Care Usage Research Articles

Alignment of Audiologists' Values With Best-Practice Standards: Insights From a National Survey.

Previous research documented the values of audiology through a qualitative content analysis of documents representing traditional, best-practice hearing health care. The primary objective of this study was to validate the existing list of audiology values. Through a nationwide survey, this study aimed to elicit the values of practicing audiologists, with a specific focus on the prescription and dispensing of amplification devices, to ensure a comprehensive understanding of their priorities. Additionally, this study sought to identify any values missing from the original list and determine the rank order importance of these values, comparing this to the prioritization of values found in best-practice audiology documents. This comparison aimed to assess the alignment of recommended guidelines and real-world practices in hearing health care. An online survey was distributed to audiologists to elicit the prioritization of values from hearing health care providers. Participants were tasked with sorting and ranking 18 items, each representing a specific value in hearing health care, based on importance. Respondents were encouraged to suggest and rank the importance of additional values not included in the list. Audiologists were recruited from professional association mailing lists and direct contact. Respondent demographics were representative of U.S. audiologists. Qualitative content analysis was used to interpret values suggested by audiologists. Kendall's rank distance test was used to compare values prioritization between audiologists and best-practice audiology documents. After filtering out incomplete or disqualifying responses, data from 289 audiologists across 46 states were analyzed. Additional values suggested by respondents aligned with existing values from best-practice documents; thus, no new values were added as a result of this study. A ranked list of values based on mean order of importance was elicited from U.S.-based audiologists. There was substantial agreement between survey results and the rank order of values found in best-practice audiology documents. A demographic subgroup analysis revealed a broad agreement among audiologists in the rank order of values. This study validated a comprehensive list of values in audiology and identified the rank order of values among a nationally representative sample of audiologists. The findings provide a foundation for future investigations into how these values influence decision-making processes for individuals with hearing difficulty. Addressing values conflicts as potential barriers to hearing health care usage can lead to solutions aligned with values of specific populations, ultimately improving the adoption and effectiveness of hearing health care interventions. https://doi.org/10.23641/asha.27478149.

Higher Percentage of Virtual Primary Care Associated With Minimal Differences in Achievement of Quality Metrics.

To test the impact of virtual care usage on quality metrics used for performance measurement. Virtual care improves access to primary care; however, the quality of care must not be adversely impacted by its use. This is a mixed-design etiologic study using data from patients receiving primary care in a large, regional health system from January 2020 through December 2021. Eligible patients had at least one primary care contact. Eligible physicians had 10 or more patient contacts. The quartile of virtual visits per physician per month is calculated as the percentage of total visits conducted by phone or video (Q1 is the lowest). Six metrics used for value-based reimbursement were chosen for modeling with generalized linear mixed models. The data included 200,090 patients of 683 physicians in 42 clinics over 24 months. Virtual care usage peaked in April 2020 at 78% and then stabilized at 18%. The blood pressure metric was met in 66% (95% CI: 63%-69%) of physician months in Q1 and 65% (95% CI: 63%-68%) in Q4 (P = 0.003). The hemoglobin A1c metric was met in 73% (95% CI: 70%-76%) of physician months in Q1 and 72% (95% CI: 69%-75%) in Q4, not a significant difference. Breast cancer screening completion and colon cancer screening completion did not differ across virtual care quartiles. Medicare annual wellness visits were completed in 55% (95% CI: 50%-60%) of Q1 physician months and 54% in each of Q2, Q3, and Q4 (P < 0.0001). Some quality metrics were modestly impacted by high virtual primary care usage; the absolute differences in rates were small. This may provide reassurance to physicians and their health systems that telemedicine use may not adversely impact quality metrics.

