Predictive models for pressure ulcers from intensive care unit electronic health records using Bayesian networks

Autor: Pacharmon Kaewprag, Cheryl Newton, Brenda Vermillion, Sookyung Hyun, Kun Huang, Raghu Machiraju

Publikováno v: BMC Medical Informatics and Decision Making, Vol 17, Iss S2, Pp 81-91 (2017)

Abstract Background We develop predictive models enabling clinicians to better understand and explore patient clinical data along with risk factors for pressure ulcers in intensive care unit patients from electronic health record data. Identifying ac

Externí odkaz: https://doaj.org/article/67ae11d761144127822c241b8c00fbfb

Exploration of critical care data by using unsupervised machine learning

Autor: Susan D. Moffatt-Bruce, Pacharmon Kaewprag, Cheryl Cooper, Brenda Hixon, Sookyung Hyun

Publikováno v: Computer Methods and Programs in Biomedicine. 194:105507

Background and Objective Identification of subgroups may be useful to understand the clinical characteristics of ICU patients. The purposes of this study were to apply an unsupervised machine learning method to ICU patient data to discover subgroups

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::e1eebde9c1f2ec111acbc121cb28e4d7
https://doi.org/10.1016/j.cmpb.2020.105507

Predictive Modeling for Pressure Ulcers from Intensive Care Unit Electronic Health Records

Autor: Pacharmon, Kaewprag, Cheryl, Newton, Brenda, Vermillion, Sookyung, Hyun, Kun, Huang, Raghu, Machiraju

Publikováno v: AMIA Summits on Translational Science Proceedings

Our goal in this study is to find risk factors associated with Pressure Ulcers (PUs) and to develop predictive models of PU incidence. We focus on Intensive Care Unit (ICU) patients since patients admitted to ICU have shown higher incidence of PUs. T

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=pmid________::37de306e888b0567c04223c42a6c84da
https://pubmed.ncbi.nlm.nih.gov/26306245

Predictive Validity of the Braden Scale for Patients in Intensive Care Units

Autor: Xiaobai Li, Brenda Vermillion, Cheryl Newton, Pacharmon Kaewprag, Sookyung Hyun, Susan D. Moffatt-Bruce, Elizabeth R. Lenz, Monica Fall

Patients in intensive care units are at higher risk for development of pressure ulcers than other patients. In order to prevent pressure ulcers from developing in intensive care patients, risk for development of pressure ulcers must be assessed accur

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::5a92bb8b18594c2e7165ffda06b963e7
https://europepmc.org/articles/PMC4042540/

Body mass index and pressure ulcers: improved predictability of pressure ulcers in intensive care patients.

