{"id":"W4404237248","doi":"10.1093/neuonc/noae165.0684","title":"INNV-22. CEREBELLOPONTINE EPIDERMOID CYST TO SQUAMOUS CELL CARCINOMA: MALIGNANT TRANSFORMATION, LEPTOMENINGEAL CARCINOMATOSIS, AND MANAGEMENT","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Cerebellopontine angle; Basal cell; Epidermoid cyst; Epidermoid carcinoma; Malignant transformation; Pathology; Radiology; 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":[0.0001807894,0.0003253428,0.0003073936,0.0006375824,0.0007425592,0.0007726965,0.0004678828,0.0009789733,0.0008753613],"category_scores_gemma":[0.001048896,0.0001310738,0.0002550113,0.0003823577,0.0004516973,0.0005232528,0.0003498376,0.0009573979,0.0004367018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005525263,"about_ca_system_score_gemma":0.0006451102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000932285,"about_ca_topic_score_gemma":0.001726558,"domain_scores_codex":[0.999854,0.00002315047,0.0000221317,0.00001806986,0.00003902481,0.00004361873],"domain_scores_gemma":[0.9997392,0.00005415442,0.00007297205,0.0000144059,0.00003479209,0.00008450999],"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":[0.00006150908,0.00007316578,0.0536152,0.0002577949,0.00002061819,0.8867223,0.0001905909,0.0003066732,0.002812202,0.0006815448,0.003471328,0.05178704],"study_design_scores_gemma":[0.000009805622,0.00006522892,0.01247905,0.000126729,0.00001705074,0.9791294,0.0002334516,0.0004572887,0.0007575008,0.0006277185,0.006086252,0.00001045769],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8340542,0.09711325,0.004487508,0.01024598,0.0008543107,0.0002085015,0.0002189994,0.0003289044,0.05248847],"genre_scores_gemma":[0.9851664,0.009493263,0.001389495,0.001043026,0.0006752856,0.00002203038,0.0001500301,0.00001998942,0.002040506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009789733,"threshold_uncertainty_score":0.00400883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417735383629918,"score_gpt":0.2713094972280428,"score_spread":0.2571321433917436,"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."}}