{"id":"W2932518337","doi":"10.1093/jjco/hyz037","title":"The prognostic signature of the somatic mutations in Ewing sarcoma: from a network view","year":2019,"lang":"en","type":"article","venue":"Japanese Journal of Clinical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Biological Sciences","funders":"Fundamental Research Funds for the Central Universities","keywords":"Medicine; Somatic cell; Sarcoma; Signature (topology); Germline mutation; Ewing's sarcoma; Mutation; Oncology; Genetics; Cancer research; Pathology; Gene; 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":[0.001807681,0.00009665466,0.0008218404,0.00003250881,0.00005644795,0.000007388297,0.0002142083,0.0001523913,0.00007376451],"category_scores_gemma":[0.002726363,0.00004171245,0.0003976097,0.0002254649,0.0001383959,0.00004929662,0.00005229016,0.0006281791,0.00002045024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006700701,"about_ca_system_score_gemma":0.0003676236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002442105,"about_ca_topic_score_gemma":0.00008446921,"domain_scores_codex":[0.9971734,0.0006827383,0.001562282,0.0001109418,0.0002811488,0.0001895413],"domain_scores_gemma":[0.9834862,0.01507776,0.0009325407,0.0002497558,0.0001542541,0.00009944865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003308713,0.001298801,0.9692693,0.00001418866,0.0002190311,0.0001138553,0.0004960451,0.0002064453,0.0001076917,0.0001155244,0.0001320361,0.02769623],"study_design_scores_gemma":[0.004337349,0.00128925,0.9884548,0.0003786707,0.0003009861,0.0001494773,0.0006229236,0.0003235849,0.00002422782,0.002333322,0.001745525,0.00003990835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852052,0.002610367,0.000002792364,0.01062984,0.0006646439,0.0004674272,7.942091e-7,0.000003275271,0.0004156821],"genre_scores_gemma":[0.9977207,0.0002022036,0.0007317698,0.0009838714,0.0003147331,0.00001304144,0.00000100679,0.000008463995,0.00002427103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02765632,"threshold_uncertainty_score":0.3263907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05452173908605833,"score_gpt":0.3981035237452344,"score_spread":0.3435817846591761,"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."}}