{"id":"W4410110360","doi":"10.1111/bjh.20132","title":"Distinct characteristics and social determinants in adult T‐cell leukaemia/lymphoma patients at a tertiary cancer centre in Canada","year":2025,"lang":"en","type":"article","venue":"British Journal of Haematology","topic":"T-cell and Retrovirus Studies","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"Canadian Cancer Society; Princess Margaret Cancer Foundation","keywords":"Medicine; Lymphoma; Cohort; Internal medicine; Cancer; Young adult; Malignancy; Transplantation; Population; Cohort study; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00006942279,0.0001346908,0.000631131,0.0001090797,0.0001427634,0.000007868468,0.0001354384,0.0001631924,0.00004270772],"category_scores_gemma":[0.00007002213,0.0001352694,0.00004673731,0.00007571551,0.0001567137,0.00004188758,0.0001423635,0.000251155,0.000002739258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003671355,"about_ca_system_score_gemma":0.0004745386,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2933317,"about_ca_topic_score_gemma":0.9256088,"domain_scores_codex":[0.9986559,0.0001661608,0.0006204476,0.0001640141,0.00003732297,0.0003562119],"domain_scores_gemma":[0.9994305,0.00009965005,0.0002971484,0.00004517938,0.0001091162,0.00001840592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001702007,0.0001336232,0.9618009,0.0001220249,0.00004771078,0.004220009,0.0002558113,8.141393e-8,0.0005402068,0.000005768544,0.004139806,0.02856385],"study_design_scores_gemma":[0.003699205,0.00002644745,0.9887484,0.0003774836,0.00003693324,0.002950763,0.0003080175,0.00000188308,0.001772252,0.00001582295,0.00192695,0.0001358416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929454,0.005549319,5.108762e-7,0.0002504527,0.0009791648,0.00008821368,0.000104082,0.000002689569,0.00008013159],"genre_scores_gemma":[0.9982659,0.0009914483,0.000003434834,0.0003065563,0.00001413979,0.000004339577,0.000009604564,0.000007519899,0.000397006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6322771,"threshold_uncertainty_score":0.7113741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003633458793083149,"score_gpt":0.1996196479854962,"score_spread":0.1959861891924131,"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."}}