{"id":"W4283030987","doi":"10.1101/2022.06.15.496305","title":"Temperature impacts on dengue incidence are nonlinear and mediated by climatic and socioeconomic factors","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tula Foundation; Fisheries and Oceans Canada; University of British Columbia","funders":"University of British Columbia; National Institutes of Health; National Science Foundation","keywords":"Dengue fever; Socioeconomic status; Context (archaeology); Climate change; Dengue virus; Environmental science; Maximum temperature; Geography; Population; Biology; Ecology; Atmospheric sciences; Environmental health; Virology; Medicine; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001351061,0.0002330436,0.0002950443,0.0004702077,0.0002268039,0.0007437989,0.0002914809,0.0002790324,0.006493318],"category_scores_gemma":[0.004528073,0.0003334904,0.0009149305,0.0006343788,0.0004705427,0.0006131007,0.0008994507,0.00063255,0.0008496588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002485273,"about_ca_system_score_gemma":0.0003774517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008097609,"about_ca_topic_score_gemma":0.006869391,"domain_scores_codex":[0.9991578,0.0004313593,0.00004037046,0.0001855699,0.00006904362,0.0001158097],"domain_scores_gemma":[0.9966846,0.001778528,0.0006140884,0.0004360298,0.0002179651,0.0002688078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001106344,0.00004223039,0.9939645,0.000017244,0.0002970677,0.00004192218,0.0001135368,0.0007832404,0.0009676751,0.0001785953,0.0001460301,0.003337381],"study_design_scores_gemma":[0.000002838422,0.00003242209,0.9967136,0.000007660378,0.00004675937,0.00004378332,0.0001195859,0.002473107,0.0001312003,0.0002361952,0.0001888,0.000004038283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958984,0.0003634405,0.001370283,0.000207447,0.00001159866,0.00001043588,0.0005774716,0.00002183752,0.00153902],"genre_scores_gemma":[0.9990975,0.0001106524,0.0001933665,0.00001482392,0.000005324107,0.000005939629,0.0001524979,0.000006698401,0.0004132229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008097609,"threshold_uncertainty_score":0.02172238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008030520226775896,"score_gpt":0.2299025952731228,"score_spread":0.2218720750463469,"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."}}