{"id":"W4207074079","doi":"10.1111/syen.12538","title":"DNA barcodes on their own are not enough to describe a species","year":2022,"lang":"en","type":"article","venue":"Systematic Entomology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Koneen Säätiö; Suomen Kulttuurirahasto","keywords":"Biology; Evolutionary biology; DNA barcoding; DNA; Computational biology; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005534381,0.0001829253,0.0003957283,0.00006601357,0.0003107982,0.00003313283,0.0004618761,0.00004280614,0.104177],"category_scores_gemma":[0.0001525744,0.0001443805,0.0001007705,0.0003326039,0.00009628222,0.00004382452,0.0004841219,0.000126618,0.004532478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033147,"about_ca_system_score_gemma":0.000006486976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008818581,"about_ca_topic_score_gemma":0.0001886249,"domain_scores_codex":[0.9980369,0.0003965628,0.0003555947,0.0003569907,0.0004539836,0.000399992],"domain_scores_gemma":[0.9990866,0.0001539535,0.0001654534,0.0004576548,0.000009809946,0.0001264983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007949683,0.004640746,0.03968512,0.01603649,0.0005584248,0.001144746,0.07728432,0.002832844,0.1781846,0.2788837,0.3994399,0.0005142458],"study_design_scores_gemma":[0.003772099,0.00431952,0.2487295,0.002228588,0.0002591913,0.001884298,0.4018129,0.0004910036,0.04853684,0.002534933,0.282033,0.003398173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453934,0.00004081721,0.00009355627,0.00408382,0.0005801471,0.001022962,0.0002573364,0.0001065052,0.04842147],"genre_scores_gemma":[0.9906306,0.000003228812,0.00002179364,0.002575141,0.00002665707,0.0005317445,0.00002799204,0.00001546585,0.006167429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3245285,"threshold_uncertainty_score":0.9962426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04915128454540487,"score_gpt":0.246198687989146,"score_spread":0.1970474034437412,"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."}}