Lower Urinary Tract Symptoms in US Women: Contemporary Prevalence Estimates from the RISE FOR HEALTH Study.

PURPOSE: We aimed to estimate the prevalence of a wide range of lower urinary tract symptoms (LUTS) in US women, and explore associations with bother and discussion with health care providers, friends, and family. MATERIALS AND METHODS: We analyzed baseline data collected from May 2022 to December 2023 in the RISE FOR HEALTH study-a large, regionally representative cohort study of adult female community members. LUTS and related bother were measured by the 10-item Symptoms of Lower Urinary Tract Dysfunction Research Network Symptom Index, and discussion was assessed by a study-specific item. RESULTS: Of the 3000 eligible participants, 73% (95% CI 71%-74%) reported any storage symptoms, 52% (95% CI 50%-53%) any voiding or emptying symptoms, and 11% (95% CI 10%-13%) any pain with bladder filling, for an overall LUTS prevalence of 79% (95% CI 78%-81%). This prevalence estimate included 43% (95% CI 41%-45%) of participants with mild to moderate symptoms and 37% (95% CI 35%-38%) with moderate to severe symptoms. Over one-third of participants reported LUTS-related bother (38%, 95% CI 36%-39%) and discussion (38%, 95% CI 36%-40%), whereas only 7.1% (95% CI 6.2%-8.1%) reported treatment. Urgency and incontinence (including urgency and stress incontinence) were associated with the greatest likelihood of bother and/or discussion (adjusted prevalence ratios = 1.3-2.3), even at mild to moderate levels. They were also the most commonly treated LUTS. CONCLUSIONS: LUTS, particularly storage LUTS such as urgency and incontinence, were common and bothersome in the RISE study population, yet often untreated. Given this large burden, both prevention and treatment-related interventions are warranted to reduce the high prevalence and bother of LUTS.

An evaluation of the EASY instrument in a cross-sectional study.

BACKGROUND: The purpose of this paper is to evaluate the impact of modifying the published scoring system to address identified potential weaknesses in the published scoring system for the Evaluation of Activity Surveys in Youth (EASY). A secondary purpose was to evaluate the EASY on children in Grades 1-5. The EASY is a self-report physical activity instrument for youth. METHODS: Original EASY survey results were collected at one time point from an online panel from participants across the United States as part of a larger cross-sectional University of Minnesota project looking at children's specific activity and sports participation between June and August 2019. Data was evaluated using three common scoring methods: simple summation, mean, and transformed summation. Data was compared by Grades 1-5 and 6-8. RESULTS: The summary statistics of the scores show that there is no statistically significant difference across the scoring methods by population. A paired t-test evaluation of the different scoring methods shows that while the scores are very similar within methodology (simple summation, mean, transformed sum) they are all statistically significantly different from one another, which demonstrates that for any given individual the specific scoring methodology used can result in meaningful differences. The transformed sum provided the strongest methodologic result. Analysis also concluded that administering the scale by proxy to children from grades 1-5 resulted in similar responses to those in Grades 6-8 broadening the appropriate populations able to use this scale. CONCLUSION: The transformed sum is the preferred scoring method. TRIAL REGISTRATION: Not applicable.

Engaging Public Health Alumni in the Tracking of Career Trends: Results From a Large-Scale Experiment on Survey Fielding Mode.

OBJECTIVE: We sought to understand the relative impact of fielding mode on response rate among public health alumni. METHODS: As part of the 2021 Career Trends Survey of alumni from the University of Minnesota School of Public Health, we designed a fielding mode experiment to ascertain whether a paper survey, a postcard with a custom survey link ("postcard push-to-web"), a mobile telephone call or text (mobile), or an email invitation would garner the highest response rates. Invitations were randomly assigned from available contact information. RESULTS: Of 8531 alumni invited, 1671 alumni (19.6%) completed the survey. Among the initial fielding modes, the paper survey had the highest response rate (28%), followed by mobile (19%), email (10%), and postcard push-to-web (10%). More robust recent engagement with alumni relations, paper survey invitation or mode switch, and recent graduation were all significantly associated with a higher likelihood of response. CONCLUSIONS: Paper and mobile invitations had the highest response rates to our survey among public health alumni. Findings from this fielding mode experiment are relevant to schools and programs of public health seeking to capture similar information among their alumni, especially given current trends in investment in the public health workforce.

Evaluating the Impact of Youth Early Sport Specialization on Injury: An Evolution in Measurement.

Objective: To track youth sports participation and injury occurrence accurately and longitudinally. Results: An online survey tool that captures sports participation, frequency, level of competition, and tracks injury occurrence has been developed. The survey allows for longitudinal tracking of sports participation to evaluate the change from recreational to highly specialized sports participation. To maximize the utility of this research tool we identified swimmer plots which allow for clear visualization of the data as the best method for graphical representation. Implication: Longitudinal measurement of sports participation to evaluate the impact of early sports specialization on injury is feasible with this tool and enhanced by the swimmer plots for visualization.

Validation of bladder health scales and function indices for women's research.

