{"id":"W2964643211","doi":"10.3897/bdj.7.e37734","title":"DNA barcode library of megadiverse Austrian Noctuoidea (Lepidoptera) – a nearly perfect match of Linnean taxonomy","year":2019,"lang":"en","type":"article","venue":"Biodiversity Data Journal","topic":"Lepidoptera: Biology and Taxonomy","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"DNA barcoding; Barcode; Erebidae; Biology; Zoology; Lepidoptera genitalia; Taxonomy (biology); Evolutionary biology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003514024,0.0002051481,0.0003538602,0.0001221951,0.0001208687,0.00004057199,0.001233738,0.0002515051,0.0009136074],"category_scores_gemma":[0.00006819786,0.0001893592,0.0001789687,0.0001117384,0.0002126428,0.00009436285,0.001075822,0.0002706005,0.0001716226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001249714,"about_ca_system_score_gemma":0.0002182729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007335851,"about_ca_topic_score_gemma":0.000006010135,"domain_scores_codex":[0.9986017,0.0001718679,0.000365623,0.0004145751,0.0001547313,0.0002914615],"domain_scores_gemma":[0.9983915,0.00004098191,0.0004158447,0.0008923353,0.00009450304,0.0001648424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001099722,0.0002447804,0.9104063,0.0000899874,0.0006884124,0.00004081802,0.000117589,0.00001659419,0.02168817,0.00002103268,0.05007919,0.01550742],"study_design_scores_gemma":[0.002763993,0.0009630506,0.009491438,0.00006081009,0.0001742439,0.0001210213,0.0004774989,0.0000386968,0.03899651,0.00001059342,0.9464695,0.0004326591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876176,0.0003384702,0.0003126309,0.0003785039,0.0004636376,0.0002972688,0.002303791,0.00001013367,0.008277993],"genre_scores_gemma":[0.9940196,0.0002758168,0.003632527,0.0002547308,0.0002214347,0.00000101078,0.001224578,0.000007218686,0.000363091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9009148,"threshold_uncertainty_score":0.9999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03575238013087256,"score_gpt":0.2216525762755727,"score_spread":0.1859001961447001,"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."}}