{"id":"W1989311050","doi":"10.1155/2011/439456","title":"Recent Advances in the Pathobiology of Hodgkin's Lymphoma: Potential Impact on Diagnostic, Predictive, and Therapeutic Strategies","year":2011,"lang":"en","type":"article","venue":"Advances in Hematology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"BC Cancer Agency; Canadian Institutes of Health Research","keywords":"Medicine; Lymphoma; Hodgkin lymphoma; Disease; Neoplasm; Gene expression profiling; Epidemiology; Classical Hodgkin lymphoma; Gene; Cancer research; Immunology; Pathology; Gene expression; Biology; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001620325,0.0002114456,0.0005446866,0.0001408615,0.00002995023,0.000004277572,0.0001170147,0.0001172102,0.00004995148],"category_scores_gemma":[0.0001185063,0.0001184176,0.00006240263,0.0001756639,0.0003385234,0.0001564801,0.00003017354,0.0000882154,0.000003643758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006452663,"about_ca_system_score_gemma":0.00008529758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004870382,"about_ca_topic_score_gemma":0.0001530332,"domain_scores_codex":[0.9986941,0.0002030858,0.0003654676,0.0003155918,0.0001149795,0.0003067279],"domain_scores_gemma":[0.9985658,0.0009449763,0.0001491572,0.0002563557,0.00004097576,0.00004274641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001266304,0.001854969,0.7776204,0.00009050265,0.0000601767,0.0006704388,0.001370751,0.00009847553,0.00002497822,0.01829798,0.000007383347,0.1986376],"study_design_scores_gemma":[0.004432326,0.003839765,0.9659554,0.000201343,0.00008939431,0.0008930973,0.002117611,0.00006017319,0.00143674,0.01912692,0.001697346,0.0001498247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8503264,0.1461918,0.00004192539,0.0001854276,0.0001628025,0.0004979746,0.00001424503,0.00001367502,0.002565747],"genre_scores_gemma":[0.8871141,0.1123701,0.0001482821,0.0001594317,0.00001838622,0.0001696572,0.000009666776,0.000009307404,0.000001052181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1984878,"threshold_uncertainty_score":0.4828931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486100699128846,"score_gpt":0.301663234628154,"score_spread":0.2868022276368655,"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."}}