{"id":"W2118477722","doi":"10.3816/clm.2009.n.038","title":"Biomarkers and Prognosis in Malignant Lymphomas","year":2009,"lang":"en","type":"article","venue":"Clinical Lymphoma & Myeloma","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"Boehringer Ingelheim","keywords":"Hematology; Lymphoma; Medicine; Internal medicine; Follicular lymphoma; Oncology; Hodgkin lymphoma; Mantle cell lymphoma; Pathology","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"],"consensus_categories":[],"category_scores_codex":[0.0006443822,0.0003911019,0.0009255395,0.0002213977,0.0000927494,0.00006102616,0.0001462602,0.0003477122,0.00008485679],"category_scores_gemma":[0.0003732309,0.0003065885,0.0003319004,0.0004576032,0.000264816,0.000132788,0.00007924238,0.00008476995,0.0001328067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002953237,"about_ca_system_score_gemma":0.0002946763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007699178,"about_ca_topic_score_gemma":0.00001915431,"domain_scores_codex":[0.9968392,0.0001480478,0.0011365,0.000888917,0.0003626893,0.0006246216],"domain_scores_gemma":[0.9982285,0.0004340642,0.0001796422,0.0004965398,0.00008149755,0.0005797402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004287619,0.001967559,0.5607663,0.00001717298,0.0001091726,0.001150114,0.00004171373,6.857977e-8,0.00009287207,0.0007752168,0.001294227,0.4333569],"study_design_scores_gemma":[0.01204841,0.001950974,0.9765552,0.0003350424,0.0001851285,0.0007359787,0.00006860287,0.000130885,0.001078064,0.0007346635,0.005856859,0.0003201789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835443,0.002334722,0.000002470487,0.005457743,0.0002327188,0.0007958399,0.000008289968,0.0001406601,0.00748322],"genre_scores_gemma":[0.9937823,0.000993103,0.001576774,0.003062082,0.0002078278,0.00008263886,0.00003110847,0.00003089003,0.0002332072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4330367,"threshold_uncertainty_score":0.9999386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03254349185276462,"score_gpt":0.3377021487856171,"score_spread":0.3051586569328524,"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."}}