{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00193442,0.0001704156,0.0006885357,0.0004701201,0.00006090438,0.00002994716,0.0001329015,0.00006416879,0.0001801971],"category_scores_gemma":[0.0002010813,0.0001352192,0.0003839135,0.0002779532,0.00003872723,0.0002252668,0.00007298883,0.0004115806,5.449151e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001218638,"about_ca_system_score_gemma":0.0001464007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003430531,"about_ca_topic_score_gemma":9.959402e-7,"domain_scores_codex":[0.9971743,0.000168696,0.001509329,0.0001811346,0.0007985673,0.0001680132],"domain_scores_gemma":[0.9979839,0.0002546492,0.0006538824,0.0001568463,0.0007456609,0.0002051156],"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":[0.001009309,0.0003965262,0.004011737,0.000757085,0.00007484284,0.9449754,0.0004193542,0.000002395444,0.004251344,0.0001198602,0.01134989,0.03263228],"study_design_scores_gemma":[0.0004453872,0.0003360863,0.001123525,0.001522055,0.00009521116,0.943221,0.00007331782,0.00001747558,0.01042419,0.00009619472,0.04249977,0.0001458212],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974471,0.01437864,0.0003979613,0.009077814,0.0004630109,0.0003774121,0.0001003438,0.00003883018,0.0006949716],"genre_scores_gemma":[0.993976,0.003561131,0.001156596,0.000852761,0.000291712,0.00002566595,0.00004821074,0.00001876129,0.00006916755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03248646,"threshold_uncertainty_score":0.5514078,"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."}}