{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002028931,0.001894698,0.001885422,0.003016019,0.0007524141,0.0007145603,0.002437621,0.001901865,0.006336255],"category_scores_gemma":[0.00171994,0.0007146175,0.0008111881,0.00238613,0.0007533941,0.001130055,0.0008616167,0.002474828,0.01518693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006560889,"about_ca_system_score_gemma":0.000958842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001207024,"about_ca_topic_score_gemma":0.002047936,"domain_scores_codex":[0.9982748,0.0003080917,0.0001959465,0.0002780866,0.0008730125,0.00006997545],"domain_scores_gemma":[0.9990889,0.0001868164,0.0001329955,0.0001772349,0.0003697663,0.00004419241],"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":[0.0001961959,0.000235591,0.0005607018,0.009928351,0.00006073369,0.0006955049,0.0001842313,0.0009007427,0.2609113,0.006470752,0.04805011,0.6718058],"study_design_scores_gemma":[0.00001953182,0.0001484411,0.001455054,0.0004706254,0.00005970121,0.002115563,0.00005055781,0.000199782,0.0856445,0.00192183,0.9078486,0.00006575795],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.00619116,0.484421,0.4523282,0.001785445,0.003912965,0.004624541,0.003329551,0.003869204,0.039538],"genre_scores_gemma":[0.01561486,0.6386175,0.2641456,0.002551586,0.001035381,0.007488814,0.007236759,0.0006213867,0.06268805],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006336255,"threshold_uncertainty_score":0.02119684,"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."}}