{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001798094,0.0004141941,0.002083321,0.00658133,0.0005273007,0.001157524,0.0006526355,0.001302283,0.001388687],"category_scores_gemma":[0.009673546,0.0003425401,0.001951126,0.00774818,0.0005869111,0.001508379,0.000750486,0.0005266994,0.000141739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106846,"about_ca_system_score_gemma":0.00305723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004099949,"about_ca_topic_score_gemma":0.01449999,"domain_scores_codex":[0.9970675,0.0004605532,0.001640726,0.0002691571,0.0004438768,0.0001182109],"domain_scores_gemma":[0.990734,0.005848784,0.002304777,0.000248134,0.0007362231,0.0001280064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007925958,0.0001402821,0.09197379,0.7117008,0.01459765,0.04220248,0.002341346,0.0005562888,0.002127701,0.001278707,0.009903429,0.122385],"study_design_scores_gemma":[0.0003114101,0.000458279,0.1587865,0.5248789,0.08007708,0.1608575,0.004348955,0.0006971585,0.001372528,0.001778173,0.0661052,0.0003283145],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02330934,0.9740726,0.0002212071,0.0005470673,0.00007991027,0.0002035441,0.001043904,0.000006500603,0.0005160091],"genre_scores_gemma":[0.2287418,0.7674817,0.0008361841,0.001309612,0.0001836894,0.0002979673,0.0008920744,0.000008035421,0.0002488391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00658133,"threshold_uncertainty_score":0.009509325,"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."}}