{"id":"W4406165921","doi":"10.1016/j.humpath.2025.105715","title":"Indolent clonal lymphoid disorders","year":2025,"lang":"en","type":"review","venue":"Human Pathology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Lymphoma; Lymphoid hyperplasia; Disease; Somatic evolution in cancer; Hematopathology; Pathology; Medicine; Lymphoproliferative disorders; Lymphatic system; Immunology; Biology; Cancer; Internal medicine; Cytogenetics; Genetics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001089535,0.0004598808,0.002043939,0.0003312837,0.0001119822,0.00001274997,0.0001552081,0.0004679387,0.0003550455],"category_scores_gemma":[0.00003975033,0.0003377776,0.000782732,0.0001690584,0.0001282424,0.00001401453,0.000141904,0.0001744164,0.0002684903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003746666,"about_ca_system_score_gemma":0.0005489621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001352382,"about_ca_topic_score_gemma":0.00002928489,"domain_scores_codex":[0.9981707,0.0001615493,0.0005429537,0.0006046145,0.0001597541,0.000360372],"domain_scores_gemma":[0.9989203,0.0001493214,0.0001962524,0.000589523,0.00002957061,0.0001150612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006301097,0.0006691102,0.000878668,0.01101742,0.000271173,0.0009184475,0.00003823286,2.075278e-8,1.654511e-7,0.002427597,0.004796953,0.9789759],"study_design_scores_gemma":[0.001404667,0.0003073721,0.0007918938,0.00839092,0.002218004,0.0009037841,0.000004845277,5.582993e-8,6.666157e-7,0.0001822708,0.985566,0.0002295711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001006066,0.9777135,0.000002988647,0.0000757645,0.0003854119,0.0009838836,0.00006345781,0.0000767218,0.02059773],"genre_scores_gemma":[0.0001186099,0.9939723,0.00006735347,0.0003293449,0.0002082052,0.000684972,0.0008601585,0.00003873825,0.003720289],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.980769,"threshold_uncertainty_score":0.9999074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03812767733117936,"score_gpt":0.3842006048095026,"score_spread":0.3460729274783233,"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."}}