{"id":"W1978535546","doi":"10.1371/journal.pone.0092797","title":"A Transcontinental Challenge — A Test of DNA Barcode Performance for 1,541 Species of Canadian Noctuoidea (Lepidoptera)","year":2014,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Lepidoptera: Biology and Taxonomy","field":"Biochemistry, Genetics and Molecular Biology","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency; Agriculture and Agri-Food Canada; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Genomics; Ontario Genomics Institute; Genome Canada","keywords":"Lepidoptera genitalia; DNA barcoding; Barcode; Biology; Evolutionary biology; Zoology; Ecology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001287609,0.0001263408,0.0002589345,0.0001009733,0.000039993,0.00000329894,0.0001700976,0.0001364627,0.00004069052],"category_scores_gemma":[0.0001191068,0.0001207996,0.00008956694,0.00005884664,0.0001261812,0.000004533201,0.00001868426,0.00005754704,0.000006040186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007625118,"about_ca_system_score_gemma":0.00006364915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007222777,"about_ca_topic_score_gemma":0.006467912,"domain_scores_codex":[0.9992223,0.00002325257,0.0002384284,0.0002120459,0.00006297158,0.0002410372],"domain_scores_gemma":[0.9994368,0.00004769745,0.00009227874,0.0002351786,0.0001005352,0.00008752395],"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":[0.0002070289,0.0008988376,0.07208142,0.0005174276,0.0003632766,5.405732e-7,0.0002141658,0.000003398588,0.9165442,0.0003008938,0.000119394,0.008749431],"study_design_scores_gemma":[0.0009565967,0.001367277,0.004713424,0.00009856118,0.00007724456,0.000001155638,0.00003181592,0.0001850127,0.9523872,0.00001827104,0.0399631,0.0002003462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544128,0.0002095983,0.0001430069,0.0006009704,0.00003418241,0.0002875088,0.0001370127,0.000004815022,0.04417012],"genre_scores_gemma":[0.9967816,0.0002424726,0.001971666,0.0001410502,0.0001994415,0.0000417086,0.0001217726,0.00001205642,0.0004881758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06736799,"threshold_uncertainty_score":0.4926064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03052993846725436,"score_gpt":0.1994420765199252,"score_spread":0.1689121380526709,"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."}}