{"id":"W4200569698","doi":"10.21203/rs.3.rs-1160256/v1","title":"Large-Scale Deployment of Pyriproxyfen-Treated Lehmann Funnel Entry Traps to Control Malaria Mosquito Populations","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"Pyriproxyfen; Mosquito control; Malaria; Software deployment; Environmental science; Scale (ratio); Funnel; Ecology; Biology; Geography; Computer science; Cartography; Environmental engineering; Pesticide","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004505249,0.0003188502,0.0003006055,0.0001913173,0.0004143949,0.0003266942,0.0006062903,0.0004076053,0.001722319],"category_scores_gemma":[0.0003765454,0.0001556467,0.000315785,0.0001788901,0.0002307154,0.0002727682,0.0003438522,0.000366714,0.0004795879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004073562,"about_ca_system_score_gemma":0.0008012929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004620169,"about_ca_topic_score_gemma":0.01110846,"domain_scores_codex":[0.999716,0.0000597836,0.000008831059,0.00009592422,0.00006808328,0.00005146445],"domain_scores_gemma":[0.9997982,0.00004138224,0.00003779701,0.00002502054,0.00003967255,0.00005789826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002099242,0.001177272,0.01406489,0.0002733046,0.00009210641,0.0001145715,0.0002793982,0.004665409,0.9057378,0.0002701801,0.00204905,0.06917686],"study_design_scores_gemma":[0.001418107,0.02240824,0.3033601,0.0001268592,0.0004580488,0.0003236559,0.001215671,0.0633665,0.5814897,0.0006452547,0.02505019,0.0001376221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801432,0.0003064833,0.01469378,0.000198417,0.00006916941,0.0007202235,0.001353483,0.0003148475,0.002200357],"genre_scores_gemma":[0.9502413,0.0002618983,0.04265109,0.0001799806,0.00001972549,0.0007074052,0.001502009,0.00002794692,0.004408681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004620169,"threshold_uncertainty_score":0.009186566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05262229272457012,"score_gpt":0.3850764207707726,"score_spread":0.3324541280462024,"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."}}