{"id":"W7135046072","doi":"10.1093/noajnl/vdaf007","title":"RAS/MAPK inhibition in pediatric gliomas","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Clinical trial; Disease; Standard of care; Population; Glioma; Chemotherapy","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":[0.00009163599,0.0001410643,0.0003207064,0.0004581177,0.00005646943,0.000006819294,0.00003834136,0.0001170744,0.00005220789],"category_scores_gemma":[0.0002230305,0.0001212625,0.00006808926,0.0007072786,0.00005900618,0.0001138098,0.00003995286,0.0001884266,0.00006005587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001379051,"about_ca_system_score_gemma":0.0001331977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001018873,"about_ca_topic_score_gemma":0.0001292122,"domain_scores_codex":[0.998957,0.00007703805,0.0002740146,0.0003327073,0.0001117953,0.0002474499],"domain_scores_gemma":[0.9992076,0.0004318986,0.00007486457,0.0001764753,0.00004670199,0.0000624539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004527836,0.002047448,0.9149904,0.0001810044,0.00003208189,0.004435862,0.00012043,0.00008905351,0.02965992,0.00259435,0.006069145,0.03932751],"study_design_scores_gemma":[0.01279508,0.001897175,0.6541126,0.0001320663,0.0003756744,0.0002974746,0.0001785801,0.00006225585,0.1051696,0.004141482,0.2205657,0.0002722771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974303,0.005294299,0.00001934065,0.005561848,0.0007643517,0.0004268952,0.000003293961,0.00007079355,0.01355615],"genre_scores_gemma":[0.9944314,0.002762512,0.0003087851,0.002104254,0.0001391235,0.0001673347,0.00001368978,0.000009851199,0.00006305256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2608778,"threshold_uncertainty_score":0.4944943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039694927184217,"score_gpt":0.3106714580212354,"score_spread":0.3002745087493932,"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."}}