Evaluation of the causal effect of maternal education on the utilisation of maternal health services in Bangladesh using an observational study - a comparison of different propensity score methods and covariate adjustment

BackgroundAssessing maternal health care utilisation is imperative for the health of both mother and her child. Maternal education is an important determinant in subsequent maternal health care usage, according to research. There is a dearth of research on the causal relationship between maternal education and maternal health services as well as examining the performance of different propensity score methods for estimating absolute effects. Therefore, this study aims to estimate the effect of maternal education on usage of maternal health services minimising the confounding effect and to compare different propensity score approaches to estimate absolute effects of maternal education on usage of maternal health services.MethodsWe used data from a cross-sectional study conducted by icddr,b in Bangladesh. A total of 1300 recently delivered mothers were included in this study. We used different propensity score (PS) methods to estimate the causal effect of maternal education on receiving maternal health services, including PS matching, PS weighting, covariate adjustment using PS, as well as used modified log-Poisson regression with and without multiple covariates.ResultsThe study revealed highly imbalanced possible confounding factors for mother's educational level, which might lead to erroneous estimates. All methods indicated a significant effect of higher maternal education, whether measured as a continuous scale or a binary variable (secondary or higher vs. below secondary) on maternal health services, significantly increased the likelihood of receiving four or more ANC, delivered at facility, PNC within 42 days and receiving all maternal health services compared to the mothers with lower level of education. The PS weighting provided precise estimates with a low range of confidence interval.ConclusionsThe results provided important insights on how well these techniques worked to reduce effect of confounding variables and achieve precise estimates. Propensity score weighting method performed better in terms of providing more precise estimates with a narrower range of confidence intervals, indicating that this method may be a reliable approach for estimating the causal effect of maternal education on maternal health service utilisation. However, careful consideration should be given to selecting the most appropriate method.

Spatial Patterns of Emergency Dental Care Utilization: Assessing the Influence of Social Vulnerability and Dental Provider Availability.

Our aim was to examine the association between emergency dental care use and dental providers' availability and ZIP code social vulnerability index. This cross-sectional observational study mapped variations in emergency dental care and analyzed their association with social vulnerability using generalized spatial two-stage least-squares to address spatial correlation. To perform spatial autoregressive modeling to examine how dental provider capacity and social vulnerability influence emergency care use across neighboring counties, accounting for ZIP Code Tabulation Area (ZCTA) spillover effects, we used secondary data from the Maryland Health Services Cost Review Commission, InfoUSA, and the US Census American Community Survey. We focused on emergency dental care usage in ZIP Code Tabulation Areas, using emergency department visits and inpatient stays per 1000 residents for dental conditions, as the dependent variable. Highly vulnerable ZCTAs saw 5.9× more non-traumatic dental condition (NTDC) ED visits, 5.3× more chronic dental ED visits, 3.3× more NTDC inpatient stays, and 1.3× more chronic dental inpatient stays than less vulnerable areas. For all four measures of emergency dental care use, increased dental provider availability was associated with reductions in use of emergency dental care (ED), while higher social vulnerability was associated with increased use. For example, an increase of one dental provider per 1000 residents was associated with a reduction of 28.2 non-traumatic dental ED visits, while a high social vulnerability index was associated with an increase of 88.6 non-traumatic dental ED visits. There was an association among dental provider availability, social vulnerability, and the use of emergency dental care.

Outpatient inhaled corticosteroid use in bronchopulmonary dysplasia.

In the outpatient setting, inhaled corticosteroids (ICS) are frequently given to children with bronchopulmonary dysplasia (BPD) for treatment of respiratory and asthma-associated symptoms. In this study we sought to determine if correlations existed between ICS use and ICS initiation and patient characteristics and outpatient respiratory outcomes. This study included children with the diagnosis of BPD (n = 661) who were seen in outpatient pulmonary clinics at the Children's Hospital of Philadelphia between 2016 and 2021. Chart review was used to determine patient demographics, use and timing of ICS initiation, asthma diagnosis, and acute care usage following initial hospital discharge. At the first pulmonary visit, 9.2% of children had been prescribed an ICS at NICU discharge, 13.9% had been prescribed an ICS after NICU discharge but before their first pulmonary appointment, and 6.9% were prescribed an ICS at the completion of initial pulmonary visit. Children started on an ICS as outpatientshad a higher likelihood of ER visits (adjusted odds ratio: 2.68 ± 0.7), hospitalizations (4.81 ± 1.16), and a diagnosis of asthma (3.58 ± 0.84), compared to children never on an ICS. Of those diagnosed with asthma, children prescribed an ICS in the outpatient setting received the diagnosis at an earlier age. No associations between NICU BPD severity scores and ICS use were found. This study identifies an outpatient BPD phenotype associated with ICS use and ICS initiation independent of NICU severity score. Additionally, outpatient ICS initiation correlates with a subsequent diagnosis of asthma and acute care usage in children with BPD.

