{"id":"W4313250734","doi":"10.11646/zootaxa.5225.1.1","title":"World Catalogue of the family Thaumaleidae (Diptera: Culicomorpha)","year":2022,"lang":"en","type":"article","venue":"Zootaxa","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"Division of Environmental Biology; Universität Kassel; Vlaamse regering; Koninklijk Belgisch Instituut voor Natuurwetenschappen; Muséum National d'Histoire Naturelle; University of Melbourne; Commonwealth Scientific and Industrial Research Organisation; Smithsonian Institution; National Science Foundation","keywords":"Biology; Genus; Zoology; Ecology; Species group; Species groups; Type genus; Type species; Taxonomy (biology)","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":[0.000299945,0.0009648054,0.0005860562,0.006731889,0.0005088986,0.0006124994,0.0006632711,0.0002225301,0.03593739],"category_scores_gemma":[0.0007296625,0.000253744,0.0002926002,0.00610506,0.0002248113,0.001341235,0.0005108786,0.0005906806,0.01968517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371508,"about_ca_system_score_gemma":0.0009213805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005532517,"about_ca_topic_score_gemma":0.006713447,"domain_scores_codex":[0.9997596,0.00002350912,0.00005734837,0.00004754351,0.00008479679,0.00002726645],"domain_scores_gemma":[0.9992598,0.00007593249,0.0002009557,0.00009183373,0.0002605075,0.0001109627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002255289,0.00007430892,0.01903993,0.002561808,0.0001071779,0.0004282039,0.0007640413,0.0001891131,0.009178662,0.004637218,0.525252,0.437542],"study_design_scores_gemma":[0.00001164205,0.00002765451,0.0288891,0.000283283,0.00002851196,0.00057551,0.0001813877,0.00004115562,0.0003233897,0.0004284087,0.9691984,0.0000115233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.04166036,0.06290042,0.01112458,0.0009896856,0.001619969,0.001205878,0.5595265,0.002221024,0.3187515],"genre_scores_gemma":[0.0733154,0.04094172,0.03628121,0.0009399676,0.0004594319,0.0008192517,0.7615366,0.0005323385,0.08517408],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03593739,"threshold_uncertainty_score":0.1202226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02654634885790749,"score_gpt":0.2029803918591956,"score_spread":0.1764340430012881,"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."}}