Skilled home healthcare utilization and outcomes for older adults with dementia: A scoping review.

OBJECTIVES: This study aims to summarize the existing research literature examining Medicare-skilled home health (HH) utilization and clinical outcomes for persons with dementia (PwD). We sought to answer the following questions: (1) How is dementia defined and classified in the HH literature? (2) What associations have been observed between dementia status and patterns of HH utilization? (3) What associations have been observed between dementia status and HH outcomes? METHODS: Using Arksey and O'Malley's framework for scoping reviews, we searched PubMed, Google Scholar, and select relevant journals for quantitative studies conducted in the United States between 2000 and 2023 examining Medicare HH use and outcomes for PwD. We describe and compare approaches to classify dementia, identify findings related to HH utilization and outcomes supported by the preponderance of evidence, and comment on existing gaps and areas of ambiguity in the literature. RESULTS: Thirty-two articles met the inclusion criteria. Most used claims-based data to classify dementia, leveraged national data, and were limited to traditional Medicare beneficiaries. Studies found meaningful differences in HH utilization by dementia status; most notably, PwD were more likely to access HH without a preceding hospitalization, had longer lengths of stay, and incurred higher HH costs. Literature relating to clinical outcomes was more difficult to interpret, due to significant variation in study objectives, samples, and outcome measures which prompted more nuanced and even contradictory conclusions. There is a dearth of research identifying how specific HH care pathways (e.g., service types, visit frequency) impact outcomes for this patient population. CONCLUSIONS: This review supports the understanding that PwD are a unique subpopulation of HH patients who require special attention in policy development and evaluation. Critical research is needed to examine clinical outcomes in PwD further to inform practice and improve care quality.

Comparison of At-Home Versus In-Clinic Receipt of Long-Acting Injectable Cabotegravir/Rilpivirine.

BACKGROUND: The need for frequent travel to a clinic could impair access to injectable antiretroviral therapy for persons living with human immunodeficiency virus type 1 (HIV-1) infection. We hypothesized that allowing persons receiving treatment with long-acting injectable cabotegravir plus rilpivirine (LA CAB/RPV) to receive and store the medication in their own refrigerator prior to in-home administration by a healthcare provider would be as safe and effective as receiving treatment in a clinic. METHODS: Persons prescribed LA CAB/RPV in the Infectious Diseases clinic at the Medical University of South Carolina were offered enrollment in this non-randomized, observational study between August 2021 and December 2022. After in-clinic receipt of the initial LA CAB/RPV injection, participants chose to receive each subsequent injection over the following 12-months either in clinic or at home. RESULTS: The 33 enrolled participants were primarily Black (64%), male (73%), and had a median age of 46. Three participants stopped LA CAB/RPV and transitioned to oral antiretroviral therapy due to allergy (n = 1), loss of virologic suppression (n = 1), and visit adherence (n = 1) concerns. A comparable number of participants received treatment primarily in clinic (n = 18) relative to at home (n = 15). Injection site pain/soreness was common (52% of injections) but did not differ between groups. There were no differences in safety or efficacy between groups and both groups reported high treatment satisfaction. All participants were virologically suppressed and retained in care at the end of the study. CONCLUSIONS: At-home administration of LA CAB/RPV by a healthcare provider was comparably safe, effective, and associated with high participant satisfaction relative to in-clinic administration.

Organizational readiness for change towards implementing a sepsis survivor hospital to home transition-in-care protocol.

