{"id":"W4413760535","doi":"10.2139/ssrn.5405497","title":"Exploring Rapid-Assessment of Environmental Characteristics as a Tool for Larval Source Management of Malaria Vector Mosquitoes in a Large African Floodplain","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Malaria; Vector (molecular biology); Floodplain; Anopheles; Larva; Geography; Ecology; Biology","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":[0.000419273,0.000271128,0.0002150373,0.0007440318,0.0002728699,0.0005086416,0.0002423802,0.0003457422,0.0007145222],"category_scores_gemma":[0.0006887111,0.0001161154,0.000142061,0.0006860652,0.0001594974,0.0004327705,0.0004198059,0.0001691877,0.0001510653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002408391,"about_ca_system_score_gemma":0.0003680208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008705272,"about_ca_topic_score_gemma":0.01866534,"domain_scores_codex":[0.9998441,0.00005147187,0.000006456102,0.00003485506,0.00003901969,0.00002416108],"domain_scores_gemma":[0.9996769,0.0001258177,0.00008040315,0.00001445471,0.00007306555,0.00002934152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004733049,0.0003823145,0.8164748,0.0002150045,0.00008476078,0.0007410278,0.001233708,0.01160157,0.1018736,0.0002814489,0.0005208449,0.06611774],"study_design_scores_gemma":[0.00001884788,0.000448301,0.9394303,0.00002334416,0.00005319653,0.0001445694,0.002190759,0.04524582,0.01095685,0.0003231018,0.001138157,0.00002686952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972993,0.00004760201,0.001739238,0.00003180278,0.000002232982,0.0000241764,0.0003202265,0.0000252211,0.0005102325],"genre_scores_gemma":[0.9949098,0.00005016067,0.004497465,0.000008238715,0.000002641642,0.00001621137,0.0002157076,0.000004228101,0.0002955087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008705272,"threshold_uncertainty_score":0.01730919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01471800282659016,"score_gpt":0.2713647823117036,"score_spread":0.2566467794851135,"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."}}