{"id":"W4367312969","doi":"10.1186/s13071-023-05760-x","title":"The influence of weather on the population dynamics of common mosquito vector species in the Canadian Prairies","year":2023,"lang":"en","type":"article","venue":"Parasites & Vectors","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Entomology; Vector (molecular biology); Parasitology; Biology; Tropical medicine; Population; Ecology; Veterinary medicine; Zoology; Environmental health; Medicine","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":[0.0004029341,0.0001195741,0.0002114368,0.00009409327,0.000187925,0.00003100582,0.0002605396,0.00004963716,0.00002174087],"category_scores_gemma":[0.0004044344,0.00005798688,0.00009408977,0.0005339508,0.0001656327,0.00003524482,0.00001854777,0.0001502287,0.00001466557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001031467,"about_ca_system_score_gemma":0.000105132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09846429,"about_ca_topic_score_gemma":0.5401566,"domain_scores_codex":[0.9988884,0.0001287596,0.0002697496,0.0001299441,0.0003366414,0.0002464603],"domain_scores_gemma":[0.998552,0.000745022,0.000121159,0.0004602862,0.00006585343,0.00005563355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009154312,0.00003967543,0.9729255,0.00002643413,0.00003875425,0.000006449077,0.000868695,0.0008479788,0.0002281768,0.02374,0.0005359165,0.0006508404],"study_design_scores_gemma":[0.0001723996,0.000115638,0.9957063,0.00007672636,0.00004938698,0.000001364635,0.000840464,0.001435721,0.00007179228,0.0004682336,0.001004591,0.00005743587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884618,0.0001740534,3.731042e-7,0.009914149,0.00006927038,0.0004976921,0.00005400707,0.00001605271,0.0008126057],"genre_scores_gemma":[0.9992534,0.00003150201,0.000001313835,0.000312161,0.00005589207,0.00004771367,0.000052869,0.00001348994,0.0002316549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4416923,"threshold_uncertainty_score":0.9075391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305226002399099,"score_gpt":0.2752587156971391,"score_spread":0.262206455673148,"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."}}