{"id":"W3128074957","doi":"10.11646/zootaxa.4926.2.3","title":"Synopsis of Nothybidae (Diptera: Brachycera) from China, with redescription of Nothybus absens Lonsdale & Marshall","year":2021,"lang":"en","type":"article","venue":"Zootaxa","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Zoology; China; Key (lock); Ecology; Archaeology; Geography","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":[0.0002563291,0.001268128,0.0007134951,0.005035153,0.0008040839,0.0003236364,0.0008489552,0.0002942347,0.01427485],"category_scores_gemma":[0.0002906276,0.0003441177,0.0002810875,0.003345367,0.0005890594,0.001367031,0.0005927444,0.0007634971,0.004318493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000516625,"about_ca_system_score_gemma":0.0008834162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008481577,"about_ca_topic_score_gemma":0.02344726,"domain_scores_codex":[0.9998454,0.00001228839,0.00004076863,0.00003439945,0.00005681721,0.00001031251],"domain_scores_gemma":[0.9997526,0.00003597451,0.00008727034,0.00001492023,0.00006010187,0.00004922181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002941169,0.0001473896,0.013767,0.01209234,0.0001446387,0.001375448,0.00139248,0.000613075,0.02484076,0.00361537,0.1249645,0.8167528],"study_design_scores_gemma":[0.00001975445,0.0001947704,0.1273552,0.0008827486,0.0001014261,0.002847133,0.0003870848,0.000132859,0.0006206669,0.000699913,0.866721,0.00003740569],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08416479,0.7104296,0.0108549,0.003366736,0.01171155,0.001767878,0.01470072,0.001063542,0.1619402],"genre_scores_gemma":[0.1970293,0.6465191,0.0190933,0.004627779,0.006367307,0.001586035,0.0223971,0.0002013381,0.1021787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01427485,"threshold_uncertainty_score":0.04775411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02777738637494992,"score_gpt":0.2165837238427255,"score_spread":0.1888063374677756,"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."}}