Background: Organizational readiness for change, defined as the collective preparedness of organization members to enact changes, remains understudied in implementing sepsis survivor transition-in-care protocols. Effective implementation relies on collaboration between hospital and post-acute care informants, including those who are leaders and staff. Therefore, our cross-sectional study compared organizational readiness for change among hospital and post-acute care informants. Methods: We invited informants from 16 hospitals and five affiliated HHC agencies involved in implementing a sepsis survivor transition-in-care protocol to complete a pre-implementation survey, where organizational readiness for change was measured via the Organizational Readiness to Implement Change (ORIC) scale (range 12-60). We also collected their demographic and job area information. Mann-Whitney U-tests and linear regressions, adjusting for leadership status, were used to compare organizational readiness of change between hospital and post-acute care informants. Results: Eighty-four informants, 51 from hospitals and 33 from post-acute care, completed the survey. Hospital and post-acute care informants had a median ORIC score of 52 and 57 respectively. Post-acute care informants had a mean 4.39-unit higher ORIC score compared to hospital informants (p = 0.03). Conclusions: Post-acute care informants had higher organizational readiness of change than hospital informants, potentially attributed to differences in health policies, expertise, organizational structure, and priorities. These findings and potential inferences may inform sepsis survivor transition-in-care protocol implementation. Future research should confirm, expand, and examine underlying factors related to these findings with a larger and more diverse sample. Additional studies may assess the predictive validity of ORIC towards implementation success.

Evaluation of the effectiveness of the training on "Home care of COVID-19 positive/suspicious patients" given to nursing students: A quasi-experimental study.

BACKGROUND: This study aims to evaluate the effects of education on home care of infected or suspected COVID-19 patients on the levels of knowledge, anxiety, and awareness of nursing students in Turkey. MATERIALS AND METHODS: The study is in quasi-experimental design. A sample of 158 volunteer students studying nursing at a private university in Turkey was formed. Data were collected using, descriptive information form, "Coronavirus Anxiety Scale," "COVID-19 Awareness Scale," and the "Knowledge of COVID-19 Home Care Test." Pre-test was performed before the participants received education. Post-test was performed seven days after the intervention. SPSS version 25.0 was used for data analysis. "TREND checklist" was used for quasi-experimental/non-randomized evaluations to report the findings of the study. RESULTS: Anxiety levels decreased and the levels of awareness and knowledge on COVID-19 increased after receiving education on home care of infected or suspected COVID-19 patients (p < 0.001), indicating the effectiveness of the education. Education on home care of infected or suspected COVID-19 patients was an effective method to reduce anxiety and increase knowledge and awareness in nursing students. CONCLUSIONS: To contribute to community health, home care training can be given to nursing students, other people receiving home care, or providing home care to COVID-19 patients, infected or suspected COVID-19 patients.

Associations Between Prehabilitation and Postoperative Healthcare Utilization for Total Hip or Total Knee Arthroplasty in Medicare Beneficiaries.

BACKGROUND: Prehabilitation has potential to improve outcomes in value-based care models. We examined the associations between receipt of prehabilitation (physical therapy [PT] services within 30 days preoperatively) and postoperative healthcare utilization in a national cohort of fee-for-service Medicare beneficiaries. METHODS: This retrospective cohort study used the 5% fee-for-service claims from the Medicare Limited Data Set to identify unilateral elective inpatient total hip arthroplasty (THA) procedures (n = 25,509) and total knee arthroplasty (TKA) procedures (n = 40,091) from January 1, 2016 to September 30, 2021. Associations between prehabilitation and postoperative healthcare utilization were analyzed in mixed-effects generalized linear models adjusting for patient-level and hospital-level factors. We report adjusted odds ratios (OR) or % differences. RESULTS: Prehabilitation (13.1% THA, 13.1% TKA) was not significantly associated with institutional post-acute care discharge, 30-day emergency department visits, or 90-day readmissions. For TKA, prehabilitation was significantly associated with decreased odds of an extended hospital length of stay (OR = 0.86, P = 0.02) and reduced length of stay in an institutional post-acute care facility (-5.71%, P = 0.004). In both THA and TKA, prehabilitation was associated with decreased use of 90-day home health physical and/or occupational therapy (THA: OR = 0.82, P = 0.001; TKA: OR = 0.67, P < 0.001). In contrast, prehabilitation in both cohorts was associated with increased odds of receiving any 90-day outpatient PT (THA: OR = 2.08, P < 0.001; TKA: OR = 2.48, P < 0.001) and an increased number of 90-day outpatient PT visits (THA: +4.04%, P = 0.01; TKA: +5.21%, P < 0.001). CONCLUSION: Prehabilitation was associated with some decreases in postoperative healthcare utilization, particularly for TKA. Associations of preoperative physical therapy with increased postoperative outpatient physical therapy may reflect variation in referral patterns or patient access. These results highlight the importance of continued research into the impact of prehabilitation on healthcare utilization, patient outcomes, and episode costs. Additionally, further research should identify which patients would benefit the most from prehabilitation to increase the value of care.

