{"id":"W4289730895","doi":"10.3389/fepid.2022.934557","title":"Remote bednet use monitoring to describe patterns of use and exposure to female Anopheles mosquitoes in an Ugandan cohort","year":2022,"lang":"en","type":"article","venue":"Frontiers in Epidemiology","topic":"Malaria Research and Control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Fogarty International Center; National Institutes of Health; International Development Research Centre","keywords":"Malaria; Cohort; Medicine; Mosquito control; Anopheles; Environmental health; Demography; Toxicology; Biology","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":[0.0006809154,0.0004990323,0.0002878864,0.0008024724,0.0005464181,0.0005804094,0.000474869,0.0003515919,0.00125557],"category_scores_gemma":[0.001790232,0.0004531911,0.0004332772,0.0007453997,0.0002502884,0.0005550933,0.001044792,0.0004607803,0.0003886749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003478775,"about_ca_system_score_gemma":0.0002167343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01345862,"about_ca_topic_score_gemma":0.01612024,"domain_scores_codex":[0.9995436,0.0001346266,0.00004081444,0.0001231128,0.000051706,0.0001060264],"domain_scores_gemma":[0.9994324,0.00006749307,0.0002283505,0.00007477667,0.0000950032,0.0001019453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003569974,0.00002164103,0.9982846,0.00001024145,0.00001835838,0.00006577386,0.0003711019,0.00003671187,0.0001224862,0.000007932795,0.0001327534,0.0008925862],"study_design_scores_gemma":[0.000003283457,0.000111061,0.9978411,0.00001686177,0.00001426611,0.0002838596,0.0008975697,0.000351493,0.00005399983,0.00001807822,0.0004033832,0.000005045224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990809,0.0001134163,0.00008076555,0.00001189197,0.000002905574,0.0000180377,0.0005121709,0.000002247338,0.0001777575],"genre_scores_gemma":[0.9990122,0.00009058589,0.0001613295,0.00001586553,0.000003279451,0.00004494941,0.0004084325,0.000002908498,0.0002603919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01345862,"threshold_uncertainty_score":0.02676052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07247106301534867,"score_gpt":0.3379832860208665,"score_spread":0.2655122230055179,"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."}}