{"id":"W4409645430","doi":"10.1002/puh2.70038","title":"Mosquito‐Borne Diseases in Canada: Integrated Perspectives on Disease Management and Influences of Environmental and Anthropogenic Factors Affecting the Transmission Cycle","year":2025,"lang":"en","type":"article","venue":"Public Health Challenges","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Université de Montréal; Public Health Agency of Canada","funders":"","keywords":"Transmission (telecommunications); Disease; Disease transmission; Environmental health; Environmental resource management; Environmental planning; Geography; Environmental science; Environmental protection; Biology; Virology; Medicine; Engineering; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001922643,0.0001709241,0.0003114029,0.0001367707,0.0001457739,0.00001647043,0.0000825489,0.00002563992,0.00003261284],"category_scores_gemma":[0.00005410488,0.0001104023,0.00004394653,0.0001313241,0.0001520006,0.00006658807,0.00004624694,0.0001354621,1.296947e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003736653,"about_ca_system_score_gemma":0.0006309698,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0372571,"about_ca_topic_score_gemma":0.0244,"domain_scores_codex":[0.9986476,0.0001556756,0.0002615419,0.0003765981,0.0002483837,0.000310168],"domain_scores_gemma":[0.9991419,0.0001824624,0.0000809593,0.0002106267,0.00001474703,0.0003692571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006071139,0.00114728,0.2486373,0.002440567,0.0003072578,0.00003792055,0.00994282,0.00001944499,0.00002902285,0.003214362,0.00009125508,0.7335257],"study_design_scores_gemma":[0.0008951879,0.0001168795,0.8964514,0.0002631345,0.00005512092,5.546053e-7,0.1009864,0.0003105974,0.000004123434,0.00004999918,0.0007925554,0.00007408749],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8506825,0.121197,0.000006104195,0.02731756,0.00003640655,0.0005953659,0.00006127379,0.00001419185,0.0000895566],"genre_scores_gemma":[0.9605875,0.03895831,0.00000669893,0.0003612862,0.00001603091,0.00003380165,0.00001167194,0.000009180658,0.0000155188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7334516,"threshold_uncertainty_score":0.9934022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743528341739895,"score_gpt":0.2748059605459416,"score_spread":0.2573706771285426,"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."}}