{"id":"W3048704933","doi":"10.1158/1538-7445.pedca19-ia18","title":"Abstract IA18: Clinically relevant mutational signatures in childhood cancer","year":2020,"lang":"en","type":"article","venue":"Cancer Research","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Childhood cancer; Cancer; Context (archaeology); Medicine; Genetics; Mutation; Bioinformatics; Computational biology; Oncology; Biology; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006294966,0.0003205674,0.0003905921,0.001233495,0.0002572832,0.0006822554,0.0002577247,0.0003581737,0.007518014],"category_scores_gemma":[0.001277976,0.0001406525,0.0001772234,0.001051873,0.0002901055,0.0002348607,0.0004386515,0.0006295096,0.001164654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007255902,"about_ca_system_score_gemma":0.0004665088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009375067,"about_ca_topic_score_gemma":0.001492578,"domain_scores_codex":[0.9997151,0.00007710426,0.00001531444,0.00004664285,0.00009609608,0.00004968573],"domain_scores_gemma":[0.9994747,0.0001224163,0.0001779871,0.00002037516,0.0001094795,0.0000949882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003137333,0.0002173323,0.4379752,0.001187076,0.0001951915,0.003608111,0.000946911,0.001530131,0.06989754,0.006104581,0.1217227,0.3534779],"study_design_scores_gemma":[0.00008053139,0.0009612217,0.8391433,0.0004603634,0.0001736286,0.01619389,0.0005220955,0.0009436712,0.0269313,0.00374432,0.1107723,0.00007338497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8282997,0.05414756,0.004572767,0.0191888,0.001652617,0.0002697297,0.01456386,0.0007706546,0.07653423],"genre_scores_gemma":[0.9740505,0.008117861,0.002774596,0.001026807,0.0007116637,0.00007044087,0.002860572,0.00008977746,0.01029778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007518014,"threshold_uncertainty_score":0.0251503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1322538952585828,"score_gpt":0.4744016249731278,"score_spread":0.342147729714545,"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."}}