{"id":"W2954598503","doi":"10.1017/cjn.2019.235","title":"Pseudo-Chemical Meningitis and the Malignant Transformation of an Epidermoid Cyst","year":2019,"lang":"en","type":"letter","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Teratomas and Epidermoid Cysts","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"Sage Therapeutics; Eisai; Sunovion","keywords":"Epidermoid cyst; Content (measure theory); Malignant transformation; Medicine; Transformation (genetics); Computer science; Pathology; Chemistry; Mathematics","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005596599,0.000480263,0.001291127,0.0009281148,0.001220153,0.0005541674,0.001617372,0.000621579,0.0001041694],"category_scores_gemma":[0.001667454,0.0002549092,0.0004451753,0.0007549749,0.01124602,0.0008778229,0.00005379416,0.003383633,0.000001774285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001577059,"about_ca_system_score_gemma":0.003399147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652626,"about_ca_topic_score_gemma":0.004903599,"domain_scores_codex":[0.9938818,0.001516862,0.001539077,0.0005872167,0.001171068,0.001304025],"domain_scores_gemma":[0.9954686,0.001199259,0.001430498,0.000255495,0.0005373895,0.001108797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.005040538,0.000317635,0.3242387,0.001366247,0.0008169318,0.2607947,0.01453188,0.002462327,0.002374998,0.007846573,0.3285626,0.05164683],"study_design_scores_gemma":[0.00445519,0.1302678,0.02445212,0.0007636996,0.0007918368,0.7212093,0.0006581423,0.007962855,0.0007257619,0.02426546,0.08318876,0.001259072],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7538803,0.001094106,0.0000124253,0.2429936,0.0005886699,0.0002919551,0.0000315323,0.000009642072,0.00109774],"genre_scores_gemma":[0.8463769,0.0004730113,0.0009283391,0.1512506,0.0009175442,0.000003324781,0.000003105425,0.0000197868,0.00002738658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4604145,"threshold_uncertainty_score":0.9999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02501443339413453,"score_gpt":0.257071672830678,"score_spread":0.2320572394365435,"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."}}