{"id":"W4402695730","doi":"10.5376/jmr.2024.14.0019","title":"Role of Climate and Environmental Changes in Mosquito Population Dynamics","year":2024,"lang":"en","type":"article","venue":"Journal of Mosquito Research","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Population; Ecology; Environmental science; Dynamics (music); Biology; Geography; Environmental health; Medicine; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006158219,0.0002120385,0.0002372882,0.000409545,0.0003306741,0.001104812,0.0002431123,0.0003697108,0.0009960628],"category_scores_gemma":[0.001365719,0.000142099,0.0003404636,0.0005104557,0.0004498284,0.0006441569,0.000581612,0.0003071173,0.0001145736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005541338,"about_ca_system_score_gemma":0.0004483523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008379443,"about_ca_topic_score_gemma":0.008622805,"domain_scores_codex":[0.9996673,0.0001579535,0.00002200917,0.0000575641,0.00004520866,0.00004996741],"domain_scores_gemma":[0.9995117,0.0001969179,0.0001389501,0.00002792408,0.00007575827,0.00004875985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000151231,0.0001139626,0.8684817,0.0002099561,0.0002681932,0.0007793684,0.000692792,0.07074044,0.007275786,0.006304807,0.001156733,0.04382494],"study_design_scores_gemma":[0.000008792219,0.0001425015,0.9223273,0.00005880788,0.0001098559,0.000339631,0.001356748,0.06443152,0.001113254,0.003281589,0.006780803,0.00004917548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815595,0.002372083,0.004579889,0.0008174623,0.0000632127,0.0000337144,0.0007302553,0.00003478956,0.009809019],"genre_scores_gemma":[0.9983743,0.0008415785,0.000400155,0.00004000508,0.00001622283,0.000006063498,0.00008329788,0.000004213373,0.000234144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008379443,"threshold_uncertainty_score":0.01666129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791538325792412,"score_gpt":0.3471417605200826,"score_spread":0.3292263772621585,"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."}}