{"id":"W1961018259","doi":"10.3171/jns.2000.92.4.0722","title":"Malignant transformation of a dysembryoplastic neuroepithelial tumor","year":2000,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"World Health Organization","keywords":"Medicine; Lesion; Malignant transformation; Pathology; Magnetic resonance imaging; Astrocytoma; Malignancy; Pleomorphism (cytology); Neuroepithelial cell; Radiology; Glioma; Immunohistochemistry; Biology","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":[0.0002432774,0.00009622352,0.0003609593,0.000276054,0.00002724739,0.00001035704,0.00005389843,0.00002252334,0.0004292143],"category_scores_gemma":[0.0001382877,0.00006593602,0.0002578375,0.0002182745,0.00004481127,0.0001416977,0.000003772448,0.0001999217,0.00002768252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002188557,"about_ca_system_score_gemma":0.0001806758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003730359,"about_ca_topic_score_gemma":3.829971e-7,"domain_scores_codex":[0.9985498,0.00007574482,0.0006215638,0.00007518407,0.0004849975,0.0001926625],"domain_scores_gemma":[0.999157,0.0001930363,0.0001955343,0.000113705,0.0001375662,0.0002031658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02498969,0.00576959,0.2186128,0.001209057,0.0006599503,0.02687664,0.0009920525,0.0006688833,0.5395402,0.0001328862,0.00981168,0.1707366],"study_design_scores_gemma":[0.007578784,0.009085684,0.8336456,0.000964549,0.0004502396,0.01993084,0.00007186558,0.0006481389,0.1103388,0.0001681037,0.01688038,0.0002370546],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977251,0.0001204578,0.00003086351,0.0008417476,0.0002059369,0.0001195821,0.000009846011,0.000007003703,0.0009394982],"genre_scores_gemma":[0.9988735,0.0004238318,0.0000568178,0.0002319213,0.0001469639,0.000001692285,0.000001544618,0.00001333805,0.0002503943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6150328,"threshold_uncertainty_score":0.4699595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943660895426522,"score_gpt":0.2715788953380238,"score_spread":0.2521422863837585,"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."}}