{"id":"W4366704911","doi":"10.23880/ijsst-16000170","title":"Malignant Transformation of Intracranial Epidermoid Cyst to Squamous Cell Carcinoma, Case Report and Literature Review","year":2022,"lang":"en","type":"article","venue":"International Journal of Surgery & Surgical Techniques","topic":"Teratomas and Epidermoid Cysts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Epidermoid cyst; Malignancy; Pathological; Malignant transformation; Basal cell; Epidermoid carcinoma; Cerebellopontine angle; Radiation therapy; Radiology; Surgery; Pathology; Magnetic resonance imaging","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":[0.0002711096,0.0009005257,0.0007697564,0.005685141,0.001038395,0.001462302,0.001011516,0.001613663,0.00212403],"category_scores_gemma":[0.001087755,0.0004456878,0.0004972395,0.004743196,0.001396176,0.002135948,0.0008691587,0.001035472,0.0006703173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006311592,"about_ca_system_score_gemma":0.001220169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00149056,"about_ca_topic_score_gemma":0.002540902,"domain_scores_codex":[0.9995348,0.00004478687,0.0001772399,0.0001090287,0.00008198607,0.00005215404],"domain_scores_gemma":[0.9992895,0.0002641683,0.0002579637,0.00004088313,0.00007749397,0.00006989963],"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":[0.0001371846,0.0002452479,0.02211402,0.01548653,0.0002251105,0.7324679,0.00143704,0.0006119215,0.003267474,0.001533342,0.02709726,0.195377],"study_design_scores_gemma":[0.00001102488,0.00006017425,0.008534996,0.002342478,0.0001954331,0.9410104,0.0008426409,0.00014763,0.0006765233,0.0008195232,0.04532417,0.00003501608],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03526544,0.9541615,0.0008139668,0.001237222,0.001020204,0.00009947933,0.0002093179,0.00007505199,0.007117812],"genre_scores_gemma":[0.1621253,0.8293192,0.001040603,0.001674942,0.003702027,0.00005325535,0.0003695131,0.00001805524,0.001697019],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005685141,"threshold_uncertainty_score":0.007105649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867119152530173,"score_gpt":0.2982877174519747,"score_spread":0.279616525926673,"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."}}