{"id":"W1803889394","doi":"10.1016/j.celrep.2015.08.015","title":"Mutational Analysis of Ionizing Radiation Induced Neoplasms","year":2015,"lang":"en","type":"article","venue":"Cell Reports","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute","keywords":"Biology; Loss of heterozygosity; Carcinogenesis; Ionizing radiation; Genetics; Cancer research; Mutagen; Mutation; Gene; Carcinogen; Allele; Irradiation","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":[0.0001400746,0.00005278468,0.00009738685,0.0000697194,0.00001594309,0.000008970403,0.00003064808,0.00005914094,0.000009314782],"category_scores_gemma":[0.0001526335,0.00005652528,0.00006970042,0.0001633811,0.00001244231,0.000001542751,0.00002670766,0.00002178587,0.000001080081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001924401,"about_ca_system_score_gemma":0.0002055518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006648634,"about_ca_topic_score_gemma":0.00003310624,"domain_scores_codex":[0.999456,0.00001003025,0.0002050534,0.0001560911,0.0001015978,0.00007125069],"domain_scores_gemma":[0.9994336,0.00001130372,0.0001816396,0.0001885798,0.0001213956,0.00006351285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005174255,0.0001433292,0.1173346,0.00001490836,0.0004933584,0.0000892367,0.0004122211,0.03908756,0.8330199,0.00008230334,0.004764019,0.004506815],"study_design_scores_gemma":[0.0003638828,0.0001675288,0.03729303,0.000003098965,0.0004188252,0.00003179935,0.000122055,0.00125271,0.9438354,0.0002578524,0.01605965,0.0001941233],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958878,0.0003863952,0.0008947083,0.00001610173,0.0002098141,0.00004914801,0.000006620217,0.000002816194,0.002546653],"genre_scores_gemma":[0.9989222,0.00002979697,0.0003551227,0.00004818215,0.0000854812,0.000004383902,0.0003914528,0.000006262321,0.0001570629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1108156,"threshold_uncertainty_score":0.2305034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656199539189537,"score_gpt":0.2520586658205667,"score_spread":0.2354966704286713,"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."}}