BACKGROUND: Existing bladder-specific measures lack the ability to assess the full range of bladder health, from poor to optimal health. OBJECTIVE: This study aimed to report evidence of validity of the self-administered, multidimensional bladder health scales and function indices for research in adult women. STUDY DESIGN: A cross-sectional population-based validation study with random assignment to paper or electronic administration was conducted using national address-based probability sampling supplemented by purposive sampling of women with lower urinary tract symptoms in 7 clinical research centers. Construct validity of the bladder health scales and function indices was guided by a multitrait-multimethod approach using health and condition-specific questionnaires, bladder diaries, expert ratings of bladder health, and noninvasive bladder function testing. Internal dimensional validity was evaluated using factor analysis; internal reliability was assessed using paired t-tests and 2-way mixed-effects intraclass correlation coefficient models. Chi-square, Fisher exact, or t-tests were used for mode comparisons. Convergent validity was evaluated using Pearson correlations with the external construct measures, and known-group validity was established with comparison of women known and unknown to be symptomatic of urinary conditions. RESULTS: The sample included 1072 participants. Factor analysis identified 10 scales, with Cronbach's alpha ranging from 0.74 to 0.94. Intraclass correlation coefficients of scales ranged from 0.55 to 0.94. Convergent validity of the 10 scales and 6 indices ranged from 0.52 to 0.83. Known-group validity was confirmed for all scales and indices. Item distribution was similar by mode of administration. CONCLUSION: The paper and electronic forms of the bladder health scales and function indices are reliable and valid measures of bladder health for use in women's health research.

RISE FOR HEALTH: Rationale and protocol for a prospective cohort study of bladder health in women.

INTRODUCTION: The spectrum of bladder health and the factors that promote bladder health and prevent lower urinary tract symptoms (LUTS) among women are not well understood. This manuscript describes the rationale, aims, study design, sampling strategy, and data collection for the RISE FOR HEALTH (RISE) study, a novel study of bladder health in women conducted by the Prevention of Lower Urinary Tract Symptom (PLUS) Research Consortium. METHODS AND RESULTS: RISE is a population-based, multicenter, prospective longitudinal cohort study of community-dwelling, English- and Spanish-speaking adult women based in the United States. Its goal is to inform the distribution of bladder health and the individual factors (biologic, behavioral, and psychosocial) and multilevel factors (interpersonal, institutional, community, and societal) that promote bladder health and/or prevent LUTS in women across the life course. Key study development activities included the: (1) development of a conceptual framework and philosophy to guide subsequent activities, (2) creation of a study design and sampling strategy, prioritizing diversity, equity, and inclusion, and (3) selection and development of data collection components. Community members and cross-cultural experts shaped and ensured the appropriateness of all study procedures and materials. RISE participants will be selected by simple random sampling of individuals identified by a marketing database who reside in the 50 counties surrounding nine PLUS clinical research centers. Participants will complete self-administered surveys at baseline (mailed paper or electronic) to capture bladder health and LUTS, knowledge about bladder health, and factors hypothesized to promote bladder health and prevent LUTS. A subset of participants will complete an in-person assessment to augment data with objective measures including urogenital microbiome specimens. Initial longitudinal follow-up is planned at 1 year. DISCUSSION: Findings from RISE will begin to build the necessary evidence base to support much-needed, new bladder health promotion and LUTS prevention interventions in women.

Rationale and design of the validation of bladder health instrument for evaluation in women (VIEW) protocol.

BACKGROUND: Bladder health is an understudied state and difficult to measure due to lack of valid and reliable instruments. While condition specific questionnaires assess presence, severity and degree of bother from lower urinary tract symptoms, the absence of symptoms is insufficient to assume bladder health. This study describes the methodology used to validate a novel bladder health instrument to measure the spectrum of bladder health from very healthy to very unhealthy in population based and clinical research. METHODS: Three samples of women are being recruited: a sample from a nationally representative general population and two locally recruited clinical center samples-women with a targeted range of symptom severity and type, and a postpartum group. The general population sample includes 694 women, 18 years or older, randomly selected from a US Postal delivery sequence file. Participants are randomly assigned to electronic or paper versions of the bladder health instrument along with a battery of criterion questionnaires and a demographic survey; followed by a retest or a two-day voiding symptom diary. A total of 354 women around 7 clinical centers are being recruited across a spectrum of self-reported symptoms and randomized to mode of completion. They complete the two-day voiding symptom diary as well as a one-day frequency volume diary prior to an in-person evaluation with a standardized cough stress test, non-invasive urine flowmetry, chemical urine analysis and post void residual measurement. Independent judge ratings of bladder health are obtained by interview with a qualified health care provider. A total of 154 postpartum women recruited around 6 of the centers are completing similar assessments within 6-12 weeks postpartum. Dimensional validity will be evaluated using factor analysis and principal components analysis with varimax rotation, and internal consistency with Cronbach's alpha. Criterion validity will be assessed using multitrait-multimethod matrix including correlations across multiple data sources and multiple types of measures. DISCUSSION: We aim to validate a bladder health instrument to measure the degree of bladder health within the general population and among women (including postpartum) recruited from local clinical centers. Trial registration NCT04016298 Posted July 11, 2019 ( https://www.clinicaltrials.gov/ct2/show/NCT04016298?cond=bladder+health&draw=2&rank=1 ).

