{"id":"W4411180551","doi":"10.1186/s12936-025-05429-z","title":"Improving the utilization of insecticide-treated nets for malaria prevention among pregnant women, lactating mothers and children in Sierra Leone: a commentary","year":2025,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario","funders":"University of Toronto","keywords":"Sierra leone; Tropical medicine; Malaria; Parasitology; Environmental health; Public health; Pregnancy; Bed nets; Medicine; Insecticide resistance; Biology; Immunology; Socioeconomics; Toxicology; Nursing; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008884324,0.0008489512,0.002073368,0.001769188,0.004004338,0.004504763,0.004294035,0.02652694,0.006632132],"category_scores_gemma":[0.06482664,0.0007963759,0.002069854,0.001969259,0.004395007,0.00507546,0.002376313,0.02044213,0.001399181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009797069,"about_ca_system_score_gemma":0.02755801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06854477,"about_ca_topic_score_gemma":0.08009282,"domain_scores_codex":[0.9917592,0.00479751,0.0009692623,0.0006055703,0.00117668,0.0006917156],"domain_scores_gemma":[0.927729,0.05629104,0.003252795,0.000395023,0.009273206,0.003058998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001037027,0.00003025552,0.0003968015,0.01040547,0.0001180176,0.0006925613,0.003005972,0.0001056077,0.0001103416,0.003181416,0.9598135,0.02203627],"study_design_scores_gemma":[0.0001717384,0.0001521827,0.001831026,0.06018612,0.0003777411,0.000867902,0.00569354,0.0001929733,0.0001252904,0.004348336,0.9259543,0.00009884706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005516176,0.114828,0.00007581311,0.8364239,0.04641505,0.00004174267,0.0001361254,0.0000178667,0.001509857],"genre_scores_gemma":[0.008688862,0.09769414,0.0002374839,0.8222533,0.06935775,0.0001569258,0.00006079485,0.00003102451,0.00151971],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06854477,"threshold_uncertainty_score":0.1362916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01289783138148051,"score_gpt":0.2794313048129471,"score_spread":0.2665334734314666,"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."}}