Decision-making about changing medications across transitions of care: Opportunities for enhanced patient and family engagement.

BACKGROUND: Older patients often have complex medication regimens, which change as they move across transitions of care. Engagement of older patients and families in making medication decisions across transitions of care is important for safe and high-quality medication management. AIMS: To explore decision-making between health professionals, older patients and families about medication changes across transitions of care, and to examine how patient and family engagement is enacted in the process of decision-making in relation to these medication changes. METHODS: A focused ethnographic design was undertaken with semi-structured interviews, observations, and reflective focus groups or interviews. Reflexive thematic analysis was conducted on transcribed data. The study was undertaken at a public teaching acute care hospital and a public teaching community hospital in Australia. RESULTS: In all, 182 older patients, 44 family members and 94 health professionals participated. Four themes were conceptualised from the data: different customs and routines, medication challenges, health professional interactions, and patient and family involvement. Environments had differences in their customs and routines, which increased the potential for medication delays or the substitution of unintended medications. Medication challenges included health professionals assuming that patients and families did not need information about regularly prescribed medications. Patients and families were informed about new medications after health professionals had already made decisions to prescribe these medications. Health professionals tended to work in disciplinary silos, and they had views about their role in interacting with patients and families. Patients and families were expected to take the initiative to participate in decision-making about medication changes. CONCLUSIONS: Patient movements across transitions of care can create complex and chaotic medication management situations, which lacks transparency, especially for older patients and their families. A greater focus on pre-emptive and planned discussions about medication changes will contribute to improving patient and family involvement in medication decision-making.

Evaluation of machine learning-based models for prediction of clinical deterioration: A systematic literature review.

BACKGROUND AND OBJECTIVE: Early identification of patients at risk of deterioration can prevent life-threatening adverse events and shorten length of stay. Although there are numerous models applied to predict patient clinical deterioration, most are based on vital signs and have methodological shortcomings that are not able to provide accurate estimates of deterioration risk. The aim of this systematic review is to examine the effectiveness, challenges, and limitations of using machine learning (ML) techniques to predict patient clinical deterioration in hospital settings. METHODS: A systematic review was performed in accordance with the Preferred Reporting Items for Systematic Reviews and meta-Analyses (PRISMA) guidelines using EMBASE, MEDLINE Complete, CINAHL Complete, and IEEExplore databases. Citation searching was carried out for studies that met inclusion criteria. Two reviewers used the inclusion/exclusion criteria to independently screen studies and extract data. To address any discrepancies in the screening process, the two reviewers discussed their findings and a third reviewer was consulted as needed to reach a consensus. Studies focusing on use of ML in predicting patient clinical deterioration that were published from inception to July 2022 were included. RESULTS: A total of 29 primary studies that evaluated ML models to predict patient clinical deterioration were identified. After reviewing these studies, we found that 15 types of ML techniques have been employed to predict patient clinical deterioration. While six studies used a single technique exclusively, several others utilised a combination of classical techniques, unsupervised and supervised learning, as well as other novel techniques. Depending on which ML model was applied and the type of input features, ML models predicted outcomes with an area under the curve from 0.55 to 0.99. CONCLUSIONS: Numerous ML methods have been employed to automate the identification of patient deterioration. Despite these advancements, there is still a need for further investigation to examine the application and effectiveness of these methods in real-world situations.

Creating opportunities for patient participation in managing medications across transitions of care through formal and informal modes of communication.

BACKGROUND: Communicating about medications across transitions of care is important in older patients who frequently move between health care settings. While there is increasing interest in understanding patient communication across transitions of care, little is known about older patients' involvement in formal and informal modes of communication regarding managing medications. OBJECTIVE: The aim of this paper was to explore how older patients participated in managing their medications across transitions of care through formal and informal modes of communication. METHODS: The study was conducted across two metropolitan hospitals: an acute hospital and a geriatric rehabilitation hospital in metropolitan Melbourne, Australia. A focused ethnographic design was used involving semi-structured interviews (n = 50), observations (203 h) and individual interviews or focus groups (n = 25). Following thematic analysis, data were analysed using Fairclough's Critical Discourse Analysis. RESULTS: Data analysis revealed two major discursive practices, which comprised of an interplay between formal and informal communication and environmental influences on formal and informal communication. Self-created patient notes were used by older patients to initiate informal discussion with health professionals about medication decisions, which challenged traditional unequal power relations between health professionals and patients. Formal prompts on electronic medication administration records facilitated the continuous information discourse about patients' medications across transitions of care and encouraged health professionals to seek out older patients' preferences through informal bedside interactions. Environmental influences on communication comprised health professionals' physical movements across private and public spaces in the ward, their distance from older patients at the bedside and utilization of the computer systems during patient encounters. CONCLUSION: Older patients' self-created medication notes enabled them to take on a more active role in formal and informal medication communication across transitions of care. Older patients and family members did not have continuous access to information about medication changes during their hospital stay and systems often failed to address older patients' key concerns about their medications, which hindered their active involvement in formal and informal communication. PATIENT OR PUBLIC CONTRIBUTION: Older adults, family members and health professionals volunteered to be interviewed and observed.

Towards patient-centred communication in the management of older patients' medications across transitions of care: A focused ethnographic study.

