{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008963731,0.0003239079,0.001007249,0.0003372704,0.00008909751,0.00004474646,0.0005800764,0.0004058642,0.0008094981],"category_scores_gemma":[0.0004492047,0.0002718807,0.0004579671,0.0001875569,0.0001575146,0.0003661174,0.0001653038,0.0008100747,0.0004362627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001052727,"about_ca_system_score_gemma":0.0006009041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001384825,"about_ca_topic_score_gemma":0.000005962409,"domain_scores_codex":[0.9970661,0.000403697,0.001237919,0.000392373,0.0005474305,0.0003524282],"domain_scores_gemma":[0.9959806,0.0008846562,0.001870101,0.0003070474,0.0007366703,0.0002209155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001625017,0.0009376464,0.8279681,0.00001141173,0.003466791,0.0008767297,0.0008936369,0.0005050799,0.004298846,0.0194804,0.005529577,0.1344068],"study_design_scores_gemma":[0.05757128,0.0112449,0.5981869,0.0002496345,0.002085525,0.001340605,0.000848032,0.004432665,0.007566525,0.05655438,0.2587523,0.001167387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753338,0.0002597665,0.005387685,0.004741924,0.008162479,0.0003809921,0.000118878,0.00006827794,0.005546178],"genre_scores_gemma":[0.9848606,0.0001123,0.009827226,0.001156644,0.003383443,0.000013864,0.0002643136,0.00003858658,0.0003430405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2532227,"threshold_uncertainty_score":0.9999734,"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."}}