{"id":"W2152097023","doi":"10.1002/ana.20804","title":"International study on low‐grade primary central nervous system lymphoma","year":2006,"lang":"en","type":"article","venue":"Annals of Neurology","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Primary central nervous system lymphoma; Radiation therapy; Central nervous system; Chemotherapy; Lymphoma; Central nervous system disease; Retrospective cohort study; Disease; Pathological; Internal medicine; Surgery","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":[0.00006664345,0.0001436617,0.0003324711,0.0001321822,0.00002883336,0.000007275298,0.0001041729,0.00006661349,0.00002309885],"category_scores_gemma":[0.00001410099,0.0001186745,0.0001307962,0.00007735095,0.0000445566,0.00002601753,0.00004146162,0.00005041905,0.00003382699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003400102,"about_ca_system_score_gemma":0.00004079932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002966817,"about_ca_topic_score_gemma":0.00000953625,"domain_scores_codex":[0.9988162,0.00007102745,0.0003113576,0.0002813736,0.0002591672,0.0002608875],"domain_scores_gemma":[0.9993805,0.00009350593,0.0001158126,0.0002655131,0.00007284708,0.00007184767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002385232,0.02045288,0.8955616,0.0001085002,0.0005423393,0.005349926,0.0001923222,0.000186372,0.001608514,0.002387883,0.01816261,0.05306177],"study_design_scores_gemma":[0.002421725,0.00288882,0.9874141,0.00002386945,0.00005209247,0.0002475696,0.00002957334,0.00005207307,0.001702987,0.00002006094,0.005080932,0.00006624464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848719,0.00009614113,0.000001844745,0.006108406,0.0004314387,0.000367841,0.00001939952,0.00005170356,0.008051323],"genre_scores_gemma":[0.9967926,0.00002845808,0.000009009666,0.002715922,0.0002702011,0.00003472498,0.00004209344,0.00001833501,0.00008861486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0918524,"threshold_uncertainty_score":0.4839405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235995878478955,"score_gpt":0.2969257001459825,"score_spread":0.264565741361193,"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."}}