{"id":"W4387163062","doi":"10.1200/jco.23.01059","title":"RANO 2.0: Update to the Response Assessment in Neuro-Oncology Criteria for High- and Low-Grade Gliomas in Adults","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":462,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Cancer Institute; Pfizer","keywords":"Medicine; Glioma; Magnetic resonance imaging; Tumor progression; Radiation therapy; Clinical trial; Glioblastoma; Radiology; Oncology; Internal medicine; Nuclear 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":[],"consensus_categories":[],"category_scores_codex":[0.008390871,0.0001430055,0.001289452,0.0004743392,0.00003625578,0.00001265264,0.0001559903,0.0002827453,0.00003359297],"category_scores_gemma":[0.006317585,0.00008687611,0.000207312,0.0004658779,0.0001007819,0.00005820259,0.00009874048,0.0006164467,0.00001617933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002362925,"about_ca_system_score_gemma":0.0009382805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003299154,"about_ca_topic_score_gemma":0.0004863954,"domain_scores_codex":[0.9957847,0.001436161,0.001958614,0.0002640603,0.0002240942,0.0003323612],"domain_scores_gemma":[0.987304,0.01144995,0.0005821824,0.0002016838,0.0001606177,0.000301568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1793831,0.01404949,0.4444467,0.0001749344,0.0006204664,0.02965835,0.001508525,0.0002322541,0.008119075,0.001350044,0.0692127,0.2512444],"study_design_scores_gemma":[0.0310533,0.01778142,0.8757702,0.000167997,0.0001103303,0.0001992213,0.0002091097,0.0003573632,0.0001216779,0.0005324454,0.07362454,0.00007246368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7892259,0.0001115484,0.00001264333,0.2089096,0.001095436,0.0005941128,0.000009105829,0.000006776454,0.00003486336],"genre_scores_gemma":[0.9902973,0.0006149453,0.001575341,0.006899942,0.0004826377,0.00009304397,0.000004391904,0.00001791919,0.00001446755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4313235,"threshold_uncertainty_score":0.7563196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09423328660314903,"score_gpt":0.4961878777959536,"score_spread":0.4019545911928046,"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."}}