{"id":"W2560332746","doi":"10.1016/j.ijrobp.2019.11.028","title":"High-risk Meningioma: Initial Outcomes From NRG Oncology/RTOG 0539","year":2019,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":198,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences; Juravinski Cancer Centre; McGill University","funders":"National Cancer Institute; National Cancer Research Institute","keywords":"Oncology; Meningioma; Medicine; Internal medicine; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004290589,0.0003342251,0.0004261021,0.0005558536,0.0007765712,0.0009552867,0.0004089669,0.0004515639,0.002050476],"category_scores_gemma":[0.001631681,0.0001445873,0.0005898657,0.0007439024,0.0002147538,0.0006597601,0.0008891878,0.0006444621,0.000670522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204588,"about_ca_system_score_gemma":0.0007304971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008956178,"about_ca_topic_score_gemma":0.01622896,"domain_scores_codex":[0.9996033,0.0000295508,0.00003726726,0.00006841815,0.0001075056,0.0001539874],"domain_scores_gemma":[0.9990842,0.0001008051,0.0002131666,0.00005423535,0.0001555882,0.000391956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0006353245,0.0002613906,0.9779106,0.00002725392,0.0001141013,0.003626518,0.0002794042,0.0004542221,0.0004866455,0.0000716342,0.002659835,0.01347314],"study_design_scores_gemma":[0.00002564855,0.0005356314,0.9920558,0.00003354195,0.00007909154,0.004871629,0.000608547,0.0002776982,0.0001858939,0.000177102,0.001132296,0.00001704711],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926012,0.0003913683,0.0001387098,0.0002966416,0.00002607544,0.00002677237,0.002321383,0.00001844196,0.004179379],"genre_scores_gemma":[0.9944219,0.0002578795,0.00009247635,0.0001646993,0.00004205481,0.00001359359,0.004371333,0.0000141955,0.0006219061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008956178,"threshold_uncertainty_score":0.01780808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02534290048137662,"score_gpt":0.3381020939183181,"score_spread":0.3127591934369415,"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."}}