Process Mining on National Health Care Data for the Discovery of Patient Journeys of Older Adults

ObjectiveUnderstanding the longitudinal patterns of health care utilization among older adults is crucial for designing effective patient journeys and enhancing care coordination across settings. This study aims to uncover the most common patient journeys of older adults. DesignThis explorative study used process mining techniques to analyze national health care data from 2017 to 2019, focusing on patient care journeys of older adults (aged ≥65 years) in the Netherlands. Setting and ParticipantsData were sourced from Statistics Netherlands, encompassing all residents aged ≥65 years as of January 1, 2017. Health care usage declarations from various care settings during 2017-2019 were included. Patient journeys were exclusively selected if their initiation points were certain. MethodsData underwent rigorous preprocessing, merging, and filtering to create a single event log file suitable for process mining. Patients were categorized by age and medication use, and differences in patient journeys were analyzed. Process mining techniques generated visualizations illustrating the connections between care forms and the impact of changes in one form on others. ResultsThe study included 3,177,203 individuals aged 65 years and older, with 44% experiencing 1 or more patient journeys totaling 2,469,663 journeys in 2017-2019. Most care journeys for older adults were simple and short. The top 10 most frequent journeys had 4 or fewer care forms, with 95% of journeys for the 65+ population and 90% for the 85+ population having 4 or fewer care transitions. Long-term care forms, such as home care, personal care, and long-term care, accounted for the majority of time spent in the system. Conclusions and ImplicationsThis pioneering study used process mining to show that most older adults tend to have a straightforward health care need, often involving the emergency department and hospitalizations. However, a smaller group among the population requires more complex and prolonged care, especially in the 85+ population. Reducing the number of transitions for this population, although impacting fewer people, might result in a larger effect on the overall system.

Healthcare performance for patients with heart failure in Iran: addressing the tip of the iceberg.

Chronic diseases, such as heart failure with reduced ejection fraction (HFrEF), remain significant factors in the healthcare burden in Iran. Healthcare systems must have comprehensive data on the current usage, costs, and quality of care to tackle these challenges and formulate strategic plans effectively. The study included 209 patients with a mean age of 58 years (SD = 16.5) who met the inclusion criteria of having an ejection fraction of less than 40% and a confirmed diagnosis of HFrEF. This study used nationally representative data to assess the healthcare usage, costs, and quality of HFrEF management in Iran. The most used services were medication dispensing (76%) and outpatient visits (53%), while rehabilitation (3%) and homecare (2%) were used less frequently. The annual per-patient direct medical cost was $1,464, with $308 (21%) paid out-of-pocket (OOP). Hospitalization accounted for most of the total cost (68%), and pharmacy expenses comprised the largest portion of OOP payments (46%). Echocardiography was performed for 91.1% of patients upon admission. Only 71.6% of patients had arrangements for a cardiology visit within seven days following hospital discharge. Additionally, only 67.5% of patients received prescriptions for angiotensin-converting enzyme inhibitors or angiotensin receptor blockers, and 85% were prescribed beta-blockers. Patients with heart failure in Iran face challenges in accessing adequate cardiac care, including a lack of care continuity and advanced cardiac services. The study provided an essential benchmark for future healthcare reform.

The effect of team-model on healthcare usage and treatment levels among people with type 2 diabetes

