{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005007161,0.0001257735,0.0002722268,0.0002414547,0.00003241865,0.00001319211,0.00001458856,0.0001102739,0.0001678086],"category_scores_gemma":[0.00002558001,0.0000984119,0.0000940149,0.0001844948,0.0000595472,0.0001177548,0.000007144649,0.0001019606,0.00001111303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005279425,"about_ca_system_score_gemma":0.00008454586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002012848,"about_ca_topic_score_gemma":5.617594e-7,"domain_scores_codex":[0.9988538,0.0000571678,0.0005194326,0.0002571368,0.000140042,0.0001724194],"domain_scores_gemma":[0.9994696,0.00003100543,0.0000905124,0.0002888337,0.00004418321,0.00007581345],"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":[0.0001919505,0.00006237508,0.003637229,0.000432317,0.0003194814,0.9502645,0.001381936,0.00003148634,0.0106792,0.001126353,0.0008649689,0.03100817],"study_design_scores_gemma":[0.0004969842,0.0009690986,0.008725937,0.0001797067,0.0002013867,0.9530242,0.00008202777,0.002048946,0.007521238,0.0004308636,0.02615191,0.0001677109],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837453,0.01125413,0.001576636,0.0004509084,0.0004471637,0.0004828422,0.000004283237,0.0000931247,0.001945593],"genre_scores_gemma":[0.9990528,0.0001194719,0.000322726,0.00004126468,0.0001237985,0.00006213241,0.00005865661,0.00001721359,0.0002019658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03084046,"threshold_uncertainty_score":0.4013121,"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."}}