{"id":"W4408415831","doi":"10.1017/cjn.2025.45","title":"Early Malignant Transformation of Intracranial Epidermoid Cyst: A Case Report and Systematic Review","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Teratomas and Epidermoid Cysts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Epidermoid cyst; Transformation (genetics); Malignant transformation; Medicine; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006131156,0.0002524802,0.001064796,0.0008581843,0.001061895,0.0002312455,0.0005530327,0.0001406458,0.00003433206],"category_scores_gemma":[0.003872374,0.0001530743,0.000252542,0.001177754,0.002952876,0.0006436873,0.00002835748,0.0006995353,5.321479e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092569,"about_ca_system_score_gemma":0.002486355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001431686,"about_ca_topic_score_gemma":0.01178559,"domain_scores_codex":[0.995851,0.0007604079,0.001792575,0.0003485716,0.0005380735,0.0007093592],"domain_scores_gemma":[0.9966514,0.0004312794,0.001058062,0.0001652606,0.0005615272,0.001132524],"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":[0.0001636763,0.00006429153,0.1708035,0.01235102,0.0000928019,0.8106496,0.0008810313,0.00008676046,0.0001406096,0.002214381,0.0004669423,0.002085408],"study_design_scores_gemma":[0.0003213621,0.01771578,0.02336081,0.006857656,0.0003165565,0.9478037,0.00017745,0.0004582207,0.00005186002,0.00271154,0.00007889724,0.0001461558],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770921,0.01269647,0.00008913318,0.008185525,0.0003758714,0.0004698372,0.000008059431,0.00001024232,0.001072701],"genre_scores_gemma":[0.9931477,0.001865155,0.0008036826,0.004093015,0.00006152972,0.000004459346,2.344115e-7,0.000005565744,0.00001870014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1474427,"threshold_uncertainty_score":0.9997605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02271708745611142,"score_gpt":0.2833881320444194,"score_spread":0.260671044588308,"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."}}