{"id":"W1578343902","doi":"10.1002/0471463736.tnmp43","title":"Non‐ <scp>H</scp> odgkin's Malignant Lymphoma","year":2003,"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":"University Health Network; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Lymphoma; Disease; Pathological; Immunology; Immune system; Medicine; Biology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006551424,0.000620125,0.0009893739,0.0003140664,0.00004397389,0.00002448144,0.0001601313,0.0005353224,0.007880955],"category_scores_gemma":[0.0001007767,0.0004661706,0.0003246041,0.0002348521,0.00008329111,0.00001904331,0.00006165166,0.0001138659,0.002673476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000281428,"about_ca_system_score_gemma":0.0003780234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003039722,"about_ca_topic_score_gemma":0.0001197214,"domain_scores_codex":[0.997909,0.00002922796,0.0003764121,0.0006632093,0.0004581306,0.0005640151],"domain_scores_gemma":[0.9983398,0.00009606918,0.0002644487,0.0008924059,0.00005831625,0.000348905],"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":[0.000007720937,0.002420911,0.00241836,0.0001795477,0.0005240693,0.001235219,0.00003967839,1.271552e-7,0.00002368986,0.00009782379,0.9827229,0.0103299],"study_design_scores_gemma":[0.004700528,0.000345241,0.008215154,0.001070004,0.000594353,0.0002334415,0.00005428982,0.00001081357,0.0003936097,0.00001885604,0.9842014,0.0001623588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005834379,0.006684762,0.000009416827,0.0003676589,0.0008033549,0.001112946,0.00271736,0.0003901089,0.98208],"genre_scores_gemma":[0.001004455,0.002391773,0.002761432,0.002089959,0.001227519,0.0001303537,0.004053388,0.0007562723,0.9855849],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01016754,"threshold_uncertainty_score":0.999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01451332099591523,"score_gpt":0.2659810436979551,"score_spread":0.2514677227020398,"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."}}