{"id":"W4394835913","doi":"10.1016/j.radcr.2024.03.033","title":"Malignant transformation of vestibular schwannoma after radiation therapy","year":2024,"lang":"en","type":"article","venue":"Radiology Case Reports","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Schwannoma; Radiosurgery; Malignancy; Cyberknife; Radiology; Malignant transformation; Acoustic neuroma; Radiation therapy; Neurofibromatosis; Neurofibromatosis type 2; Vestibular system; Lesion; Magnetic resonance imaging; Complication; Surgery; Pathology","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":[0.0002360788,0.0005980341,0.0004648753,0.001107357,0.001268682,0.0008188113,0.0005300544,0.00142139,0.001143627],"category_scores_gemma":[0.002418185,0.0002747814,0.0006242885,0.0006548973,0.000901643,0.000623023,0.0007463821,0.001089158,0.0005553682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008597907,"about_ca_system_score_gemma":0.0007191751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001278387,"about_ca_topic_score_gemma":0.002283512,"domain_scores_codex":[0.9996122,0.00005911952,0.00003553616,0.00004676115,0.0001068712,0.0001395462],"domain_scores_gemma":[0.9991674,0.0002099022,0.0002501502,0.00008553212,0.00006496214,0.0002220406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.00005023872,0.00001930968,0.01291849,0.00003607839,0.000009581491,0.9802086,0.0002171291,0.000071165,0.002476148,0.0001308854,0.0001561879,0.003706212],"study_design_scores_gemma":[0.00001167387,0.00009491037,0.01089639,0.00002055525,0.00001830216,0.9855528,0.0001944263,0.0002997666,0.001566442,0.0002637929,0.001072406,0.000008501453],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827327,0.005251519,0.001702795,0.001070897,0.0001695268,0.0000854,0.00006131581,0.0001344359,0.008791461],"genre_scores_gemma":[0.9980839,0.0008285147,0.0002538198,0.0001744509,0.0001589864,0.000007580717,0.00002800919,0.000006577152,0.000458063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00142139,"threshold_uncertainty_score":0.006238282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495259843629376,"score_gpt":0.2695766055555424,"score_spread":0.2546240071192487,"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."}}