{"id":"W4414792521","doi":"10.1093/neuonc/noaf193.426","title":"P12.47.B MOLECULAR PROFILING OF GLIOMAS: INSIGHTS INTO RADIONECROSIS AND PSEUDOPROGRESSION THROUGH NEXT-GENERATION SEQUENCING","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":"Queen's University; McGill University","funders":"","keywords":"Cancer; PTEN; Radiation therapy; Gene duplication; Proportional hazards model; Disease","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":[0.0005423243,0.0002994165,0.0004065111,0.001346046,0.0003007198,0.0007342708,0.0002707976,0.000575949,0.007652954],"category_scores_gemma":[0.001589691,0.0001372507,0.0003358652,0.001393319,0.0002938241,0.0002192007,0.0002197285,0.0004248528,0.002373328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002938557,"about_ca_system_score_gemma":0.000445963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00172467,"about_ca_topic_score_gemma":0.001384795,"domain_scores_codex":[0.9997063,0.00007622136,0.0000385549,0.00006027214,0.00006905953,0.00004952795],"domain_scores_gemma":[0.9990389,0.0002984849,0.0003774391,0.00006990162,0.0001293585,0.00008591465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00314246,0.0002470546,0.6075573,0.001145314,0.0003386559,0.02386741,0.0005480486,0.001777852,0.1383128,0.002355293,0.01360998,0.2070978],"study_design_scores_gemma":[0.0001315643,0.000604303,0.8248694,0.0003934328,0.0003494255,0.05829334,0.0004562937,0.008494589,0.04635801,0.002407848,0.0575897,0.00005217674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454848,0.008563953,0.01348376,0.002024793,0.0002979519,0.0002304377,0.0159276,0.0005645303,0.01342206],"genre_scores_gemma":[0.9822204,0.002171683,0.006869399,0.0003521848,0.0001291853,0.0001118541,0.004073382,0.0001049558,0.00396696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007652954,"threshold_uncertainty_score":0.02560174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04435703932988823,"score_gpt":0.3248150547423868,"score_spread":0.2804580154124985,"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."}}