{"id":"W2016158172","doi":"10.1002/em.10131","title":"Treatment and sampling protocols for transgenic mutation assays","year":2003,"lang":"en","type":"review","venue":"Environmental and Molecular Mutagenesis","topic":"DNA Repair Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; York University","funders":"National Cancer Institute","keywords":"Mutation; Sampling (signal processing); Mutation frequency; Transgene; Biology; Mutant; Mutagenesis; Computational biology; Sampling time; Genetics; Computer science; Statistics; Gene; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001018078,0.0004694533,0.0005929378,0.00005243955,0.0001092745,0.00003536315,0.00008457919,0.0003359147,0.0000121762],"category_scores_gemma":[0.000006474477,0.0004162753,0.0003526144,0.00002608432,0.00006815725,0.000003516128,0.00005131575,0.00004736495,0.000005615033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000603841,"about_ca_system_score_gemma":0.00004313986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001508796,"about_ca_topic_score_gemma":9.495769e-7,"domain_scores_codex":[0.9984865,0.0001140899,0.0003069795,0.0007347784,0.00009358684,0.0002640759],"domain_scores_gemma":[0.9994184,0.00001555204,0.0001362402,0.0003018143,0.000003481405,0.0001245131],"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":[0.00002239436,0.0001199856,0.00000295217,0.001764586,0.0003890281,0.00001186944,0.00002255627,0.000002094319,0.1179543,0.00003797752,0.000007470592,0.8796648],"study_design_scores_gemma":[0.0007161748,0.0008216317,0.000002341241,0.0002066134,0.0007847454,0.0001687409,0.00002050884,0.000003475804,0.03710581,0.00003677271,0.9596332,0.0004999692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003252828,0.978353,0.006174501,0.000004668188,0.00004118176,0.01187437,0.0002473233,0.00001295068,0.00003912466],"genre_scores_gemma":[0.0004779143,0.9786277,0.004488857,0.00004516555,0.00005171492,0.01468537,0.001069871,0.00011377,0.000439607],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9596257,"threshold_uncertainty_score":0.9998289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03449684348144305,"score_gpt":0.3139318628023363,"score_spread":0.2794350193208932,"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."}}