{"id":"W4414792352","doi":"10.1093/neuonc/noaf193.562","title":"P17.46.B CLINICAL FEATURES AND MOLECULAR PROFILING USING NEXT GENERATION SEQUENCING AMONG GLIOMA PATIENTS: RETROSPECTIVE REVIEW FROM A QUATERNARY BRAIN TUMOUR CENTER IN CANADA","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":"Princess Margaret Cancer Centre","funders":"","keywords":"Oligodendroglioma; Glioma; Astrocytoma; DNA sequencing; Molecular diagnostics; Methylation; Ependymoma; Glioblastoma","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004928203,0.0003534878,0.0005441829,0.003158923,0.002362302,0.001293924,0.001144989,0.0004705655,0.002399928],"category_scores_gemma":[0.001995956,0.0003912053,0.0003691894,0.008832949,0.0008034743,0.0003122084,0.0007646366,0.0004648906,0.0003974231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01548118,"about_ca_system_score_gemma":0.03057033,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9298363,"about_ca_topic_score_gemma":0.9466838,"domain_scores_codex":[0.9981008,0.00008003018,0.0002071794,0.0003158711,0.0008083409,0.000487831],"domain_scores_gemma":[0.9947941,0.0003181741,0.001467031,0.0001032873,0.002480847,0.0008365544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004690827,0.00001736964,0.9905861,0.0001900113,0.00003659918,0.002012934,0.0005159659,0.00004003993,0.0003508449,0.00004491587,0.001865281,0.00429307],"study_design_scores_gemma":[0.000005540591,0.00003023169,0.993077,0.0001439826,0.00004245047,0.002320059,0.001982295,0.0001030649,0.0001206511,0.00001314268,0.002148479,0.00001297948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782274,0.005644627,0.0002100716,0.0005412099,0.00003241783,0.0001844715,0.01041092,0.00002555518,0.004723318],"genre_scores_gemma":[0.9926314,0.0029399,0.000217523,0.0003578081,0.00002023712,0.00004568253,0.003126041,0.00001222842,0.0006492137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07016367,"threshold_uncertainty_score":0.1411537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04092691108344294,"score_gpt":0.3298032556983724,"score_spread":0.2888763446149295,"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."}}