BACKGROUND: Communication about managing medications during transitions of care can be a challenging process for older patients since they often have complex medication regimens. Previous studies highlighted that links between communication breakdowns and medication incidents in older patients occur mainly at discharge or in the post-discharge period. Little attention has been paid to exploring communication strategies facilitating patient-centred medication communication at transitions of care from a discourse-analytic perspective. OBJECTIVES: To explore, through a discursive lens, strategies that enable patient-centred medication communication at transitions of care. DESIGN: A focused ethnographic study was employed for this study. The study was reported according to the COREQ checklist. METHODS: Interviews, observations and focus groups were analysed utilising Critical Discourse Analysis and the Medication Communication Model following thematic analysis. Data collection was undertaken in eight wards across two metropolitan hospitals in Australia. RESULTS: Patient preferences and beliefs about medications were identified as important characteristics of patient-centred communication. Strategies included empathetic talk prioritising patients' medication needs and preferences for medications; informative talk clarifying patients' concerns; and encouraging talk for enhancing shared decision-making with older patients. Challenges relating to the use of these strategies included patients' hearing, speech or cognitive impairments, language barriers and absence of interpreters or family members during care transitions. RELEVANCE TO CLINICAL PRACTICE: To enhance medication communication, nurses, doctors and pharmacists should incorporate older patients' preferences, previous experiences and beliefs, and consider the challenges faced by patients across transitions. Strategies encouraging patients' contribution to decision-making processes are crucial to patient-centeredness in medication communication. Nurses need to engage in informative talk more frequently when administering the medications to ensure older patients' understanding of medications prescribed or altered in hospital settings.

Knowledge and Power Relations in Older Patients' Communication About Medications Across Transitions of Care.

Communicating about medications across transitions of care is a challenging process for older patients. In this article, we examined communication processes between older patients, family members, and health professionals about managing medications across transitions of care, focusing on older patients' experiences. A focused ethnographic design was employed across two metropolitan hospitals. Data collection methods included interviews, observations, and focus groups. Following thematic analysis, data were analyzed using Fairclough's Critical Discourse Analysis and Medication Communication Model. Older patients' medication knowledge and family members' advocacy challenged unequal power relations between clinicians and patients and families. Doctors' use of authoritative discourse impeded older patients' participation in the medication communication. Older patients perceived that nurses' involvement in medication communication was limited due to their task-related routines. To reduce the unequal power relations, health professionals should be more proactive in sharing information about medications with older patients across transitions of care.

Interprofessional and Intraprofessional Communication about Older People's Medications across Transitions of Care.

Communication breakdowns contribute to medication incidents involving older people across transitions of care. The purpose of this paper is to examine how interprofessional and intraprofessional communication occurs in managing older patients' medications across transitions of care in acute and geriatric rehabilitation settings. An ethnographic design was used with semi-structured interviews, observations and focus groups undertaken in an acute tertiary referral hospital and a geriatric rehabilitation facility. Communication to manage medications was influenced by the clinical context comprising the transferring setting (preparing for transfer), receiving setting (setting after transfer) and 'real-time' (simultaneous communication). Three themes reflected these clinical contexts: dissemination of medication information, safe continuation of medications and barriers to collaborative communication. In transferring settings, nurses and pharmacists anticipated communication breakdowns and initiated additional communication activities to ensure safe information transfer. In receiving settings, all health professionals contributed to facilitating safe continuation of medications. Although health professionals of different disciplines sometimes communicated with each other, communication mostly occurred between health professionals of the same discipline. Lack of communication with pharmacists occurred despite all health professionals acknowledging their important role. Greater levels of proactive preparation by health professionals prior to transfers would reduce opportunities for errors relating to continuation of medications.

A systematic review of older patients' experiences and perceptions of communication about managing medication across transitions of care.

BACKGROUND: Communication about managing medications may be difficult when older people move across transitions of care. Communication breakdowns may result in medication discrepancies or incidents. OBJECTIVE: The aim of this systematic review was to explore older patients' experiences and perceptions of communication about managing medications across transitions of care. DESIGN: A systematic review. METHODS: A comprehensive review was conducted of qualitative, quantitative and mixed method studies using CINAHL Complete, MEDLINE, Embase and PsycINFO, Web of Science, INFORMIT and Scopus. These databases were searched from inception to 14.12.2018. Key article cross-checking and hand searching of reference lists of included papers were also undertaken. INCLUSION CRITERIA: studies of the medication management perspectives of people aged 65 or older who transferred between care settings. These settings comprised patients' homes, residential aged care and acute and subacute care. Only English language studies were included. Comments, case reports, systematic reviews, letters, editorials were excluded. Thematic analysis was undertaken by synthesising qualitative data, whereas quantitative data were summarised descriptively. Methodological quality was assessed with the Mixed Methods Appraisal Tool. RESULTS: The final review comprised 33 studies: 12 qualitative, 17 quantitative and 4 mixed methods studies. Twenty studies addressed the link between communication and medication discrepancies; ten studies identified facilitators of self-care through older patient engagement; 18 studies included older patients' experiences with health professionals about their medication regimen; and, 13 studies included strategies for communication about medications with older patients. Poor communication between primary and secondary care settings was reported as a reason for medication discrepancy before discharge. Older patients expected ongoing and tailored communication with providers and timely, accurate and written information about their medications before discharge or available for the post-discharge period. CONCLUSIONS: Communication about medications was often found to be ineffective. Most emphasis was placed on older patients' perspectives at discharge and in the post-discharge period. There was little exploration of older patients' views of communication about medication management on admission, during hospitalisation, or transfer between settings.