Abstract Background In North Karelia Finland, a team-based service model was implemented in some municipalities’ primary healthcare (PHC) centers during 2020. In this team-model, a healthcare customer contacts a nurse who initiates the service process immediately. Nurses can also consult or direct customers to other healthcare professionals and arrange physical appointments if needed. The aims of the model are improved customer and personnel experience and satisfaction, and improved quality and effectiveness of care. We assess the effect of this team-model on treatment levels, measurement activity, and health care usage among patients with type 2 diabetes (T2D). Methods Patients with T2D were identified using the ICD-10 code E11 from the regional electronic health records. The data include all patients diagnosed by 2016 who were alive and residing in North Karelia in 2023 (N = 6312). Diabetes-related contacts with nurses or doctors in outpatient PHC and specialized healthcare (SHC) were considered, along with measurement activity and levels of glycated hemoglobin (HbA1c) and low-density lipoproteins (LDL) between the years 2017 and 2022. Annual differences between areas were analyzed using logistic and linear mixed models. Results In 2017, patients’ mean age was 66 and age range 20-93. The proportion of men was 55% and 45% resided in team-model areas in 2023. The team-model increased T2D-related outpatient PHC remote contact with nurses for a couple of years. But eventually they decreased to a lower level than before. Additionally, the team-model reduced the number of other contacts. An increased difference between areas in measurement activity on HbA1c and LDL levels was also observed. But the difference between areas in proportion of those who achieved treatment targets stayed unchanged. Conclusions In the long-term, the team-model reduced the number of T2D-related contacts and increased the measurement activity of HbA1c and LDL, but it had no effect on treatment levels. Key messages • Team-based service models might potentially reduce service use in the long term. • More research and evidence are needed on the effectiveness and cost-effectiveness of team-based service models.

Emotion regulation among adults with asthma: Links with short-acting inhaler medication overuse and utilization of acute medical care

Objective Existing research suggests that emotion plays an important role in airway inflammation and asthma symptom control. The objective of this study was to determine whether difficulties regulating emotion were associated with overuse of short-acting inhaled medications and acute medical care usage in adults with asthma. Methods The sample included 401 adults with asthma recruited from an online panel of adults with chronic respiratory disease. Sequential binary logistic regression models were used to examine the associations of emotion regulation with short-acting inhaled medication use and acute medical care use, controlling for patient characteristics and comorbid mental health conditions. Results Greater difficulties with emotion regulation were significantly associated with greater odds of short-acting inhaler medication overuse (p < 0.001), emergency department visits (p < 0.001), and hospitalizations (p = 0.001). Conclusions Emotion dysregulation may play an important role in asthma management. Evidence-based interventions to reduce difficulties in emotion regulation may help improve problematic patterns of short-acting medication overuse and acute service use. The current findings should be interpreted in the context of several limitations, including the use of self-report measures. Future research should use electronic medical records or metered dose inhalers to objectively assess short-acting inhaler overuse and acute medical care use.

Health Care Utilisation in a Cohort of Patients with Primary and Secondary Antibody Deficiency in the United Kingdom

IntroductionThis study investigates the frequency of hospital attendances, emergency care attendances and geographical influences on service interaction in cohorts of patients with primary and secondary antibody deficiency, to inform future service planning and delivery.MethodsThe COVID-19 in Antibody Deficiency (COV-AD) study was a United Kingdom study that enrolled 525 participants between April 2021 and September 2022. Data on health care utilisation was extracted from a screening cohort of participants at one participating site (Birmingham, UK). Hospital attendance (i.e. all outpatient and inpatient care episodes, including hospital-based IVIG treatment) and emergency care attendance patterns were analysed. Geographical differences in travel times to hospitals and associated costs were considered for all participants at all recruiting sites.ResultsIndividuals with antibody deficiency had a median of 7 hospital attendances per year. A diagnosis of secondary antibody deficiency, and antibody deficiency severe enough to require treatment with immunoglobulin replacement were associated with an increased frequency of hospital attendance. 12.7% of the cohort attended the Emergency Department at least once in the preceding twelve months. Individuals with secondary antibody deficiency were at greater risk of requiring emergency care over the preceding one-year and five-year periods. Individuals receiving subcutaneous immunoglobulin lived further from their local immunology centre and were more likely to engage with the COV-AD research study remotely, via dried blood spots sampling.ConclusionThis study highlights the utilisation of emergency and secondary care usage amongst patient with immunodeficiency and may inform service adaptation and development to better accommodate patient needs and circumstances.

From Fax to Secure File Transfer Protocol: The 25-Year Evolution of Real-Time Syndromic Surveillance in England.