Long-Term Glycemic Control Improvement After the Home and Self-Care Program for Patients With Type 1 Diabetes: Real-World-Based Cohort Study.

BACKGROUND: The prevalence of type 1 diabetes (T1D) is increasing worldwide, with a much higher proportion of adult patients. However, achieving stable glycemic control is difficult in these patients. OBJECTIVE: After periodic implementation of structured education for patients with T1D through the Home and Self-Care Program, a pilot home health care project promoted by the Korean government, we evaluated the program's effects on glycemic control. METHODS: This study was conducted from April 2020 to March 2023. We analyzed 119 participants with T1D aged >15 years. Nursing and nutrition education were provided separately up to 4 times per year, with physician consultation up to 6 times per year. A distinguishing feature of this study compared with previous ones was the provision of remote support using a general-purpose smartphone communication app offered up to 12 times annually on an as-needed basis to enhance the continuity of in-person education effects. Patients were followed up on at average intervals of 3 months for up to 24 months. The primary end point was the mean difference in glycated hemoglobin (HbA1c) at each follow-up visit from baseline. For continuous glucose monitoring (CGM) users, CGM metrics were also evaluated. RESULTS: The mean HbA1c level of study participants was 8.6% at baseline (mean duration of T1D 10.02, SD 16.10 y). The HbA1c level reduction in participants who received at least 1 structured educational session went from 1.63% (SD 2.03%; P<.001; adjustment model=1.69%, 95% CI 1.24%-2.13% at the first follow-up visit) to 1.23% (SD 1.31%; P=.01; adjustment model=1.28%, 95% CI 0.78%-1.79% at the eighth follow-up visit). In the adjustment model, the actual mean HbA1c values were maintained between a minimum of 7.33% (95% CI 7.20%-7.46% at the first follow-up visit) and a maximum of 7.62% (95% CI 7.41%-7.82% at the sixth follow-up visit). Among CGM users, after at least 1 session, the mean time in the target range was maintained between 61.59% (adjusted model, 95% CI 58.14%-65.03% at the second follow-up visit) and 54.7% (95% CI 50.92%-58.48% at the eighth follow-up visit), consistently staying above 54.7% (corresponding to an HbA1c level of <7.6%). The mean time below the target range (TBR) also gradually improved to the recommended range (≤4% for TBR of <70 mg/dL and ≤1% for TBR of <54 mg/dL). CONCLUSIONS: The Home and Self-Care Program protocol for glycemic control in patients with T1D is effective, producing significant improvement immediately and long-term maintenance effects, including on CGM indexes.

Discharge with Home Health Care is Associated with Increased Complications, Readmission, and Mortality Following Total Shoulder Arthroplasty.

