{"id":"W1982352657","doi":"10.1007/s00381-009-0915-6","title":"Ependymoma: lessons from the past, prospects for the future","year":2009,"lang":"en","type":"letter","venue":"Child s Nervous System","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Ependymoma; Medicine; Neurosurgery; Medical physics; General surgery; Radiology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001737144,0.0005974052,0.0008908274,0.00005757539,0.0006967593,0.0001566312,0.0005238515,0.0007129075,0.00002599157],"category_scores_gemma":[0.00001892488,0.0002622822,0.0006994482,0.0001490003,0.00006157761,0.0000269422,0.00005978454,0.001245535,0.0001180065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002623813,"about_ca_system_score_gemma":0.00008978611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001814937,"about_ca_topic_score_gemma":0.00009626651,"domain_scores_codex":[0.9975927,0.0001067835,0.0004460606,0.0007009957,0.0005677654,0.0005856434],"domain_scores_gemma":[0.9972159,0.0006165281,0.0003390821,0.001617428,0.0001226642,0.00008843621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003460755,0.00009806424,0.0003345655,0.0003059198,0.0007412234,0.00232694,0.0001728951,0.000002707368,0.000001513137,0.0005286868,0.9915563,0.003896574],"study_design_scores_gemma":[0.001931945,0.0001947142,0.02003924,0.001397262,0.001970315,0.00162286,0.000320996,0.00002895826,0.00003994988,0.00004753988,0.9721233,0.0002829289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008125588,0.0250043,0.00002497769,0.9638315,0.002028869,0.004620424,0.0006481808,0.0001911841,0.002837962],"genre_scores_gemma":[0.199715,0.0002104023,0.0001515633,0.6703596,0.1226235,0.002346766,0.002190236,0.0002493214,0.002153642],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.293472,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01411625909958224,"score_gpt":0.2446314980315141,"score_spread":0.2305152389319318,"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."}}