{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004436956,0.00007710577,0.0001178409,0.000002781398,0.0001029537,0.0000148972,0.000414649,0.00002308312,0.0002743537],"category_scores_gemma":[0.0001324199,0.00001968592,0.0001470463,0.0004682344,0.0001057374,0.00004228934,0.0001829341,0.00007458305,0.00001188359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005601245,"about_ca_system_score_gemma":0.00001011202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002942671,"about_ca_topic_score_gemma":0.001294946,"domain_scores_codex":[0.9993443,0.00006492177,0.0001629969,0.0001351904,0.0001682147,0.0001244129],"domain_scores_gemma":[0.9996133,0.00009720071,0.0001377946,0.00006421821,0.0000428599,0.00004465137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003187161,0.00009103973,0.4332747,0.00004160852,0.00002786974,0.000001522322,0.000251336,0.000009491991,0.5390071,0.002292888,0.004660244,0.02031033],"study_design_scores_gemma":[0.00004806303,0.00005200746,0.9094132,0.00003168393,0.00001594419,5.486052e-7,0.0001474654,0.0000168112,0.05701106,0.00003555636,0.03316347,0.00006423453],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909309,0.0002385004,1.193503e-7,0.006042052,0.00005527494,0.0001135366,0.00008140546,0.00001681751,0.002521354],"genre_scores_gemma":[0.9987543,0.000003622993,0.000007610759,0.0008860318,0.0001347376,0.000002946422,0.000003581132,6.924697e-7,0.0002065224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4819961,"threshold_uncertainty_score":0.300398,"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."}}