INTRODUCTION: Patients undergoing primary anatomic and reverse total shoulder arthroplasty (TSA) are often discharged with home health care (HHC) to provide access to at-home services and facilitate postoperative recovery and continued medical management. The purpose of this study is to evaluate the short-term postoperative outcomes of patients following primary TSA discharged with HHC, including medical and surgical complications, total cost of care, and total hospital length of stay (LOS). METHODS: The Nationwide Readmissions Database (NRD) was reviewed for patients who underwent elective primary TSA between 2016 to 2020 for a retrospective cohort analysis. Patients were stratified by discharge status following the inpatient admission, with 32,497 patients discharged with HHC and 116,402 patients discharged routinely with self-care. Patient demographics, preoperative medical comorbidities, postoperative medical and surgical complications within 180 days, cost of admission, and total hospital length of stay (LOS) were compared between the two discharge groups using Chi-squared analyses. Further multivariate analysis was conducted to control for independent prognosticators on the effect of HHC on postoperative outcomes. RESULTS: Discharge with HHC was correlated with significantly increased rates of all-cause medical complications (OR 1.6, p < 0.001), surgical site infection (SSI) (OR 2.8, p < 0.001), hospital readmission (OR 1.3, p < 0.001), and death (OR 2.1, p < 0.001) within 180 days of primary TSA. Multivariate analysis suggests these correlations are independent risk factors and not due to patient demographics or preoperative medical comorbidities. While discharge with HHC was found to be associated with increased hospital LOS (1.8 vs. 1.3 days, p < 0.001), there were no significant observed differences in cost of care. CONCLUSION: This study demonstrates that discharge with HHC compared to routine discharge while accounting for several preoperative comorbidities and demographic variables is associated with increased medical complications, SSI, readmission, and death within 180 days of TSA, but no increase in overall patient cost. These findings suggest HHC disposition status can serve as a prognosticator for postoperative complications and can help guide clinician decision making when determining appropriate surgical candidacy.

Frontloaded Home Health Physical Therapy Reduces Hospital Readmissions among Medicare Fee-for-Service Beneficiaries.

OBJECTIVE: The purpose of this paper is to determine a claims-based definition of frontloaded home health physical therapy (HHPT) and examine the effect of frontloaded HHPT visits on all-cause 30-day hospital readmissions. METHODS: This study used a retrospective analysis of Medicare fee-for-service claims from older adults (≥65 years) in the National Health and Aging Trends Study (NHATS; 2011-2017) with ≥1 HHPT visit within 30 days of a hospitalization (n = 1344 hospitalizations; weighted n = 7,727,384). An exploratory analysis of home health claim distribution was conducted to determine definitions of frontloaded HHPT. Generalized linear models were then used to examine the relationship between hospital readmission and each definition of frontloading. RESULTS: Four definitions of frontloaded HHPT were identified: ≥2 HHPT visits in the first week after discharge; ≥3 visits in the first week; ≥4 visits in the first 2 weeks; and ≥ 5 visits in the first 2 weeks. The adjusted risk of readmission was lower for older adults receiving frontloaded HHPT in the first week: (risk ratio [RR] for ≥2 vs <2 visits = 0.57; 95% CI = 0.41-0.79; RR for ≥3 vs <3 visits = 0.39; 95% CI = 0.22-0.72). The reduction in risk of readmission was even greater for older adults receiving ≥4 versus <4 HHPT visits (RR = 0.32; 95% CI = 0.21-0.48) and ≥ 5 versus <5 HHPT visits (RR = 0.27; 95% CI = 0.14-0.50) within the first 2 weeks. The effect of HHPT frontloading was greater for patients hospitalized with surgical versus medical diagnoses and for patients with diagnoses targeted by the Hospital Readmissions Reduction Program. CONCLUSION: Frontloaded HHPT reduces 30-day hospital readmissions among Medicare beneficiaries. Additional research is needed to determine the optimal number of visits and those most likely to benefit from frontloaded HHPT. IMPACT: Frontloaded HHPT can be an effective approach for reducing 30-day hospital readmissions among Medicare beneficiaries.

This study found that providing home health physical therapist visits early and often after hospital discharge decreases the risk that patients will be readmitted over the next 30 days.

Trends in Post-Acute Care use in Medicare Advantage Versus Traditional Medicare: A Retrospective Cohort Analysis.

