Laurent Poiroux, Arnaud Bruyneel, Lionel Larcin, Guillaume Fossat, Toufik Kamel, Guylaine Labro, Suzanne Goursaud, Anahita Rouze, Nicholas Heming, Bertrand Hermann
Barriers to research findings utilization amongst critical care nurses and allied health professionals: An international survey
Intensive & critical care nursing
breastfeeding resets insulin resistance caused pregnancy however studies association breastfeeding diabetes mellitus dm reported inconsistent results therefore aimed investigate risk dm according breastfeeding duration largescale populationbased retrospective study addition machinelearning prediction models dm hemoglobin a1c hba1c developed evaluate association used korean national health nutrition examination surveys database nationwide populationbased health survey 2010 2020 included 15946 postmenopausal women history delivery divided three groups according average breastfeeding duration 1 breastfeeding 2 12 months breastfeeding 3 12 months breastfeeding prediction models dm hba1c developed using artificial neural network decision tree logistic regression nave bayes random forest support vector machine total 2248 141 women dm 14402 903 history breastfeeding prevalence dm lowest 12 breastfeeding group breastfeeding vs 12 months breastfeeding vs 12 months breastfeeding 161 104 vs 362 90 vs 1725 167 p 0001 hba1c levels also lowest 12 breastfeeding group hba1c breastfeeding vs 12 months breastfeeding vs 12 months breastfeeding 59 vs 59 vs 61 respectively p 0001 adjustment covariates risk dm significantly increased breastfeeding adjusted odds ratio aor 129 95 ci 129 162 12 months breastfeeding groups aor 118 95 ci 101 137 compared 12 months breastfeeding group accuracy area receiveroperatingcharacteristic curve dm prediction model 093 095 respectively average breastfeeding duration ranked among top 15 determinants dm supported strong association breastfeeding duration dm association also observed prediction model hba1c women breasted higher risk developing dm breastfed 12 months