{"id":"W4414011186","doi":"10.1158/1535-7163.mct-25-0428","title":"Advancing Preclinical Biology for Ewing Sarcoma: An International Effort","year":2025,"lang":"en","type":"article","venue":"Molecular Cancer Therapeutics","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"National Institutes of Health; Alan B. Slifka Foundation; National Cancer Institute; Sarcoma UK","keywords":"Sarcoma; Biology; Preclinical testing; Ewing's sarcoma; Preclinical research; Cancer research; Medicine; Computational biology; Virology; Bioinformatics; Pathology","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":[0.0001854722,0.0001644235,0.000160847,0.00005675935,0.00008694184,0.0000382409,0.0003580393,0.0001806387,0.00001236018],"category_scores_gemma":[0.00006029114,0.0001750157,0.0001339227,0.000077604,0.00008931523,0.000004689775,0.0001246864,0.000079661,0.000001195864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005974063,"about_ca_system_score_gemma":0.0002400232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002452944,"about_ca_topic_score_gemma":0.00009314097,"domain_scores_codex":[0.9989141,0.00002874747,0.0002585707,0.0004393441,0.0000657617,0.0002935177],"domain_scores_gemma":[0.9992622,0.00003463468,0.00007341088,0.0003920517,0.0001829721,0.00005469543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004205203,0.0001518509,0.01629085,0.00002585115,0.0005374659,0.000001951433,0.00004185545,0.0004918424,0.9071381,0.004794651,0.0006570644,0.06944797],"study_design_scores_gemma":[0.001347709,0.0004345316,0.001163544,0.00002568082,0.0001097746,0.000002024941,0.00002599426,0.001895515,0.390622,0.002935017,0.6011718,0.0002664402],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7719927,0.004952293,0.216948,0.001426252,0.002423281,0.0005186076,0.0001731914,0.00003077968,0.001534881],"genre_scores_gemma":[0.9819931,0.001426785,0.007433745,0.007836991,0.0006115102,0.0001688943,0.0002851308,0.00003896711,0.0002048628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6005148,"threshold_uncertainty_score":0.7136933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223806940084756,"score_gpt":0.3632700260581574,"score_spread":0.3408893320496818,"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."}}