{"id":"W2130569442","doi":"10.1080/02688690801911606","title":"Dural infiltration of metastatic Hodgkin's lymphoma","year":2008,"lang":"en","type":"article","venue":"British Journal of Neurosurgery","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Pathognomonic; Lymphoma; Infiltration (HVAC); Pathology; Lesion; Reed–Sternberg cell; Hodgkin lymphoma; Disease; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001859438,0.0001045039,0.0005057228,0.0002111691,0.00006189003,0.00001791551,0.00005123945,0.00003070551,0.00007405288],"category_scores_gemma":[0.0003470362,0.0001041237,0.0003465456,0.0002416325,0.00008916185,0.0001773403,0.00001254018,0.00007393156,0.000004779541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004934012,"about_ca_system_score_gemma":0.0002470024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000639883,"about_ca_topic_score_gemma":0.000003551162,"domain_scores_codex":[0.9985177,0.00007361302,0.0007213425,0.000105581,0.0004245744,0.0001571959],"domain_scores_gemma":[0.9988018,0.0002137963,0.0004725294,0.0001116385,0.0002522139,0.0001480182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006731625,0.004181684,0.4752063,0.0001704376,0.000535058,0.08513294,0.0001932829,0.00004887957,0.01726318,0.00003241904,0.03922269,0.37734],"study_design_scores_gemma":[0.001998144,0.0004071828,0.8474247,0.0002887503,0.0001424605,0.1398979,0.00001991051,0.00001111313,0.008085907,0.00002013378,0.001636319,0.00006741737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970052,0.001999697,0.000026553,0.0002566103,0.000357066,0.00009603792,0.00001355457,0.000009211108,0.0002360899],"genre_scores_gemma":[0.9960161,0.00300576,0.0003887471,0.0003282839,0.0001322848,0.000003049397,0.00000598912,0.00001884493,0.000100901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3772725,"threshold_uncertainty_score":0.4246041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03360777341217995,"score_gpt":0.2563830414334795,"score_spread":0.2227752680212995,"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."}}