{"id":"W2809268959","doi":"10.1093/neuonc/noy059.352","title":"LGG-10. EPIGENETIC/GENETIC/MORPHOLOGIC ANALYSES REVEAL CLINICAL/PROGNOSTIC INSIGHT OF PEDIATRIC LOW GRADE GLIOMAS","year":2018,"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":"SickKids Foundation; University of Toronto; Princess Margaret Cancer Centre; Hospital for Sick Children","funders":"","keywords":"CDKN2A; Glioma; Methylation; DNA methylation; Epigenetics; CDKN2B; Biology; Pathology; Oncology; Bioinformatics; Cancer research; Gene; Medicine; Genetics; Gene expression","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":[0.0002133859,0.0002431876,0.0001975582,0.0007236,0.0001357395,0.0003667166,0.0001578155,0.0002167058,0.001763457],"category_scores_gemma":[0.0004257025,0.0001213366,0.0001288555,0.0006004909,0.0001509894,0.000107265,0.0001960927,0.0002236389,0.0005754939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004436822,"about_ca_system_score_gemma":0.0002152004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003412463,"about_ca_topic_score_gemma":0.006495124,"domain_scores_codex":[0.9998988,0.00001829441,0.000005790897,0.00003178815,0.00002291751,0.0000223606],"domain_scores_gemma":[0.9998184,0.00002927151,0.00005724857,0.00001892315,0.00002787166,0.00004835971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001412282,0.00005790452,0.7537238,0.0001105175,0.00006278599,0.0004980213,0.0001643937,0.001053787,0.1970126,0.0001946282,0.002148424,0.04356086],"study_design_scores_gemma":[0.00001688822,0.0001715602,0.9623581,0.00001476942,0.00005206907,0.001324641,0.0001233781,0.002234841,0.02939792,0.0002567916,0.004041082,0.000007985463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930217,0.0005543049,0.001403232,0.0000907966,0.000005893585,0.00002151241,0.003418957,0.0001337111,0.001349867],"genre_scores_gemma":[0.9877714,0.0002294038,0.004895617,0.00006711609,0.000005777759,0.00003067499,0.005581328,0.00004745357,0.001371235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003412463,"threshold_uncertainty_score":0.006785214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0958626000334138,"score_gpt":0.3999463705813813,"score_spread":0.3040837705479675,"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."}}