{"id":"W4283822763","doi":"10.1038/s41598-022-15442-w","title":"A DNA barcode reference library for endemic Ponto-Caspian amphipods","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Narodowa Agencja Wymiany Akademickiej; Lietuvos Mokslo Taryba; Uniwersytet Łódzki; Narodowym Centrum Nauki; European Commission; Justus Liebig Universität Gießen","keywords":"DNA barcoding; Biology; Barcode; Threatened species; Fauna; Taxonomy (biology); Biodiversity; Ecology; Taxonomic rank; Zoology; Biota; Amphipoda; Taxon; Crustacean; Habitat","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":[0.001305781,0.001188987,0.001183405,0.00549618,0.001306909,0.0009545757,0.001430619,0.001738194,0.004175176],"category_scores_gemma":[0.005641534,0.0005833872,0.0009262696,0.003372704,0.0006008295,0.0008898418,0.0009952314,0.001180705,0.003472269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008809591,"about_ca_system_score_gemma":0.002101881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004872039,"about_ca_topic_score_gemma":0.00981123,"domain_scores_codex":[0.9970331,0.0003151317,0.0003142962,0.001170979,0.0009500526,0.0002164374],"domain_scores_gemma":[0.9978296,0.0004081833,0.0005545001,0.0003322158,0.0007556852,0.0001197322],"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":[0.0005296842,0.0003507305,0.01867119,0.001562197,0.0002012093,0.001008655,0.0009687379,0.001301769,0.7423887,0.001944824,0.006880143,0.2241922],"study_design_scores_gemma":[0.0002502424,0.001844227,0.2517393,0.001356553,0.001255906,0.005981618,0.0008950313,0.02214575,0.4136243,0.002538828,0.298117,0.0002511804],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4490676,0.01065446,0.4430206,0.0009938357,0.0008671143,0.002870033,0.06870621,0.008294249,0.0155259],"genre_scores_gemma":[0.2540965,0.004810282,0.5368766,0.00095305,0.0002595088,0.002717011,0.187429,0.001040889,0.01181708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00549618,"threshold_uncertainty_score":0.01396739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02326971934715594,"score_gpt":0.2410181596565666,"score_spread":0.2177484403094107,"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."}}