{"id":"W2570893191","doi":"10.1182/blood.v108.11.2406.2406","title":"The Tumor Microenvironment Measured by Flow Cytometry Predicts Overall Survival (OS) and Transformation Risk (TR) in Follicular Lymphoma.","year":2006,"lang":"en","type":"article","venue":"Blood","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"CD19; CD5; Immunoglobulin light chain; Follicular lymphoma; CD20; Lymphoma; CD8; Flow cytometry; CD3; CD23; Immunophenotyping; CD38; Biology; Antibody; Pathology; Immunology; Medicine; Antigen; CD34; Stem cell","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":[0.0004113494,0.0001364236,0.0001600378,0.000741982,0.0001396993,0.0003287488,0.0001673239,0.0002893128,0.0008984473],"category_scores_gemma":[0.001012398,0.00008632083,0.0001377861,0.0004209412,0.0001973474,0.0002708492,0.0001727937,0.0002470785,0.0001864765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004030412,"about_ca_system_score_gemma":0.0001260693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001241822,"about_ca_topic_score_gemma":0.000936649,"domain_scores_codex":[0.9998721,0.00003063925,0.00001448356,0.00002902222,0.00002243489,0.0000313118],"domain_scores_gemma":[0.9993678,0.000194708,0.0002666806,0.00002098956,0.00005879009,0.00009123658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002425785,0.0000203673,0.9951342,0.000008848553,0.00001103135,0.00009035635,0.00002156109,0.00007466107,0.001780472,0.000008072066,0.00005752839,0.002550259],"study_design_scores_gemma":[0.00001007223,0.0001675189,0.9968689,0.000004044127,0.00002209201,0.0009257317,0.00006856287,0.0009296545,0.0007755123,0.00004458655,0.0001805113,0.000002695617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994531,0.0002063319,0.0000917307,0.00001369724,0.000001314925,0.000003945061,0.00009773169,0.000003493224,0.0001286713],"genre_scores_gemma":[0.9997672,0.0000206148,0.00005956148,0.000005148624,0.000002196089,0.000002676467,0.0001128857,5.636543e-7,0.00002923099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001241822,"threshold_uncertainty_score":0.003005624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004652618496617838,"score_gpt":0.1911235884170518,"score_spread":0.186470969920434,"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."}}