The purpose of syndromic surveillance is to provide early warning of public health incidents, real-time situational awareness during incidents and emergencies, and reassurance of the lack of impact on the population, particularly during mass gatherings. The United Kingdom Health Security Agency (UKHSA) currently coordinates a real-time syndromic surveillance service that encompasses 6 national syndromic surveillance systems reporting on daily health care usage across England. Each working day, UKHSA analyzes syndromic data from over 200,000 daily patient encounters with the National Health Service, monitoring over 140 unique syndromic indicators, risk assessing over 50 daily statistical exceedances, and taking and recommending public health action on these daily. This English syndromic surveillance service had its origins as a small exploratory pilot in a single region of England in 1999 involving a new pilot telehealth service, initially reporting only on "cold or flu" calls. This pilot showed the value of syndromic surveillance in England, providing advanced warning of the start of seasonal influenza activity over existing laboratory-based surveillance systems. Since this initial pilot, a program of real-time syndromic surveillance has evolved from the single-system, -region, -indicator pilot (using manual data transfer methods) to an all-hazard, multisystem, automated national service. The suite of systems now monitors a wide range of syndromes, from acute respiratory illness to diarrhea to cardiac conditions, and is widely used in routine public health surveillance and for monitoring seasonal respiratory disease and incidents such as the COVID-19 pandemic. Here, we describe the 25-year evolution of the English syndromic surveillance system, focusing on the expansion and improvements in data sources and data management, the technological and digital enablers, and novel methods of data analytics and visualization.

Effect of Hospital-to-Home Transitional Care for COPD on Patient-Centered Outcomes.

Appropriate hospital-to-home transitional care has been recognized for its positive impact on health care usage and health outcomes in patients with COPD. However, there is limited research assessing its effects on patient-centered outcomes, focusing on patient symptoms and experiences. This single-blind randomized controlled trial included subjects diagnosed with COPD at one of 2 university hospitals in South Korea. The study included 179 subjects (transitional care group [transitional care], 87; usual care group [usual care], 92). The transitional care received transitional care comprising post-discharge care planning, personalized education, breathing exercises, telephone counseling, home visits, and referral to social services. We analyzed the effects of these interventions by comparing breathing symptoms and various patient-centered outcomes between the 2 groups. The Modified Medical Research Council scores (mean [SD], transitional care 1.3 [1.06], usual care 1.82 [1.1], P = .002) and COPD Assessment Test scores (transitional care 6.32 [5.5], usual care 9.43 [7.16], P = .001) in the intervention group demonstrated more significant improvement than did those in the usual care. Following intervention, the subjects exhibited enhanced awareness of their disease, an increased frequency of inhaler use (transitional care 49.69 [1.67], usual care 46.86 [7.92], P = .002), and lower depression and anxiety scores. Additionally, the transitional care outperformed the usual care in the domain of subject experience during hospitalization (transitional care 39.34 [6.14], usual care 37.5 [5.61], P = .036), preparedness before discharge (transitional care 34.54 [4.96], usual care 32.3 [5.09], P = .003), and post-discharge management (transitional care 34.72 [4.36], usual care 30.29 [4.26], P = .003). Evidence-based transitional care services can exert positive effects on patient-centered indices. Our findings can be used as evidence of the need to establish patient-centered transitional care as a form of universal care for patients with COPD.

Telehealth insights from an integrated care system.

The COVID-19 pandemic accelerated telehealth expansion trends as policy makers instituted flexibilities and coverage changes. Federal telehealth flexibilities expire, however, at the end of 2024. To decide whether to extend those flexibilities, policy makers need information about consumer telehealth preferences, impacts of telehealth on care usage and quality, and telehealth accessibility for the full diversity of patients. Research from one of the nation's largest integrated, value-based health systems provides insights. Findings suggest that telehealth utilization has dropped since the peak of the pandemic but remains higher than prepandemic levels. Telehealth appears to be replacing in-person visits rather than leading to more total visits. Patients generally prefer in-person care but many like having the option to use video- and phone-based telehealth, and both video- and phone-based care appear to be helping patients access primary care. An integrated, value-based care approach may assist a diverse range of patients in accessing telehealth services. Action is still needed, however, to ensure that the full diversity of patients can easily access telehealth offerings. Based on experiences within our health system, we recommend that policy makers maintain public and private payer coverage for video- and phone-based telehealth services; encourage well-designed value-based payment models to simplify and expand telehealth access; improve broadband accessibility and broadband and device affordability so that all patients can access telehealth services; and hold digital health to equivalent high standards for care quality, safety, patient satisfaction, clinical outcomes, and health equity as in-person care.

