{"id":"W4212821842","doi":"10.1177/10935266211018928","title":"Ependymal Tumors","year":2022,"lang":"en","type":"article","venue":"Pediatric and Developmental Pathology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Grading (engineering); Ependymoma; Pathology; Medicine; Epigenetics; Spinal cord; Population; Brain tumor; Bioinformatics; Biology; Neuroscience; Gene","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":[0.0001024897,0.00009671631,0.0001729753,0.0001298423,0.0002104046,0.000004718754,0.00003344426,0.00002456074,0.0007734668],"category_scores_gemma":[0.00001776792,0.00008611733,0.00003304241,0.0001612868,0.00002650836,0.00001982867,0.0001773011,0.0001124406,0.00006248505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000746552,"about_ca_system_score_gemma":0.00009230582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009393872,"about_ca_topic_score_gemma":0.00000107183,"domain_scores_codex":[0.9992611,0.00002986174,0.000151904,0.0002268036,0.0001401004,0.000190262],"domain_scores_gemma":[0.9997579,0.00003731022,0.00003511866,0.00005950843,0.00001057571,0.00009961759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006189157,0.0003093283,0.987133,0.0000154027,0.00001598267,0.003514897,0.0003409064,0.000001070644,0.0002801868,0.0002988877,0.003227661,0.004800748],"study_design_scores_gemma":[0.002352187,0.0004500105,0.978774,0.00000121545,0.00008734901,0.01042789,0.0007825929,0.000007237085,0.0002502295,0.0001944457,0.006513484,0.0001593715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940563,0.0009973086,0.000006014896,0.0004174294,0.0001311509,0.0001686615,0.00001362762,0.00003578177,0.004173747],"genre_scores_gemma":[0.9969302,0.0001230241,0.001695795,0.0007001772,0.00007516326,0.0001268308,0.000046628,0.00001039274,0.000291761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008359048,"threshold_uncertainty_score":0.8468919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192441493985372,"score_gpt":0.2331588251698597,"score_spread":0.221234410230006,"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."}}