OBJECTIVES: We sought to describe national trends in hospitalization and post-acute care utilization rates in skilled nursing facilities (SNFs) and home health (HH) for both Medicare Advantage (MA) and Traditional Medicare (TM) beneficiaries, reaching up to the COVID-19 pandemic (2015-2019). DESIGN: Retrospective, observational using 100% sample of Medicare Provider Analysis and Review file (MedPAR), the Medicare Beneficiary Summary File, the Minimum Data Set (MDS), and the Outcome and Assessment Information Set (OASIS). SETTING AND PARTICIPANTS: Medicare beneficiaries aged 66 and older enrolled in MA or TM who were hospitalized and discharged alive. METHODS: We first calculated the proportions of MA and TM beneficiaries who were hospitalized and who used any post-acute care, as well as the total number of days of post-acute care used. We also calculated the size of the post-acute care network used by TM and MA beneficiaries within each hospital in our sample and the measured quality (star ratings) of the post-acute care providers used. RESULTS: We found hospitalizations, SNF stays, and HH stays were all decreasing over time in both populations. Although similar proportions of MA and TM beneficiaries received SNF or HH care, MA beneficiaries received fewer days. The largest difference we found was in the number of post-acute care providers used in TM and MA, with MA using far fewer; however, quality ratings were similar among post-acute care providers used in each program. CONCLUSIONS AND IMPLICATIONS: Together, these results suggest MA beneficiaries have fewer days in post-acute care, receive care from fewer providers of similar measured quality to TM, but have a similar number of days outside the hospital or SNF in the first 100 days after hospital discharge.

A Virtual Assessment Model for At-Home Evaluation of Suspected Viral Hemorrhagic Fever Cases.

The Sudan virus disease outbreak in 2022 prompted the Denver Health High-Risk Infection Team (HITeam) to evaluate and implement novel strategies to respond to viral hemorrhagic fever (VHF) events. To improve the VHF response, HITeam members developed a virtual assessment model (VAM) for at-home evaluation of individuals who are suspected of having a VHF. The VAM incorporates aspects of care that would normally be rendered in a high-level isolation unit-including assessment and monitoring, specimen collection, provider consultation, patient and family teaching, and pharmaceutical intervention-into a mobile framework in which team members respond to a suspected case at the individual's home. Building this capability allows for more thorough assessment of a suspect case in the field, as well as the postponement of a decision about activation of the high-level isolation unit until more information is available. Development, testing, and implementation of the VAM required input from an interdisciplinary group of partners that demonstrated the ability of nurses, physicians, laboratorians, paramedics, emergency medical technicians, and public health personnel to integrate into 1 cohesive care team. The resulting model recenters VHF care on the patient by allowing the care team to gather critical information in an environment that is more comfortable for the suspect case while keeping communities safe and lowering exposure risks. The VAM has long-term sustainability implications for global VHF programs and provides solutions for broader challenges in healthcare by modeling cost-effective, patient-centered care within the highly nuanced subspecialty of special pathogen care.

Understanding the Perspectives of Key Stakeholders toward Medicare's Home Health Value-Based Purchasing (HHVBP) in the US.

