{"id":"W4281609890","doi":"10.1093/neuonc/noac137","title":"Low-risk meningioma: Initial outcomes from NRG Oncology/RTOG 0539","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre","funders":"National Cancer Institute","keywords":"Meningioma; Oncology; Internal medicine; Medicine; Surgery","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007452121,0.00038282,0.001086806,0.0003958101,0.0005238056,0.00002540682,0.0004578089,0.0002393272,0.005114867],"category_scores_gemma":[0.0004973154,0.0003646901,0.0003288708,0.0004094331,0.0001781665,0.00009318651,0.0009212686,0.001235644,0.0003943377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008173914,"about_ca_system_score_gemma":0.0005397985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002466805,"about_ca_topic_score_gemma":0.00003637714,"domain_scores_codex":[0.995924,0.001021437,0.0007958526,0.0008694459,0.0006616863,0.0007275728],"domain_scores_gemma":[0.9971738,0.001212395,0.0004371184,0.0007480799,0.0000817746,0.0003468405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008608491,0.006940668,0.1294358,0.0001403386,0.002202342,0.1479688,0.009938018,0.0004000889,0.2196831,0.00341744,0.3027906,0.1684744],"study_design_scores_gemma":[0.01067533,0.008428136,0.02169667,0.00001184541,0.0008148971,0.0015159,0.001636251,0.0005938474,0.003566415,0.0006770965,0.9499167,0.0004669436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9128566,0.0001580723,0.0001446538,0.008512028,0.003654756,0.0008781255,0.0001059425,0.0002817101,0.07340806],"genre_scores_gemma":[0.9906995,0.0000159307,0.001677749,0.005464142,0.0006376239,0.0003903738,0.000188186,0.00006823655,0.0008582319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6471261,"threshold_uncertainty_score":0.9998805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03686795975668634,"score_gpt":0.32402441550873,"score_spread":0.2871564557520436,"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."}}