{"id":"W4416084782","doi":"10.1093/neuonc/noaf201.0127","title":"BIOM-39. PLASMA PROTEOMICS REVEAL KEY PRELIMINARY BIOMARKERS FOR GLIOBLASTOMA PROGRESSION AND DIFFERENTIAL DIAGNOSIS","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Hospital for Sick Children; University Health Network; University of Toronto","funders":"","keywords":"Glioblastoma; Receiver operating characteristic; Proteomics; Differential diagnosis; Disease; Brain tumor; Random forest","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009088182,0.0004750317,0.0003229213,0.0007404005,0.0002373077,0.0008015793,0.0001697568,0.000414702,0.001910354],"category_scores_gemma":[0.000887298,0.0001903257,0.0003824264,0.000557248,0.0002107311,0.0002718134,0.0004702519,0.0003061689,0.0008171324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003608525,"about_ca_system_score_gemma":0.0003792651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036205,"about_ca_topic_score_gemma":0.00108289,"domain_scores_codex":[0.9997385,0.00006816089,0.0000243635,0.00007066371,0.00006320092,0.00003517252],"domain_scores_gemma":[0.9997857,0.00004654865,0.00007889624,0.0000176836,0.0000470363,0.00002408633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002469475,0.0002300953,0.2261503,0.0004298593,0.0002947068,0.0004522297,0.0001914027,0.001378413,0.6634873,0.000709226,0.002218204,0.1019887],"study_design_scores_gemma":[0.00008291147,0.001305443,0.7339662,0.0000991746,0.0003187027,0.00232369,0.0002686229,0.01648886,0.2329587,0.002271917,0.009851899,0.00006384091],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803351,0.004505449,0.008865199,0.0005635883,0.00007170409,0.00009000281,0.002567174,0.0003003397,0.002701475],"genre_scores_gemma":[0.9878901,0.0007098722,0.008229418,0.0001343788,0.00002816251,0.00005435185,0.001581826,0.00001901269,0.001352946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001910354,"threshold_uncertainty_score":0.00639081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478222483270088,"score_gpt":0.3087694840929666,"score_spread":0.2939872592602658,"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."}}