Impact of family doctor system on diabetic patients with distinct service utilisation patterns: a difference-in-differences analysis based on group-based trajectory modelling

IntroductionThis study examines the impact of China’s family doctor system (FDS) on healthcare utilisation and costs among diabetic patients with distinct long-term service utilisation patterns.MethodsConducted in City A, eastern China,...

The relationship between oral health and dental care usage behavior and health-related quality of life (EQ-5D) in women who have experienced pregnancy and childbirth

Objectives: This study analyzed raw data from the 8th National Health and Nutrition Examination Survey (2019-2021) to assess the impact of oral health problems and dental care usage patterns of women who have experienced pregnancy and childbirth. Methods: Out of the 2,389 participants with pregnancy and childbirth experience, 1,301 were included in the final analysis. Multiple regression analysis was conducted using to determine the influencing factors on EQ-5D. Results: Factors influencing EQ5D include general characteristics (age, family income (5 quintile), status of basic living subsistence, education level), oral health problems (chewing problems, complaints of chewing discomfort, speaking problems) (p&lt;0.001). Conclusions: The oral health problems and dental care usage patterns of women who experience pregnancy and childbirth have a significant impact on their health-related quality of life. This study provides basic data for women’s ongoing oral care.

Body dissatisfaction widens the racial disparities of Benzophenone-3, a chemical biomarker of personal care and consumer product usage.

Body dissatisfaction can drive individuals to use personal care products, exposing themselves to Benzophenone-3 (BP3). Yet, no study has examined the link between body dissatisfaction and elevated chemical exposures. Our study examines how body dissatisfaction impacts the racial differences in BP3 exposures. Using NHANES 2003-2016 data for 3,072 women, we ascertained body dissatisfaction with a questionnaire on weight perception. We ran two generalized linear models with log10-transformed urinary concentrations of BP3 as the outcome variable and the following main predictors: one with race/ethnicity and another combining race/ethnicity and body dissatisfaction. We also conducted stratified analyses by race/ethnicity. We adjusted for poverty income ratio, BMI, urinary creatinine, and sunscreen usage. BP3 levels in Mexican American, Other Hispanic, Other Race, non-Hispanic White, and non-Hispanic Asian women were on average 59%, 56%, 33%, 16%, and 9% higher, respectively, compared to non-Hispanic Black women. Racial differences in BP3 levels are accentuated with body dissatisfaction. For example, Other Hispanic women perceiving themselves as overweight had 69% higher BP3 levels than non-Hispanic Black women (p-value = 0.01), while those perceiving themselves as at the right weight had 32% higher levels (p-value = 0.31). Moreover, minority women perceiving themselves as overweight tended to have higher BP3 levels than those who do not. For example, BP3 levels in Other Hispanic women perceiving themselves as overweight are significantly higher compared to those who do not (73%, p-value = 0.03). In contrast, such differences in the non-Hispanic White women are minimal (-0.5%, p-value = 0. 98). Minority women with body dissatisfaction show elevated BP3 exposure independent of sunscreen usage, implying that their elevated exposures may stem from using other personal care and consumer products. Further research is needed to determine if increases of exposure to potential toxicants occur among minority women with body dissatisfaction.

Body dissatisfaction widens the racial disparities of Benzophenone-3, a chemical biomarker of personal care and consumer product usage

Body dissatisfaction widens the racial disparities of Benzophenone-3, a chemical biomarker of personal care and consumer product usage

Malaria community case management usage and quality of malaria care in a moderate Plasmodium falciparum burden region of Chadiza District, Zambia

