{"id":"W4403194748","doi":"10.1093/neuonc/noae206","title":"EZH2 functional dichotomy in reactive oxygen species-stratified glioblastoma","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Research Foundation Singapore","keywords":"RELB; EZH2; Reactive oxygen species; Biology; Cancer research; Phenotype; Methylation; Cell biology; Genetics; NFKB1; Transcription factor; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001216357,0.0001892915,0.0003826101,0.0003184849,0.00004614995,0.00002867821,0.00006059037,0.000169208,0.0008799764],"category_scores_gemma":[0.0001109047,0.0001554749,0.000128279,0.0004183223,0.00008526501,0.00008296042,0.00004095192,0.0003922952,0.0003768299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004909348,"about_ca_system_score_gemma":0.0003700574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002724941,"about_ca_topic_score_gemma":0.000213336,"domain_scores_codex":[0.9986049,0.0000930354,0.0002916322,0.0004783188,0.0002301335,0.0003019874],"domain_scores_gemma":[0.9989579,0.0005713467,0.00004481852,0.0002276522,0.00005146322,0.0001467823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001317612,0.001839943,0.01742406,0.00007914665,0.0002792535,0.01683118,0.0005886414,0.0000241912,0.8649129,0.004954748,0.0670374,0.0247109],"study_design_scores_gemma":[0.004067647,0.003289485,0.1707436,0.00008877816,0.0001847638,0.00100568,0.000222317,0.0003566963,0.05859642,0.0004525798,0.7608051,0.0001868871],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492746,0.0003951322,0.00001460073,0.01009933,0.001288513,0.0005800293,0.00002470373,0.000135845,0.03818725],"genre_scores_gemma":[0.9975452,0.00007479804,0.00007068441,0.001241632,0.0005143998,0.0002194576,0.000046071,0.00003022559,0.0002575029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8063165,"threshold_uncertainty_score":0.9635124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789442078578806,"score_gpt":0.2959887971987281,"score_spread":0.26809437641294,"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."}}