{"id":"W4206632462","doi":"10.1038/s41568-021-00433-2","title":"The biology of ependymomas and emerging novel therapies","year":2022,"lang":"en","type":"review","venue":"Nature reviews. Cancer","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; St. Michael's Hospital; Toronto Western Hospital; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Ependymoma; Biology; Cancer research; Epigenetics; Carcinogenesis; Metastasis; Angiogenesis; Neuroscience; Central nervous system; Cancer; Bioinformatics; Medicine; Pathology; Genetics","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":[0.0004624205,0.0003673675,0.002262066,0.0001038675,0.0001461286,0.00001091753,0.000175979,0.0003223232,0.0004284036],"category_scores_gemma":[0.0001700546,0.0001696562,0.0006189605,0.0003658026,0.00009793648,0.00001598841,0.0001103539,0.0008588596,0.000004164498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001387479,"about_ca_system_score_gemma":0.0001917883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004041753,"about_ca_topic_score_gemma":0.00002413202,"domain_scores_codex":[0.9984497,0.000164658,0.0006138667,0.0003728556,0.0001720951,0.0002268444],"domain_scores_gemma":[0.9983463,0.0004736816,0.0005944527,0.0004800234,0.00004313088,0.00006237466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004414318,0.00005401999,0.0000408855,0.00989385,0.0005602649,0.000007029969,0.00002929093,8.526451e-9,0.000001880561,0.001774721,0.001927615,0.985706],"study_design_scores_gemma":[0.0002963898,0.00006971358,0.00001714289,0.009959593,0.002074824,0.00009254476,0.00001020833,2.174809e-7,0.000002107185,0.00001841255,0.9873219,0.0001369621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004146548,0.9966905,8.928488e-7,0.0006086841,0.0005492427,0.001608775,0.0001065133,0.00001153023,0.0004197858],"genre_scores_gemma":[0.00001335509,0.9978309,0.00009516354,0.0002068826,0.0002161236,0.001380846,0.00007921841,0.00004103972,0.0001365045],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9855691,"threshold_uncertainty_score":0.6918377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06717526042622719,"score_gpt":0.4212809452711972,"score_spread":0.3541056848449701,"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."}}