{"id":"W4385344129","doi":"10.3390/tropicalmed8080385","title":"Assessing Changes in Surgical Site Infections and Antibiotic Use among Caesarean Section and Herniorrhaphy Patients at a Regional Hospital in Sierra Leone Following Operational Research in 2021","year":2023,"lang":"en","type":"article","venue":"Tropical Medicine and Infectious Disease","topic":"Surgical site infection prevention","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"International Union Against Tuberculosis and Lung Disease; Action Damien; University of Ghana; Indian Council of Medical Research; Government of the United Kingdom; Department of Health and Social Care; Instituut voor Tropische Geneeskunde; National Institute for Health and Care Research; World Health Organization","keywords":"Medicine; Sierra leone; Caesarean section; Incidence (geometry); Surgical site infection; Antibiotics; Population; Antibiotic prophylaxis; Emergency medicine; Surgery; Environmental health; Pregnancy","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":[0.001334059,0.0002311606,0.0002464452,0.0008683797,0.0005304752,0.0007514184,0.0004047145,0.0003897593,0.000397515],"category_scores_gemma":[0.003570704,0.0003050966,0.0003690186,0.0008033503,0.0004004994,0.0005413781,0.0008177594,0.0004611487,0.00007434657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009955704,"about_ca_system_score_gemma":0.001564151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03760856,"about_ca_topic_score_gemma":0.0517312,"domain_scores_codex":[0.9992158,0.0002672217,0.0001235393,0.00007897664,0.0001093894,0.000205057],"domain_scores_gemma":[0.9978035,0.0003263588,0.001104782,0.00008486566,0.0003216614,0.0003588803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005552108,0.00007770256,0.9961843,0.00004326783,0.00002487201,0.0001759927,0.001278161,0.00002669289,0.0002260908,0.000008092245,0.00005870053,0.001840621],"study_design_scores_gemma":[0.000005085908,0.0002367573,0.9952549,0.00002936809,0.00001434253,0.00009890759,0.004029331,0.00003179997,0.00008798164,0.000004125282,0.0002028241,0.000004552192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995801,0.0001160042,0.0000158477,0.00004689657,0.000003022669,0.00001675117,0.00007974089,7.963784e-7,0.0001409348],"genre_scores_gemma":[0.9992773,0.000223557,0.0001037687,0.00005711972,0.000004872877,0.00002902346,0.0001669354,5.029796e-7,0.0001370382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03760856,"threshold_uncertainty_score":0.07477933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04924995052444046,"score_gpt":0.3506301880625312,"score_spread":0.3013802375380907,"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."}}