OBJECTIVES: This study examines the perspectives of key stakeholders in home health toward Medicare's Home Health Value Based Purchasing (HHVBP) program, piloted among home health agencies (HHAs) in 9 states from 2016 to 2021, and based on initial performance, was expanded to the remaining 41 (nonpilot) states in January 2023. DESIGN: We conducted semistructured interviews wherein we inquired participants' views toward and experiences with HHVBP. We used convenience and purposive sampling to obtain diversity in HHA size, geography, and quality. SETTING AND PARTICIPANTS: We conducted interviews from July 2022 to May 2023 with HHA leaders, staff, and clinicians, advocacy and trade organization leaders, and policy experts from pilot and nonpilot states. METHODS: We used thematic analysis to develop a codebook that included framework-derived, a priori, and inductive codes. We identified key themes and subthemes accordingly. RESULTS: Forty-seven stakeholders representing 25 unique organizations participated: 22 (47%) from pilot states and 25 (53%) from nonpilot states; of these, 24 (51%) were HHA leaders, 13 (28%) were organizational leaders, and 10 (21%) were clinicians; 26 (55%) were centered in the Northeast, 9 (19%) in the West, 7 (15%) had a national presence, and 5 (11%) were centered across the South. Four key themes emerged. There were (1) wide variations in awareness, understanding, and attitudes toward HHVBP regardless of pilot status or stakeholder type; (2) concerns about aspects of HHVBP, including consequences for HHAs and patients; (3) a range of strategies used by HHAs to address HHVBP; (4) other concurrent issues that HHAs were navigating alongside HHVBP. CONCLUSIONS AND IMPLICATIONS: Despite HHVBP's national implementation, awareness of and attitudes toward HHVBP varied across stakeholders from pilot and nonpilot states, as did efforts to address it. Although some viewed the policy favorably, others were concerned it could negatively impact HHAs and patients. Understanding the experiences of stakeholders is vital for illuminating the intended and unintended consequences of HHVBP policy.

Discharge disposition for home health care patients with Alzheimer's disease and related dementia: The role of living arrangements and rural living.

PURPOSE: To examine the relationship between living arrangements and discharge disposition, and how this relationship differs by the rural or urban characteristics of the patient's residence among home health care patients with Alzheimer's disease and related dementia (ADRD). METHODS: This retrospective study used the 2019 Outcome and Assessment Information Set and the Master Beneficiary Summary File. Our study was based on 531,269 Medicare fee-for-service patients with ADRD. We used linear probability regression models to examine the relationship between discharge disposition (to the community vs. an institution) and living arrangements, including an interaction term for rural-urban residence. FINDINGS: Patients in rural areas (19.8%) were more likely to live alone than those in urban areas (15.2%). Our main results show that patients living at home with others (coefficient: -0.02, p-value < 0.001) or alone (coefficient: -0.03, p-value < 0.001) were less likely to be discharged to the community compared to patients who lived in congregate settings. Also, for patients with ADRD who lived in rural areas, living at home with others (rural*home with others; coefficient: -0.02, p-value < 0.001) or living alone (rural*home alone; coefficient: -0.03, p-value<0.001) were associated with additional lower probabilities of being discharged to their communities. CONCLUSIONS: A multidimensional approach considering living arrangements to support home health care patients with ADRD could be critical to achieving better health outcomes. Furthermore, implementing area-specific target interventions could be important for improving the care and health of patients with ADRD as well as reducing rural-urban disparities in discharge disposition.

Medication management in Danish home health care: Mapping of tasks and time consumption.

We aimed to map tasks related to medication management and time consumption in Danish home health care. Nursing staff (n = 30) from five municipalities were followed during a 10-week period and tasks related to medication management, time consumption and information on citizens' medication were registered. A total of 269 courses were registered, including 163 (61%) home visits, 76 (28%) in-office courses, 29 (11%) in-clinic courses and 1 (0.4%) acute visit. Of defined categories related to medication management, 'record-keeping and communication' (62%, n = 167), 'dispensing' (48%, n = 129) and 'identification' (30%, n = 81) were most often performed. During half of courses (55%, n = 147), the nursing staff was interrupted at least one time. The median time spent on medication management was less than the time allocated in most of allocated time slots (82%), with a median excess time of 5.1 min (range 0.02-24 min). Citizens (n = 32) used a median of 11 (interquartile range [IQR] 9-13) regular medications and 2 (IQR 1-4) as-needed, and 69% (n = 22) used high-risk situation medications. In conclusion, employees in Danish home health care perform diverse medication-related tasks and are frequently interrupted in their work. Employees spend less time than allocated but do not fully solve all tasks according to best practice guidance.

The Role of Neighborhood Socioeconomic Status in Institutionalization of Home Health Care Patients With and Without Alzheimer's Disease and Related Dementias.

