{"id":"W130819592","doi":"10.1007/978-1-61779-591-6_3","title":"DNA Barcodes for Insects","year":2012,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Lepidoptera: Biology and Taxonomy","field":"Biochemistry, Genetics and Molecular Biology","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Barcode; DNA barcoding; Biology; Mitochondrial DNA; Identification (biology); Cytochrome c oxidase subunit I; Computational biology; Evolutionary biology; Gene; Computer science; Genetics; Ecology","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":[0.0014005,0.0002180713,0.0002729093,0.00009965154,0.00005233156,0.000006319535,0.0002546666,0.0004807982,0.00001923931],"category_scores_gemma":[0.0007784633,0.0001982593,0.0001523727,0.0001033115,0.0001753587,0.000004119079,0.0001430278,0.0001387861,0.000008136102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001665241,"about_ca_system_score_gemma":0.00004277844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001108496,"about_ca_topic_score_gemma":0.000007340493,"domain_scores_codex":[0.9978625,0.0008078906,0.0002777297,0.0004074901,0.00002745366,0.0006170053],"domain_scores_gemma":[0.9992412,0.000145781,0.0000826918,0.0003844808,0.00004374545,0.0001020491],"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":[0.00009779218,0.0001171392,0.01937783,0.00001597614,0.00006912338,0.000001442567,0.00004731228,0.000005321823,0.9169347,0.004970651,0.00007055722,0.05829219],"study_design_scores_gemma":[0.0005333801,0.0002835845,0.0003317172,0.000005583113,0.00001631239,0.000018836,0.00002445662,0.00001590607,0.7299472,0.002434399,0.266113,0.0002755636],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08687171,0.002906533,0.9005768,0.0001886027,0.0006105471,0.000416678,0.0000199486,0.000017413,0.008391745],"genre_scores_gemma":[0.5569609,0.00003721825,0.4414556,0.0009505348,0.000225259,0.000185116,0.0001083829,0.0000180819,0.00005888915],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4700892,"threshold_uncertainty_score":0.8084781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03250248370586483,"score_gpt":0.3754804760468378,"score_spread":0.3429779923409729,"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."}}