{"id":"W3033892804","doi":"10.11646/zootaxa.4787.1.1","title":"Catalog of the Biting Midges of the World (Diptera: Ceratopogonidae)","year":2020,"lang":"en","type":"article","venue":"Zootaxa","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":247,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal British Columbia Museum","funders":"","keywords":"Ceratopogonidae; Subgenus; Biology; Extant taxon; Systematics; Zoology; Genus; Taxonomy (biology); Ecology; Genealogy; Evolutionary 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":[0.0003026403,0.001005366,0.0006860492,0.01088136,0.0005951528,0.0008601541,0.0005601395,0.0002383001,0.08858428],"category_scores_gemma":[0.0007619943,0.0004171165,0.0003117658,0.01108261,0.0003130214,0.00137773,0.000926791,0.0005643005,0.04831228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003182034,"about_ca_system_score_gemma":0.0010724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004287492,"about_ca_topic_score_gemma":0.009542457,"domain_scores_codex":[0.9997502,0.00002586144,0.00005669176,0.00005797045,0.00008087185,0.00002835584],"domain_scores_gemma":[0.9990838,0.0001019278,0.0001798155,0.00008899152,0.0003413301,0.0002040857],"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":[0.0002115861,0.00007093733,0.02390762,0.003173718,0.00006945795,0.0002647778,0.0006809837,0.0002329891,0.004787665,0.003584542,0.6116278,0.3513881],"study_design_scores_gemma":[0.000009773935,0.00004621287,0.03798298,0.0004508946,0.00002017828,0.000671913,0.0001865059,0.0000484316,0.0002133986,0.0002935228,0.9600614,0.00001486298],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.05066032,0.04627019,0.004847066,0.0009079546,0.001608054,0.0008575503,0.5860176,0.002963571,0.3058677],"genre_scores_gemma":[0.04825374,0.0344903,0.02269818,0.0008860994,0.000602016,0.0006137589,0.760436,0.0007467436,0.1312733],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08858428,"threshold_uncertainty_score":0.2963439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02377887353384526,"score_gpt":0.2120552843265164,"score_spread":0.1882764107926712,"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."}}