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Prediction of pharmacist medication interventions using medication regimen complexity.
Critically ill patients are managed with complex medication regimens that require medication management to optimize safety and efficacy. When performed by a critical care pharmacist (CCP), discrete medication management activities are termed medication interventions. The ability to define CCP workflow and intervention timeliness depends on the ability to predict the medication management needs of individual intensive care unit (ICU) patients. The purpose of this study was to develop prediction models [...]
Author(s): Zhao, Bokai, Shen, Ye, Devlin, John W, Murphy, David J, Smith, Susan E, Murray, Brian, Rowe, Sandra, Sikora, Andrea
DOI: 10.1093/jamiaopen/ooaf138
Development of a novel web-based platform to support culturally and medically tailored comprehensive nutrition assessments: SPICE-Healthcare.
A point-of-care resource is required to support Registered Dietitian Nutritionists (RDNs) in providing comprehensive culturally-tailored nutrition services. This study aims to describe the iterative development and testing of a comprehensive nutrition assessment tool as part of a novel web-based platform to Support Personalized and Inclusive Cuisines in Environments for Healthcare (SPICE-Healthcare).
Author(s): Raj, Minakshi, Peters, Haeley, Bakare, Jemimah, Zhou, Fangyu, Chikkamagaluru Lakshmikanth, Varsha, Vaughan, Jackson, Gatzke, Lisa, Berry, Matthew, Khan, Naiman, Teran-Garcia, Margarita, Brooks, Ian
DOI: 10.1093/jamiaopen/ooaf129
Automated detection of stigmatizing language in Electronic Health Records (EHRs) using a multi-stage transfer learning approach.
Stigmatizing language (SL) in Electronic Health Records (EHRs) can perpetuate biases and negatively impact patient care. This study introduces a novel method for automatically detecting such language to improve healthcare documentation practices.
Author(s): Xue, Liyang, Rahman, A M Muntasir, Senteio, Charles R, Singh, Vivek K
DOI: 10.1093/jamia/ocaf193