471,0.9826072,0.0002312812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0020559,0.001357746,0.000002895365,0.001093982,0.0007336939,0.0006557283,0.002410415,0.0003583853,0.9913313],"genre_scores_gemma":[0.001820034,0.0006108305,0.004576116,0.00117045,0.002368296,0.00007188148,0.004942752,0.0005563057,0.9838833],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04911137,"threshold_uncertainty_score":0.9999848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204537308632563,"score_gpt":0.2877559204112793,"score_spread":0.2757105473249536,"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."}}