{"id":"W4306830550","doi":"10.1093/jme/tjac157","title":"Relationship Between Weather and Changes in Annual and Seasonal Abundance of <i>Culicoides sonorensis</i> (Diptera: Ceratopogonidae) in Alberta","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Entomology","topic":"Vector-Borne Animal Diseases","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Agriculture and Agri-Food Canada","funders":"Beef Cattle Research Council; University of Calgary","keywords":"Ceratopogonidae; Abundance (ecology); Relative humidity; Relative species abundance; Biology; Latitude; Culicoides; Precipitation; Longitude; Ecology; Atmospheric sciences; Humidity; Environmental science; Geography; Meteorology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007559792,0.0000823146,0.0002891496,0.00005195555,0.00004979409,0.000008743868,0.000179122,0.00009073015,0.000382987],"category_scores_gemma":[0.0005151002,0.00003929389,0.00003751213,0.0002413774,0.0001599365,0.000066457,0.0001434986,0.0003529189,4.926671e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002800458,"about_ca_system_score_gemma":0.00003945391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103374,"about_ca_topic_score_gemma":0.006886363,"domain_scores_codex":[0.998636,0.0003224181,0.0003300831,0.0001369655,0.0004020148,0.000172526],"domain_scores_gemma":[0.9985757,0.00103598,0.0001778951,0.00002160147,0.0000320861,0.0001567141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000803792,0.00009720718,0.9895697,0.000009303189,0.000008733381,0.00007749136,0.0003419328,0.000001618937,0.0006476523,0.0007367947,0.0001365685,0.008292635],"study_design_scores_gemma":[0.0004330525,0.0006078718,0.9954072,0.00003027327,0.00001168222,0.0001673497,0.0005149295,0.00001639798,0.00003823564,0.001183691,0.001525376,0.00006395163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833426,0.001454156,5.204616e-7,0.01503511,0.00004945905,0.0000493437,0.00002676398,0.000002023968,0.00003998885],"genre_scores_gemma":[0.9992573,0.000106528,0.00001844838,0.0004463336,0.0001300586,0.000003924361,0.00000479589,9.434759e-7,0.00003170724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01591462,"threshold_uncertainty_score":0.4193439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879348229523753,"score_gpt":0.2546754519851162,"score_spread":0.2358819696898787,"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."}}