OBJECTIVES: To assess whether neighborhood socioeconomic status (SES) moderates the association between Alzheimer's disease and related dementias (ADRD) and successful discharge to the community. In addition, to explore whether the role of neighborhood SES on successful discharge for patients with ADRD varies by the severity of ADRD. DESIGN: This is a retrospective cohort study. SETTING AND PARTICIPANTS: Medicare Fee-for-service beneficiaries, aged 65 or older, who received home health care in 2019. METHODS: We used linear probability regression models with successful discharge to the community as the main outcome, and neighborhood SES and ADRD as independent variables. Also, we modified the Functional Assessment Staging Tool (FAST) to measure ADRD severity. RESULTS: Our study results show ADRD and residing in neighborhoods with lower socioeconomic conditions were independently associated with lower probabilities of successful discharge to the community. We also found that the differences in probabilities of remaining at home between patients with and without ADRD were larger among those in neighborhoods with lower SES (ADRD∗less disadvantaged neighborhood, coeff: -0.01, P < .001; ADRD∗more disadvantaged neighborhood, coeff: -0.02, P < .001; ADRD∗most disadvantaged neighborhood, coeff: 0.032, P < .001). Among patients with ADRD, patients with the most advanced ADRD were less likely to remain in their homes and community when living in neighborhoods with lower SES. CONCLUSIONS AND IMPLICATIONS: Our study results show that when patients with ADRD receiving home health care live in neighborhoods with lower SES, they face further challenges to remaining in their homes and community. Public health officials and community planners should consider using area-level interventions to improve care and health outcomes for patients with ADRD. Also, further research aimed at identifying the specific factors and resources influencing lower care quality and poorer health outcomes in socioeconomically disadvantaged neighborhoods, particularly for patients with ADRD, can provide valuable insights for the development and implementation of targeted interventions.

Enhancing readmission prediction models by integrating insights from home healthcare notes: Retrospective cohort study.

BACKGROUND: Hospital readmission is an important indicator of inpatient care quality and a significant driver of increasing medical costs. Therefore, it is important to explore the effects of postdischarge information, particularly from home healthcare notes, on enhancing readmission prediction models. Despite the use of Natural Language Processing (NLP) and machine learning in prediction model development, current studies often overlook insights from home healthcare notes. OBJECTIVE: This study aimed to develop prediction models for 30-day readmissions using home healthcare notes and structured data. In addition, it explored the development of 14- and 180-day prediction models using variables in the 30-day model. DESIGN: A retrospective observational cohort study. SETTING(S): This study was conducted at Ajou University School of Medicine in South Korea. PARTICIPANTS: Data from electronic health records, encompassing demographic characteristics of 1819 participants, along with information on conditions, drug, and home healthcare, were utilized. METHODS: Two distinct models were developed for each prediction window (30-, 14-, 180-day): the traditional model, which utilized structured variables alone, and the common data model (CDM)-NLP model, which incorporated structured and topic variables extracted from home healthcare notes. BERTopic facilitated topic generation and risk probability, representing the likelihood of documents being assigned to specific topics. Feature selection involved experimenting with various algorithms. The best-performing algorithm, determined using the area under the receiver operating characteristic curve (AUROC), was used for model development. Model performance was assessed using various learning metrics including AUROC. RESULTS: Among 1819 patients, 251 (13.80 %) experienced 30-day readmission. The least absolute shrinkage and selection operator was used for feature extraction and model development. The 15 structured features were used in the traditional model. Moreover, five additional topic variables from the home healthcare notes were applied in the CDM-NLP model. The AUROC of the traditional model was 0.739 (95 % CI: 0.672-0.807). The AUROC of the CDM-NLP model was high at 0.824 (95 % CI: 0.768-0.880), which indicated an outstanding performance. The topics in the CDM-NLP model included emotional distress, daily living functions, nutrition, postoperative status, and cardiorespiratory issues. In extended prediction model development for 14- and 180-day readmissions, the CDM-NLP consistently outperformed the traditional model. CONCLUSIONS: This study developed effective prediction models using both structured and unstructured data, thereby emphasizing the significance of postdischarge information from home healthcare notes in readmission prediction.

