{"id":"W4409414301","doi":"10.1159/000545823","title":"Primary Vitreoretinal Lymphomas: A Diagnostic Challenge – Report of Two Recent Cases with Retinal Biopsies and Molecular Investigations in Halifax, Nova Scotia","year":2025,"lang":"en","type":"article","venue":"Ocular Oncology and Pathology","topic":"CNS Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Intraocular lymphoma; Vitrectomy; Ophthalmology; Vitreous hemorrhage; Retinal detachment; Uveitis; Retina; Pathology; Biopsy; Retinal; Visual acuity","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":[],"consensus_categories":[],"category_scores_codex":[0.0003297348,0.0001963714,0.0006085293,0.0002541626,0.00005182359,0.000005707614,0.00004041604,0.0001862344,0.00003038767],"category_scores_gemma":[0.0005146359,0.0001607258,0.00004342349,0.0002528167,0.0008513397,0.00003008527,0.00007918892,0.0001319207,0.000001768246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001286109,"about_ca_system_score_gemma":0.0004776621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004756407,"about_ca_topic_score_gemma":0.001519116,"domain_scores_codex":[0.9986293,0.0002083969,0.0003981968,0.000439429,0.00009440513,0.0002302233],"domain_scores_gemma":[0.998785,0.000589644,0.0001537969,0.0002700095,0.000103666,0.00009784343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00044084,0.001143004,0.8801149,0.0002179748,0.0001790865,0.08898456,0.000457842,0.000004577077,0.002828234,0.007634158,0.0001267909,0.01786803],"study_design_scores_gemma":[0.008494829,0.003254296,0.9273191,0.0007447141,0.0008315661,0.04754137,0.0002886986,0.00001472878,0.006113479,0.001937029,0.003224987,0.0002352101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805285,0.009390078,0.00005716028,0.006324778,0.0000774918,0.000466228,0.00001763604,0.00001727751,0.003120807],"genre_scores_gemma":[0.9925763,0.00240402,0.003816537,0.000941818,0.00001686224,0.00007177506,0.0001317006,0.00001244921,0.00002854845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04720419,"threshold_uncertainty_score":0.6554207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01627337380550804,"score_gpt":0.2996642971662703,"score_spread":0.2833909233607623,"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."}}