{"id":"W4376133110","doi":"10.1016/s2542-5196(23)00049-9","title":"Biosecurity and water, sanitation, and hygiene (WASH) interventions in animal agricultural settings for reducing infection burden, antibiotic use, and antibiotic resistance: a One Health systematic review","year":2023,"lang":"en","type":"review","venue":"The Lancet Planetary Health","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Consortium of International Agricultural Research Centers; International Livestock Research Institute; London School of Hygiene and Tropical Medicine; Centre International de Recherche sur le Cancer; World Bank Group","keywords":"Biosecurity; Psychological intervention; Sanitation; Hygiene; Environmental health; Antibiotic resistance; Systematic review; Grey literature; Livestock; Medicine; Agriculture; Public health; Veterinary medicine; MEDLINE; Antibiotics; Biology; Nursing; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002402452,0.0003937197,0.002144835,0.00008023653,0.0003717387,0.0001006044,0.0001476691,0.0001049496,0.000009406596],"category_scores_gemma":[0.0002324466,0.0002318074,0.0001131222,0.0002930454,0.0002340976,0.0002675448,0.0002102173,0.0004313923,0.00002838273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002504309,"about_ca_system_score_gemma":0.00002706997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001529718,"about_ca_topic_score_gemma":0.0009810589,"domain_scores_codex":[0.9966072,0.0007544226,0.001137175,0.0005980065,0.0002273096,0.0006758414],"domain_scores_gemma":[0.9984999,0.0003991322,0.0005712779,0.0002663201,0.00000632198,0.0002570234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001128589,0.00005923899,0.000295372,0.9936633,0.00006766975,0.000003643276,0.000341513,0.000003008017,0.00001769414,0.0000313318,0.001088182,0.004417805],"study_design_scores_gemma":[0.0005459922,0.0003902885,0.03144222,0.959056,0.0007241938,0.000186501,0.00007745193,0.00006936499,0.000003178892,0.0000801627,0.006930307,0.0004943222],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01176516,0.9774349,0.000003387851,0.005912799,0.00008115959,0.004371381,0.0003647657,0.00005719567,0.000009276456],"genre_scores_gemma":[0.006613115,0.9913989,0.000231393,0.0008679494,0.00009256726,0.00001567441,0.0006702304,0.00002939368,0.00008073094],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03460724,"threshold_uncertainty_score":0.9452832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300080782172209,"score_gpt":0.3717050615789108,"score_spread":0.2416969833616899,"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."}}