{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003781459,0.0001931863,0.0002239577,0.001073038,0.0007035982,0.0006843553,0.0002515372,0.0001992285,0.001452794],"category_scores_gemma":[0.0005197416,0.0001210631,0.0001640945,0.001125904,0.0005263656,0.0007743059,0.0005290995,0.0002721377,0.0003496278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003397333,"about_ca_system_score_gemma":0.0002343125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0241637,"about_ca_topic_score_gemma":0.07850948,"domain_scores_codex":[0.9998074,0.00005214672,0.00001344453,0.00005018303,0.00003648098,0.0000402836],"domain_scores_gemma":[0.9996687,0.00003585942,0.0001348872,0.0000433104,0.00006652524,0.0000506675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004159988,0.00001295275,0.9388726,0.0001361432,0.00006405766,0.0003068713,0.004404252,0.00008075059,0.006282668,0.0003395392,0.001329286,0.04812927],"study_design_scores_gemma":[4.34301e-7,0.000008019309,0.9947568,0.00003617967,0.000008435062,0.0001790948,0.00215318,0.00007061371,0.0001099711,0.00008164569,0.00259222,0.000003472962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893513,0.003923183,0.0005270489,0.000694026,0.00001342091,0.00001037348,0.000713458,0.00002239163,0.0047447],"genre_scores_gemma":[0.9964097,0.00161824,0.000590328,0.0002276847,0.00001965845,0.000006243294,0.000382042,0.000007437167,0.0007386339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0241637,"threshold_uncertainty_score":0.04804611,"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."}}