{"id":"W2031322795","doi":"10.1182/blood-2011-03-345272","title":"Prediction of survival in diffuse large B-cell lymphoma based on the expression of 2 genes reflecting tumor and microenvironment","year":2011,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":205,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"National Institute of Allergy and Infectious Diseases; National Cancer Institute","keywords":"Diffuse large B-cell lymphoma; Germinal center; International Prognostic Index; Stromal cell; Biology; Cancer research; Tumor microenvironment; Lymphoma; Immune system; Oncology; Medicine; B cell; Immunology; Antibody","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007194781,0.0004737854,0.0002893404,0.0004609606,0.0001133485,0.000362432,0.0001600936,0.0002312801,0.0004024346],"category_scores_gemma":[0.001224325,0.0001148208,0.0003088114,0.0002814898,0.0001922451,0.0001865508,0.000280063,0.0002869693,0.0001639362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002887625,"about_ca_system_score_gemma":0.0002831862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002540894,"about_ca_topic_score_gemma":0.002911003,"domain_scores_codex":[0.9998281,0.00007712099,0.00001036071,0.00003591313,0.00002523765,0.00002321062],"domain_scores_gemma":[0.9994824,0.0002976036,0.00009646068,0.00003081205,0.00003634444,0.00005629496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005117288,0.00004051454,0.9808511,0.00001342342,0.00007834267,0.00004407284,0.00002270229,0.006190785,0.00218023,0.00003013158,0.0001427075,0.009894309],"study_design_scores_gemma":[0.00007242859,0.0005846094,0.8358215,0.00001010434,0.0001826727,0.0004000688,0.0001279093,0.1585697,0.0029214,0.0007529178,0.0005386689,0.0000180132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971085,0.0002395328,0.002202766,0.00006510001,0.00000427143,0.000005187738,0.000169058,0.00003732907,0.0001681678],"genre_scores_gemma":[0.9989938,0.00004998249,0.0005672115,0.00001212846,0.00000528201,0.000004424667,0.0002743851,0.000002138397,0.00009063469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002540894,"threshold_uncertainty_score":0.005052209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0340174480951962,"score_gpt":0.2309498037571924,"score_spread":0.1969323556619962,"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."}}