{"id":"W4405535645","doi":"10.11646/zootaxa.5555.3.3","title":"Looking Into the Abyss—How Many Species of Biting Midges (Diptera: Ceratopogonidae) Are There? Their Remarkable Diversity in Costa Rica and Elsewhere","year":2024,"lang":"en","type":"article","venue":"Zootaxa","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Ceratopogonidae; Ecology; Endemism; Phyletic gradualism; Global biodiversity; Species diversity; Nymphalidae; Biodiversity; Butterfly; Phylogenetic tree","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":[0.0001936591,0.0001489087,0.0001866629,0.00001896869,0.0003132761,0.000194802,0.000257329,0.00005861844,0.0003046853],"category_scores_gemma":[0.00006646877,0.00005111646,0.00008239895,0.0003501266,0.0001308965,0.0001875364,0.0004062251,0.0001462064,0.000009031682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003686984,"about_ca_system_score_gemma":0.000007763879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001021733,"about_ca_topic_score_gemma":0.003902528,"domain_scores_codex":[0.999077,0.00009810504,0.0001365006,0.0002925565,0.0001693015,0.0002265227],"domain_scores_gemma":[0.999431,0.0003306928,0.00007577412,0.00006801668,0.00004311003,0.0000514572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000053427,0.00008654407,0.8313686,0.0001358164,0.00006229716,0.00008976788,0.00215909,0.000002959717,0.04982217,0.00186725,0.001570954,0.1127812],"study_design_scores_gemma":[0.00006304245,0.00007416069,0.9450796,0.0002238648,0.00001688545,0.000002911987,0.007015003,0.0001176717,0.001441659,0.0004579178,0.04536123,0.0001460036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862157,0.007687506,0.000001267211,0.003095738,0.00005677394,0.0001465254,0.00004652904,0.00005390128,0.002696042],"genre_scores_gemma":[0.9986911,0.0005788799,0.00001435271,0.000109487,0.0001261501,0.00000483825,0.000005660462,0.000001707561,0.0004677585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1137111,"threshold_uncertainty_score":0.333609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02254385598125644,"score_gpt":0.2100688022361669,"score_spread":0.1875249462549104,"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."}}