{"id":"W4379981853","doi":"10.1002/hon.3164_189","title":"Prognostic impact of HLA‐I neoantigen‐specific CD8+ T cells in limited‐stage follicular lymphoma","year":2023,"lang":"en","type":"article","venue":"Hematological Oncology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"Medical Research Council; National Health and Medical Research Council; Mater Foundation","keywords":"Stage (stratigraphy); Medicine; CD8; Follicular lymphoma; Internal medicine; Lymphoma; Cohort; Oncology; Human leukocyte antigen; Immunology; Biology; Antigen","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002676234,0.0002795753,0.001171551,0.0003082112,0.00004365306,0.000009335453,0.0001396799,0.0004076773,0.0006084347],"category_scores_gemma":[0.0002059015,0.0001826258,0.0004299326,0.00090671,0.0001821698,0.00003765291,0.0001121898,0.0001157708,0.0008348275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004909494,"about_ca_system_score_gemma":0.0003049455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008174516,"about_ca_topic_score_gemma":0.0000146939,"domain_scores_codex":[0.9978183,0.0001625742,0.000657916,0.000481307,0.0002576558,0.0006222738],"domain_scores_gemma":[0.9982427,0.000869641,0.0001866777,0.0003789865,0.00008031892,0.0002417146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005884474,0.005664387,0.9428422,0.000167827,0.0002779575,0.0187053,0.0002746708,0.00008547895,0.009519501,0.003195835,0.008133063,0.01054527],"study_design_scores_gemma":[0.006600203,0.003950896,0.9630101,0.0001374934,0.0001003248,0.0006110476,0.0001690189,0.0003770996,0.0095142,0.0002860931,0.01502255,0.0002209352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933848,0.0008541804,0.000009067142,0.0006336886,0.0001523389,0.0008840534,0.00002670668,0.0001487904,0.003906403],"genre_scores_gemma":[0.9978373,0.0009786325,0.0004273056,0.0001590268,0.00004010328,0.0001894954,0.00007777191,0.00002275525,0.0002676314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02016787,"threshold_uncertainty_score":0.9999431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04746191264766503,"score_gpt":0.3393850812646581,"score_spread":0.291923168616993,"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."}}