{"id":"W7115029889","doi":"","title":"Pulmonary Nodular Lymphoid Hyperplasia: Reviewing a Lung Cancer Mimicker","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Lymphoma; Biopsy; Lung; Lymph; Mediastinoscopy; Lymphoproliferative disorders; Immunophenotyping; Lymphatic system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004534217,0.001258176,0.000787131,0.005223338,0.001020033,0.001448383,0.001313698,0.002369714,0.001833699],"category_scores_gemma":[0.002015234,0.0006928229,0.0004378118,0.002703564,0.0010109,0.002491003,0.001314735,0.001531462,0.001682909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007383227,"about_ca_system_score_gemma":0.0004002694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417292,"about_ca_topic_score_gemma":0.001554185,"domain_scores_codex":[0.9994447,0.0000869262,0.0001105968,0.00009102458,0.0001038218,0.0001630585],"domain_scores_gemma":[0.9992398,0.0002504892,0.0001590543,0.00005317063,0.0001142309,0.0001832613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005343781,0.0000276065,0.009959971,0.0002416881,0.00001723799,0.9774802,0.0002300657,0.000150931,0.002090425,0.0002765474,0.001394141,0.008077784],"study_design_scores_gemma":[0.000006036279,0.00002660858,0.003567313,0.00008265109,0.00001941553,0.9923261,0.0002453425,0.0001888133,0.0002453776,0.0002316977,0.003051533,0.000009024298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6958939,0.2581418,0.007611998,0.00699188,0.001870636,0.0004656818,0.0004081798,0.000463595,0.02815243],"genre_scores_gemma":[0.9429138,0.04834451,0.002274304,0.001393521,0.003111802,0.00004528051,0.0002547849,0.00003929629,0.001622647],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005223338,"threshold_uncertainty_score":0.006134391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1637796926151194,"score_gpt":0.5635187155504215,"score_spread":0.3997390229353022,"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."}}