{"id":"W2943257681","doi":"10.14745/ccdr.v45i05a03","title":"Weather-based forecasting of mosquito-borne disease outbreaks in Canada","year":2019,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Outbreak; West Nile virus; Warning system; Extreme weather; Early warning system; Climate change; Geography; Emerging infectious disease; Infectious disease (medical specialty); Public health; Disease; Mosquito control; Environmental health; Ecology; Biology; Virology; Medicine; Virus; Computer science; Malaria","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0004288614,0.0004071856,0.0003195565,0.0008915633,0.0006725467,0.0009553873,0.0008813635,0.0002843119,0.00151738],"category_scores_gemma":[0.002138686,0.000201003,0.0004112939,0.001498283,0.0002529313,0.0004471033,0.000329163,0.0005153241,0.0001769455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01635243,"about_ca_system_score_gemma":0.01757425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957871,"about_ca_topic_score_gemma":0.9931653,"domain_scores_codex":[0.9998139,0.00002141134,0.00001180605,0.0000325763,0.00007019562,0.00005020116],"domain_scores_gemma":[0.9991442,0.0001102935,0.0000699404,0.00002647301,0.0005632018,0.00008587913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002838683,0.0001012311,0.2120334,0.0001242379,0.0002220577,0.000147947,0.0002114511,0.7339264,0.0009906134,0.002287833,0.01653844,0.03313249],"study_design_scores_gemma":[0.00003692292,0.00002001783,0.1070107,0.00003804469,0.00003638142,0.00001520077,0.0002586891,0.8878222,0.0004311101,0.0003760819,0.003917788,0.00003687689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608419,0.001207816,0.005509918,0.001610755,0.0001094469,0.0000797735,0.02073214,0.0004247599,0.009483434],"genre_scores_gemma":[0.9896268,0.0005309579,0.002214693,0.00004839895,0.00001038735,0.00001025089,0.005879551,0.00002387494,0.001655191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01635243,"threshold_uncertainty_score":0.1186457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01332186949979051,"score_gpt":0.2218107803741136,"score_spread":0.2084889108743231,"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."}}