{"id":"W4385578293","doi":"10.1093/noajnl/vdad070.029","title":"CLRM-07 RANO 2.0: PROPOSAL FOR AN UPDATE TO THE RESPONSE ASSESSMENT IN NEURO-ONCOLOGY (RANO) CRITERIA FOR HIGH- AND LOW-GRADE GLIOMAS IN ADULTS","year":2023,"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":"Western University","funders":"","keywords":"Medicine; Glioma; Cohort; Glioblastoma; Radiation therapy; Tumor progression; Medical physics; Radiology; Oncology; Surgery; Internal medicine; Cancer; Cancer research","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001351104,0.0003538282,0.0008186022,0.0005830646,0.0001867169,0.00003180416,0.0002396113,0.00022291,0.00001998168],"category_scores_gemma":[0.001042252,0.0002595267,0.00009728524,0.0006770932,0.0001889936,0.0002263791,0.0001269818,0.0003078427,0.00002144835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002480465,"about_ca_system_score_gemma":0.0005189361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004797212,"about_ca_topic_score_gemma":0.002626185,"domain_scores_codex":[0.9965408,0.0008927826,0.0006577678,0.0009331282,0.0002113816,0.0007641523],"domain_scores_gemma":[0.9950712,0.003965185,0.0001772889,0.0004409646,0.0001151876,0.0002301855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.1302146,0.008407811,0.1084695,0.000955429,0.000221744,0.006925585,0.00537885,0.001026041,0.5767483,0.005855454,0.01466442,0.1411323],"study_design_scores_gemma":[0.05915992,0.0483236,0.5043558,0.0003289566,0.0003139903,0.0005171029,0.002164756,0.004145914,0.02602923,0.00543055,0.3484369,0.0007933229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9135751,0.0003302676,0.00006064752,0.07950298,0.001161746,0.005094326,0.0001354241,0.0001018392,0.00003767123],"genre_scores_gemma":[0.9829096,0.0005634028,0.005724811,0.004866041,0.0002603225,0.005485397,0.0001104854,0.00006627593,0.00001373334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.550719,"threshold_uncertainty_score":0.9999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0237390581579998,"score_gpt":0.377394980088318,"score_spread":0.3536559219303182,"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."}}