{"id":"W4206917721","doi":"10.1016/j.cll.2021.04.001","title":"Reactive Lymphadenopathies","year":2021,"lang":"en","type":"review","venue":"Clinics in Laboratory Medicine","topic":"Lymphadenopathy Diagnosis and Analysis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Follicular hyperplasia; Medicine; Pathology; Mononucleosis; Malignancy; Lymphoma; Histiocyte; Lymphoid hyperplasia; Differential diagnosis; Hyperplasia; Epithelioid cell; Immunology; Virus; Immunohistochemistry","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":[0.002020973,0.0008063402,0.007194554,0.0009534336,0.0000726206,0.00002332432,0.0003487422,0.001003113,0.0005778125],"category_scores_gemma":[0.0046677,0.0005839175,0.0006925279,0.00334551,0.0004535969,0.0001013508,0.0001514746,0.00103596,0.0001583883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006966609,"about_ca_system_score_gemma":0.00293946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001790457,"about_ca_topic_score_gemma":0.000008890593,"domain_scores_codex":[0.9944648,0.000682804,0.002399218,0.001162544,0.0007571448,0.0005335629],"domain_scores_gemma":[0.9950258,0.001655389,0.0009323902,0.001361936,0.0006107194,0.0004138234],"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":[0.00001867574,0.0008020661,0.001046635,0.01818862,0.0009043982,0.005325834,0.0003813173,1.974825e-7,0.000001819421,0.000705114,0.01027968,0.9623457],"study_design_scores_gemma":[0.001396901,0.0002883407,0.00005348568,0.08622725,0.005200527,0.0001268478,0.0004909167,0.000002565399,0.000002058277,0.00002840308,0.9057541,0.0004286221],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007489806,0.9957403,0.000004214529,0.000381007,0.001095691,0.0006757854,0.00008764738,0.00008105533,0.001859387],"genre_scores_gemma":[0.00003058543,0.994751,0.0001207309,0.001260598,0.002203053,0.0002115063,0.0005894024,0.0001515121,0.0006815981],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.961917,"threshold_uncertainty_score":0.9996612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0754430731085865,"score_gpt":0.4290074143001124,"score_spread":0.3535643411915259,"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."}}