BackgroundMalaria community case management (CCM) can improve timely access to healthcare, and CCM programmes in sub-Saharan Africa are expanding from serving children under 5 years (CU5) only to all ages. This report characterizes malaria case management in the setting of an age-expanded CCM programme in Chadiza District, Zambia.MethodsThirty-three households in each of 73 eligible communities were randomly selected to participate in a household survey preceding a trial of proactive CCM (NCT04839900). All household members were asked about fever in the prior two weeks and received a malaria rapid diagnostic test (RDT); those reporting fever were asked about healthcare received. Weighted population estimates were calculated and mixed effects regression was used to assess factors associated with malaria care seeking.ResultsAmong 11,030 (98.6%) participants with RDT results (2,357 households), parasite prevalence was 19.1% by RDT; school-aged children (SAC, 5–14 years) had the highest prevalence (28.8%). Prior fever was reported by 12.4% of CU5, 7.5% of SAC, and 7.2% of individuals ≥ 15 years. Among those with prior fever, 34.0% of CU5, 56.0% of SAC, and 22.6% of individuals ≥ 15 years had a positive survey RDT and 73.7% of CU5, 66.5% of SAC, and 56.3% of individuals ≥ 15 years reported seeking treatment; 76.7% across all ages visited a CHW as part of care. Nearly 90% (87.8%) of people who visited a CHW reported a blood test compared with 73.5% seen only at a health facility and/or pharmacy (p < 0.001). Reported malaria treatment was similar by provider, and 85.9% of those with a reported positive malaria test reported getting malaria treatment; 66.9% of the subset with prior fever and a positive survey RDT reported malaria treatment. Age under 5 years, monthly or more frequent CHW home visits, and greater wealth were associated with increased odds of receiving healthcare.ConclusionsChadiza District had high CHW coverage among individuals who sought care for fever. Further interventions are needed to increase the proportion of febrile individuals who receive healthcare. Strategies to decrease barriers to healthcare, such as CHW home visits, particularly targeting those of all ages in lower wealth strata, could maximize the benefits of CHW programmes.

Fetal alcohol syndrome and population level health care usage in British Columbia, Canada

BackgroundThe literature indicates that youth with Fetal Alcohol Syndrome (FAS) may experience high rates of both physical and mental health issues compared to youth without FAS. However, there is little population level health data available for youth with FAS, particularly for youth transitioning from pediatric to adult healthcare services. ObjectiveThe objective of this study was to compare health care usage of youth with Fetal Alcohol Syndrome to youth without any intellectual/developmental disabilities (IDD). MethodsThis study used a retrospective cohort design and population-level administrative health data to examine five aspects of health care usage by youth with FAS and compare them to youth with no intellectual/developmental disability. The variables were medically required dental care, visits to emergency departments and visits for mental health issues. In addition, the study stratified data by age groups and examined the difference between youth aged 15–19 and youth aged 20–24. ResultsYouth with FAS had higher adjusted odds of medically required dental care, visits to the emergency department and visits for anxiety/depression, psychotic illnesses and substance use disorders compared to youth with no IDD. The odds of a medically required dental visit, emergency department visit and visit for psychotic illness or substance use disorder were also higher for youth aged 20–24 years compared to youth aged 15–19 years. ConclusionsThese findings indicate that youth with FAS require urgent attention for each of the medically-related variables included in this study. The need for attention to their health care needs may increase as these youth transition from pediatric to adult health care services.

Prognosis of fall risk in home care clients: A noninvasive approach using survival analysis

Abstract Aim The present study has designed, implemented, and evaluated a machine learning model that can predict fall risk and fall occurrence in community-dwelling elderly based on their home care usage. Subjects and methods A dataset consisting of 2542 weekly home care records for 1499 citizens (59% female, 41% male) with a mean age of 77 years (SD 10 years) was collected from a large municipality in Denmark. The data were recorded between January 1, 2021, and December 31, 2021. The dataset was divided into two cohorts. Subsequently, five machine learning-based survival analysis models were trained and evaluated using cross-validation. Results The CoxBoost model showed the best discriminative performance with a mean 0.64 (95% CI 0.57–0.72) Harrell’s concordance index, indicating better ranking than chance-level by 14% on average. However, the model could not accurately predict when the next fall would take place. Conclusions The proposed method enables professionals to assess individual fall risk by using home care records from an Electronic Health Record (EHR) system. This facilitates the initiation of targeted fall-prevention programs for those at highest risk. Additionally, it is expected that a risk-based approach can lead to a lower number needed to treat (NNT), indicating greater effectiveness of health interventions.