{"id":"W4213338582","doi":"10.1089/vbz.2021.0034","title":"Integrated Approaches for the Identification of Mosquitoes (Diptera: Culicidae) from the Volcanoes of Central America Physiographic Subprovince of the State of Chiapas, Mexico","year":2022,"lang":"en","type":"article","venue":"Vector-Borne and Zoonotic Diseases","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"DNA barcoding; Fauna; Biology; Taxon; Ecology; Anopheles; Zoology; Geography; Malaria","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":[0.0007108519,0.0003830987,0.0003370845,0.002902836,0.0004886984,0.0008967338,0.0003534277,0.0003251781,0.0008032665],"category_scores_gemma":[0.0006868555,0.0002111807,0.0003195647,0.001496695,0.0001764733,0.0004127836,0.0008748507,0.0002935404,0.0002707255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004245201,"about_ca_system_score_gemma":0.0004935433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01428431,"about_ca_topic_score_gemma":0.03200001,"domain_scores_codex":[0.9995877,0.00005478385,0.00003710886,0.0001671365,0.00009540032,0.00005783878],"domain_scores_gemma":[0.9996184,0.0000419562,0.0001507701,0.00002806525,0.0001251414,0.00003563786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003767709,0.000179665,0.477751,0.0007280564,0.0002959468,0.0006176595,0.002996594,0.0003919786,0.2645193,0.0003778825,0.001591338,0.2501738],"study_design_scores_gemma":[0.00001170438,0.000224312,0.9723273,0.0001221828,0.0002232829,0.0003661459,0.002020555,0.002383838,0.01123533,0.0001684555,0.01089601,0.00002094878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599059,0.004813555,0.02220017,0.0002103577,0.00005242702,0.0003597623,0.006624155,0.0002468158,0.005586802],"genre_scores_gemma":[0.8833332,0.00411042,0.09091166,0.0002231156,0.00004198755,0.0006931936,0.01712345,0.00004302752,0.003520042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01428431,"threshold_uncertainty_score":0.02840233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01213004818415832,"score_gpt":0.2173128917130576,"score_spread":0.2051828435288993,"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."}}