{"id":"W3155372689","doi":"10.1007/s11060-021-03758-y","title":"Radiation-induced brain injury in patients with meningioma treated with proton or photon therapy","year":2021,"lang":"en","type":"article","venue":"Journal of Neuro-Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Proton therapy; Adverse effect; Radiation therapy; Magnetic resonance imaging; Meningioma; Incidence (geometry); Radiology; Nuclear medicine; Internal medicine","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":[0.0003056504,0.0001848569,0.0005796129,0.0003719113,0.00004532472,0.00002175111,0.00009998492,0.0001015088,0.0001547132],"category_scores_gemma":[0.0001631133,0.000109913,0.0000668088,0.0005940272,0.00003262924,0.0001499016,0.00002370905,0.0003668173,0.000003218972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002525732,"about_ca_system_score_gemma":0.000621979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000875674,"about_ca_topic_score_gemma":0.000005660091,"domain_scores_codex":[0.9982558,0.0002892326,0.0005553529,0.00022726,0.0004166747,0.0002556753],"domain_scores_gemma":[0.9986118,0.0001692228,0.0005220294,0.0002046317,0.0003331089,0.0001592126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06609169,0.003706433,0.6778553,0.0000975119,0.0006852734,0.04942954,0.001652211,0.00002856867,0.1518331,0.00002480681,0.002762282,0.04583327],"study_design_scores_gemma":[0.04582324,0.08733007,0.7111745,0.0003000018,0.0002165856,0.004483344,0.0003552559,0.0001070191,0.08932626,0.00001691882,0.06052017,0.0003465896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950119,0.00003316,0.0000121842,0.00291211,0.0001176278,0.0009529468,0.000001437444,0.00001354421,0.0009450925],"genre_scores_gemma":[0.9977956,0.0000169662,0.0008414549,0.001019789,0.00008535779,0.00004074391,0.000009322737,0.00002869039,0.0001620618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08362363,"threshold_uncertainty_score":0.4482121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02598595408328112,"score_gpt":0.3041908295918144,"score_spread":0.2782048755085332,"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."}}