{"id":"W4400130709","doi":"10.1186/s12936-024-05020-y","title":"Will a lack of fabric durability be their downfall? Impact of textile durability on the efficacy of three types of dual-active-ingredient long-lasting insecticidal nets: a secondary analysis on malaria prevalence and incidence from a cluster-randomized trial in north-west Tanzania","year":2024,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Pesticide Exposure and Toxicity","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Medical Research Council","keywords":"Malaria; Chlorfenapyr; Pyrethroid; Medicine; Piperonyl butoxide; Toxicology; Mosquito control; Permethrin; Incidence (geometry); Environmental health; Biology; Internal medicine; Pesticide; Immunology; Toxicity; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002590125,0.0002621038,0.001081067,0.0001081002,0.00009655928,0.00005821274,0.0003171611,0.0001391969,0.0007458966],"category_scores_gemma":[0.003192759,0.00009310189,0.0006113736,0.001059463,0.0004124541,0.0002539602,0.000137666,0.0006023779,5.043372e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008413469,"about_ca_system_score_gemma":0.0001117256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002461405,"about_ca_topic_score_gemma":0.00720447,"domain_scores_codex":[0.9966081,0.001027806,0.001232754,0.0004043807,0.0004691097,0.0002577896],"domain_scores_gemma":[0.9905984,0.00807282,0.0008378645,0.0001821876,0.0002102518,0.00009847863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2746333,0.001463274,0.6799217,0.0001690835,0.001704639,0.00003104521,0.002099128,0.002328652,0.0306623,0.0001569651,0.000009682468,0.006820159],"study_design_scores_gemma":[0.01728137,0.00205265,0.975369,0.0002479373,0.0003684317,0.00001278645,0.00006551985,0.002688819,0.00109244,0.0006923996,6.752793e-7,0.0001279625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977711,0.0002370584,0.00003458258,0.0005699226,0.0001162772,0.0007706759,0.0004424537,0.00001005223,0.0000479192],"genre_scores_gemma":[0.9997589,0.00003871641,0.00003813672,0.0000233732,0.0001139166,0.00001138875,0.00001110355,0.000002364469,0.000002105988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2954473,"threshold_uncertainty_score":0.8167045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02880702749889032,"score_gpt":0.2675910326714953,"score_spread":0.238784005172605,"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."}}