Autor: Hyun S; Sookyung Hyun is an assistant professor, College of Nursing, Department of Biomedical Informatics, Elizabeth R. Lenz is professor emeritus, College of Nursing, and Pacharmon Kaewprag is a PhD candidate, Department of Computer Science and Engineering, Ohio State University, Columbus, Ohio. Brenda Vermillion is director of health system nursing education and Cheryl Newton is a clinical nurse specialist, Department of Critical Care Nursing, Xiaobai Li is an assistant professor, Center for Biostatistics, Monica Fall is staff dietician, Department of Nutrition Services, and Susan Moffatt-Bruce is chief quality and patient safety officer, associate dean of clinical affairs for quality and patient safety, and associate professor, Department of Surgery, Wexner Medical Center, Ohio State University., Li X; Sookyung Hyun is an assistant professor, College of Nursing, Department of Biomedical Informatics, Elizabeth R. Lenz is professor emeritus, College of Nursing, and Pacharmon Kaewprag is a PhD candidate, Department of Computer Science and Engineering, Ohio State University, Columbus, Ohio. Brenda Vermillion is director of health system nursing education and Cheryl Newton is a clinical nurse specialist, Department of Critical Care Nursing, Xiaobai Li is an assistant professor, Center for Biostatistics, Monica Fall is staff dietician, Department of Nutrition Services, and Susan Moffatt-Bruce is chief quality and patient safety officer, associate dean of clinical affairs for quality and patient safety, and associate professor, Department of Surgery, Wexner Medical Center, Ohio State University., Vermillion B; Sookyung Hyun is an assistant professor, College of Nursing, Department of Biomedical Informatics, Elizabeth R. Lenz is professor emeritus, College of Nursing, and Pacharmon Kaewprag is a PhD candidate, Department of Computer Science and Engineering, Ohio State University, Columbus, Ohio. Brenda Vermillion is director of health system nursing education and Cheryl Newton is a clinical nurse specialist, Department of Critical Care Nursing, Xiaobai Li is an assistant professor, Center for Biostatistics, Monica Fall is staff dietician, Department of Nutrition Services, and Susan Moffatt-Bruce is chief quality and patient safety officer, associate dean of clinical affairs for quality and patient safety, and associate professor, Department of Surgery, Wexner Medical Center, Ohio State University. vermillion.32@osu.edu., Newton C; Sookyung Hyun is an assistant professor, College of Nursing, Department of Biomedical Informatics, Elizabeth R. Lenz is professor emeritus, College of Nursing, and Pacharmon Kaewprag is a PhD candidate, Department of Computer Science and Engineering, Ohio State University, Columbus, Ohio. Brenda Vermillion is director of health system nursing education and Cheryl Newton is a clinical nurse specialist, Department of Critical Care Nursing, Xiaobai Li is an assistant professor, Center for Biostatistics, Monica Fall is staff dietician, Department of Nutrition Services, and Susan Moffatt-Bruce is chief quality and patient safety officer, associate dean of clinical affairs for quality and patient safety, and associate professor, Department of Surgery, Wexner Medical Center, Ohio State University., Fall M; Sookyung Hyun is an assistant professor, College of Nursing, Department of Biomedical Informatics, Elizabeth R. Lenz is professor emeritus, College of Nursing, and Pacharmon Kaewprag is a PhD candidate, Department of Computer Science and Engineering, Ohio State University, Columbus, Ohio. Brenda Vermillion is director of health system nursing education and Cheryl Newton is a clinical nurse specialist, Department of Critical Care Nursing, Xiaobai Li is an assistant professor, Center for Biostatistics, Monica Fall is staff dietician, Department of Nutrition Services, and Susan Moffatt-Bruce is chief quality and patient safety officer, associate dean of clinical affairs for quality and patient safety, and associate professor, Department of Surgery, Wexner Medical Center, Ohio State University., Kaewprag P; Sookyung Hyun is an assistant professor, College of Nursing, Department of Biomedical Informatics, Elizabeth R. Lenz is professor emeritus, College of Nursing, and Pacharmon Kaewprag is a PhD candidate, Department of Computer Science and Engineering, Ohio State University, Columbus, Ohio. Brenda Vermillion is director of health system nursing education and Cheryl Newton is a clinical nurse specialist, Department of Critical Care Nursing, Xiaobai Li is an assistant professor, Center for Biostatistics, Monica Fall is staff dietician, Department of Nutrition Services, and Susan Moffatt-Bruce is chief quality and patient safety officer, associate dean of clinical affairs for quality and patient safety, and associate professor, Department of Surgery, Wexner Medical Center, Ohio State University., Moffatt-Bruce S; Sookyung Hyun is an assistant professor, College of Nursing, Department of Biomedical Informatics, Elizabeth R. Lenz is professor emeritus, College of Nursing, and Pacharmon Kaewprag is a PhD candidate, Department of Computer Science and Engineering, Ohio State University, Columbus, Ohio. Brenda Vermillion is director of health system nursing education and Cheryl Newton is a clinical nurse specialist, Department of Critical Care Nursing, Xiaobai Li is an assistant professor, Center for Biostatistics, Monica Fall is staff dietician, Department of Nutrition Services, and Susan Moffatt-Bruce is chief quality and patient safety officer, associate dean of clinical affairs for quality and patient safety, and associate professor, Department of Surgery, Wexner Medical Center, Ohio State University., Lenz ER; Sookyung Hyun is an assistant professor, College of Nursing, Department of Biomedical Informatics, Elizabeth R. Lenz is professor emeritus, College of Nursing, and Pacharmon Kaewprag is a PhD candidate, Department of Computer Science and Engineering, Ohio State University, Columbus, Ohio. Brenda Vermillion is director of health system nursing education and Cheryl Newton is a clinical nurse specialist, Department of Critical Care Nursing, Xiaobai Li is an assistant professor, Center for Biostatistics, Monica Fall is staff dietician, Department of Nutrition Services, and Susan Moffatt-Bruce is chief quality and patient safety officer, associate dean of clinical affairs for quality and patient safety, and associate professor, Department of Surgery, Wexner Medical Center, Ohio State University.

Publikováno v: American journal of critical care : an official publication, American Association of Critical-Care Nurses [Am J Crit Care] 2014 Nov; Vol. 23 (6), pp. 494-500; quiz 501.