{"id":"W4206327888","doi":"10.3390/insects13010082","title":"Peering into the Darkness: DNA Barcoding Reveals Surprisingly High Diversity of Unknown Species of Diptera (Insecta) in Germany","year":2022,"lang":"en","type":"article","venue":"Insects","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Bundesministerium für Bildung und Forschung","keywords":"Biology; Phoridae; Species richness; Fauna; Biodiversity; Pitfall trap; Cecidomyiidae; DNA barcoding; Ecology; Taxon; Hymenoptera; Parasitoid; Zoology; Larva; Abundance (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000171852,0.0001560512,0.0001438293,0.001004751,0.0002380346,0.0003982543,0.0001328895,0.0001333601,0.0009398101],"category_scores_gemma":[0.0005505904,0.00008762024,0.00007280752,0.0007425768,0.000339991,0.0003113582,0.0003534219,0.0001097176,0.0002369954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002301156,"about_ca_system_score_gemma":0.0001683196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006796965,"about_ca_topic_score_gemma":0.0132769,"domain_scores_codex":[0.9997858,0.00003447738,0.00001539011,0.00006231346,0.00005403087,0.00004797801],"domain_scores_gemma":[0.999666,0.00005607606,0.0001686274,0.0000305492,0.00003935087,0.00003951438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001132942,0.00001789354,0.9095951,0.0000816758,0.00007592965,0.0002954692,0.002005297,0.0002964025,0.04259699,0.0003868402,0.0005812515,0.04395376],"study_design_scores_gemma":[0.000001110367,0.00002862647,0.994764,0.00001160816,0.00001741736,0.0002127833,0.0007962168,0.000400132,0.002155425,0.00006581223,0.001541118,0.000005773441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998938,0.0001342116,0.0003235293,0.00001478673,0.000002463066,0.000002117698,0.0002354072,0.000005408323,0.0003439799],"genre_scores_gemma":[0.9991812,0.00009104468,0.0002711606,0.000012104,0.000001980685,0.000001943165,0.0002571135,0.000001604781,0.0001817917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006796965,"threshold_uncertainty_score":0.01351476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02779505044346293,"score_gpt":0.2033254074399956,"score_spread":0.1755303569965327,"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."}}