{"id":"W4414320880","doi":"10.1182/bloodadvances.2025016827","title":"Development and validation of a gene expression signature to predict early events in patients with follicular lymphoma","year":2025,"lang":"en","type":"article","venue":"Blood Advances","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia; Princess Margaret Cancer Centre","funders":"National Cancer Institute; Hope Foundation","keywords":"Follicular lymphoma; Logistic regression; Gene expression profiling; Cohort; Clinical trial; Lymphoma; Gene expression; Retrospective cohort study; Confidence interval","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":[0.00003915755,0.0001017215,0.0001864123,0.0001055658,0.00002714324,0.000003429367,0.0000323085,0.00003875003,0.00000226277],"category_scores_gemma":[0.00001860963,0.00006877977,0.00001579315,0.0001748201,0.000009428779,0.00008151334,0.0000237707,0.00001692328,8.048979e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000440711,"about_ca_system_score_gemma":0.0000637585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001165015,"about_ca_topic_score_gemma":0.000006705012,"domain_scores_codex":[0.9993053,0.00001422606,0.0001712487,0.0001995937,0.000205423,0.0001042297],"domain_scores_gemma":[0.9997098,0.0000196876,0.00005389423,0.0001095947,0.00005519599,0.00005178159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002915352,0.001100404,0.981346,0.00006808879,0.0000688173,0.000007303404,0.0002807613,0.00001552748,0.001249826,0.00001038776,0.000006888825,0.0155545],"study_design_scores_gemma":[0.005466531,0.0002601006,0.7019389,0.0006111818,0.00005458201,4.992901e-7,0.00001908737,5.020111e-7,0.2911148,0.00001055225,0.0004775203,0.00004568939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980374,0.001136539,0.00004608239,0.00004252384,0.0000304087,0.0005669359,0.00000564116,0.000009832854,0.000124655],"genre_scores_gemma":[0.9883952,0.00002974723,0.01132615,0.00005521379,0.000006421691,0.0001001491,0.00003152842,0.000005156738,0.00005042958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.289865,"threshold_uncertainty_score":0.2804758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004189811290160337,"score_gpt":0.2238877554359425,"score_spread":0.2196979441457822,"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."}}