{"id":"W4240490396","doi":"10.21203/rs.3.rs-43576/v1","title":"Geographically extensive larval surveys reveal an unexpected scarcity of primary vector mosquitoes in a region of persistent malaria transmission in western Zambia","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Vector (molecular biology); Malaria; Scarcity; Transmission (telecommunications); Geography; Larva; Biology; Socioeconomics; Ecology; Economics; Immunology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000250275,0.0002095456,0.0001763122,0.0007819546,0.0005485407,0.0005517417,0.0002391821,0.0001813902,0.0006292288],"category_scores_gemma":[0.000614366,0.0002113529,0.000081851,0.000772239,0.0005498515,0.0002567862,0.0005799101,0.0001997971,0.00007587299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005670832,"about_ca_system_score_gemma":0.0004607464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09117258,"about_ca_topic_score_gemma":0.2009135,"domain_scores_codex":[0.9998713,0.00002389314,0.0000121311,0.00002810125,0.00001606867,0.00004848367],"domain_scores_gemma":[0.9998167,0.00002738014,0.00009254166,0.00001423733,0.00002413479,0.00002507513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008686103,0.00001971599,0.9716126,0.0001389867,0.00003179955,0.0007827426,0.00529623,0.0001784689,0.01225514,0.00008739364,0.0003137971,0.009196288],"study_design_scores_gemma":[0.000001447717,0.00001720531,0.9984452,0.00001591055,0.000008498047,0.0001315323,0.001052126,0.00005732286,0.00007567087,0.000005167941,0.0001886208,0.000001301315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994073,0.0001547981,0.00004197807,0.00002643744,4.962394e-7,0.000008174566,0.0001247756,0.000003057415,0.0002330353],"genre_scores_gemma":[0.9994814,0.0001185248,0.0001561955,0.00001274584,8.835594e-7,0.00001067878,0.0001450809,5.774945e-7,0.00007394564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09117258,"threshold_uncertainty_score":0.1812838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06861561812265683,"score_gpt":0.3560713509728868,"score_spread":0.28745573285023,"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."}}