EHR Solutions for Information Transfer Deficits During Transitions in Care for Sepsis Survivors.

In a previous study, sepsis was noted as a diagnosis on the home health record only 4% of the time for 165,000 sepsis survivors transitioning from hospital to home health care in America. If sepsis and other conditions are not clearly documented in the transitional care record this can lead to unpreparedness, missed, care, and poor patient outcomes. Our implementation science study discovered a source of this problem regarding the sepsis documentation in 16 hospitals referring to five home care agencies. Together, researchers, hospital, and home care personnel developed and implemented two information technology solutions to address this deficit in seven hospitals. The automated method was more readily adopted and effective in improving information transfer between hospital and home health care.

The Role of Health Information Technology During Hospital to Home Transitions.

The use of healthcare information technology (HIT) is vital for storing and exchanging health information during patient transitions, playing a significant role in care coordination for sepsis survivors. The critical role of HIT was evident during the pre-implementation phase of a study to implement an evidence-based protocol supporting the timely transition of sepsis survivors to home health and outpatient care. Through 61 semi-structured interviews involving 91 stakeholders, over half of the 33 identified themes were related to HIT. Notably, electronic health record (EHR) alert systems led to over-capture and alarm fatigue. Efficient information transfer during HHC referral highlighted the need for improved EHR access. The study underscores HIT's importance and potential while emphasizing the need for collaborative policy and interface development to promote effective transitions in care.

The economic evaluation of a housing maintenance project to improve the health of Aboriginal housing tenants in NSW: A scoping literature review and protocol for an economic analysis.

Considerable evidence exists regarding the role housing plays in the determination of health and well-being outcomes. Despite the scale of health concerns arising from housing considerations, there are very few economic analyses of housing programs that seek to improve health outcomes by addressing the physical infrastructure of the living environment. The NSW Housing for Health (HfH) program is an environmental health initiative funded and administered by NSW Health, that addresses health-related hardware in residential accommodation to ensure the home environment supports healthy living practices to ultimately improve health outcomes for residents. This study reviews the economic methods that have been applied to comparable programs and identifies relevant costs and benefits that should be addressed. Founded on the requirement from decision makers, and the insights from the review, the paper outlines a protocol for a cost-benefit analysis that accounts for the disparate health, social, economic and intangible benefits generated from the HfH program and the resources utilised to realise these outcomes.

[Evaluation of Patient Outcomes after Pharmacological Intervention in Home Health Care Utilizing Pharmaceutical Care Records].

The purpose of this study was to identify patient outcomes after pharmacist interventions in the home health care context using pharmaceutical care records accumulated during daily operations. We focused on 591 cases at Nakajima Pharmacy from April 2020 to December 2021, where dispensing fees were charged to prevent duplication of medication and unnecessary interactions of home patients (excluding those related to adjustment of ongoing medications). The study investigated the content and background of prescription changes, the follow-up rate, and patient outcomes. The most common circumstances that led to pharmacist intervention for homebound patients were symptom occurrence (uncontrolled symptom, new symptom, drug adverse event). Of the patients for whom pharmacist intervention was provided for symptoms, 72.8% received follow-up according to the pharmaceutical care records. Furthermore, 59.2% of patients with follow-up showed an improvement of their symptoms. In addition, many patients had their medications discontinued or the dosage reduced by the pharmacist despite stable symptoms. More than 90% of these patients showed no change in symptoms. Besides interventions associated with the occurrence of symptoms, many interventions related to medication adherence were found to result from the patient's physical condition, such as poor swallowing function. The results suggest that tracking pharmacy drug histories may help pharmacists to better understand the need for follow-up implementation and the changes in patient outcomes after interventions.