Measuring Bladder Health: Development and Cognitive Evaluation of Items for a Novel Bladder Health Instrument.

PURPOSE: We describe the item development and cognitive evaluation process used in creating the Prevention of Lower Urinary Tract Symptoms Bladder Health Instrument (PLUS-BHI). MATERIALS AND METHODS: Questions assessing bladder health were developed using reviews of published items, expert opinion, and focus groups' transcript review. Candidate items were tested through cognitive interviews with community-dwelling women and an online panel survey. Items were assessed for comprehension, language, and response categories and modified iteratively to create the PLUS-BHI. RESULTS: Existing measures of bladder function (storage, emptying, sensation components) and bladder health impact required modification of time frame and response categories to capture a full range of bladder health. Of the women 167 (18-80 years old) completed individual interviews and 791 women (18-88 years) completed the online panel survey. The term "bladder health" was unfamiliar for most and was conceptualized primarily as absence of severe urinary symptoms, infection, or cancer. Coping mechanisms and self-management strategies were central to bladder health perceptions. The inclusion of prompts and response categories that captured infrequent symptoms increased endorsement of symptoms across bladder function components. CONCLUSIONS: Bladder health measurement is challenged by a lack of awareness of normal function, use of self-management strategies to mitigate impact on activities, and a common tendency to overlook infrequent lower urinary tract symptoms. The PLUS-BHI is designed to characterize the full spectrum of bladder health in women and will be validated for research use.

Parental attitudes and decisions regarding MMR vaccination during an outbreak of measles among an undervaccinated Somali community in Minnesota.

Incidence of measles is increasing in the US, largely due to transmission among growing unvaccinated communities. To elucidate predictors of parental decision to obtain measles, mumps, and rubella (MMR) vaccine for unvaccinated children during a measles outbreak, we surveyed families among a vaccine-hesitant Somali community in Minnesota. The survey assessed attitudes and beliefs about MMR vaccine, motivators for vaccinating, and intention to vaccinate future children on time. Among 300 families surveyed, 95% vaccinated their child with MMR due to fear of measles. The predominating parental concern about MMR vaccine (71%) was a fallacious presumed connection between vaccination and autism. Only 41% of parents intended to vaccinate future children on time with MMR; parents who received recommendations for MMR vaccination from multiple sources were more likely than other parents to intend to do so. These findings support the importance of diverse outreach efforts to increase vaccine coverage among undervaccinated communities.

The Significance of Taking Antiretroviral Medications for African-Born People Living with HIV and Residing in Minnesota.

Thanks to the development of antiretroviral (ART) medications, HIV is now a chronic and manageable disease. This study aimed to (1) capture the experiences of African-born persons living with HIV and taking antiretroviral treatment, and (2) explore the impact of social and cultural factors on their decisions to follow the prescribed treatment. For this study, a qualitative approach was used. The participants were recruited via fliers, then screened for inclusion and exclusion criteria. Recruitment of the participants continued until data saturation occurred. The interview guide was developed based on the extensive literature and recommendations from the clinical team. In-person narrative interviews were conducted with 14 participants-African-born persons living with HIV and residing in Minnesota. Thematic Analysis revealed three emergent themes: "To exist I have to take the medicine"; barriers and facilitators in taking ART medications; and the power of spirituality and prayers. The findings of this study paint a picture of African-born persons living with HIV, and their experiences with ART medications. This study not only presents the participants' medication experiences and their significance, but also tells their stories of how God and prayers play a significant role in helping them to get through the difficult moments of their lives.

"Stigma and HIV Are Like Brother and Sister!": The Experience of African-Born Persons Living with HIV in the US.

Minnesota has seen an increase in the number of immigrants from Africa, notably in the mid-1990s, making up around 2% of Minnesota's total population. This population also faces many impediments that cause important difficulties not only for HIV prevention but also for treatment and care options. The objectives of this study were to capture the experiences of Persons Living with HIV (PLWH) in Minnesota (US) and to elicit their stories about their diagnosis news and what management strategies they use for coping with the stigma associated with the disease. Participants were recruited via fliers in pharmacies, clinics, and HIV service centers located in Minnesota. Recruitment continued until thematic saturation was obtained. Fourteen subjects participated in audio-recorded, semi-structured interviews that were transcribed verbatim into written text. The transcriptions were analyzed using Thematic Analysis. Three themes emerged from the data. Theme 1: Cruel News: "HIV-Oooooo! I wish I was dead", Theme 2: This is My Secret! and Theme 3: "Stigma and HIV are brother and sister". The results demonstrate that stigma is an ever-present problem in African-born PLWH living in the US. Participants perceived the stigma associated with HIV status to affect their lives and culture at individual, familial, and societal levels.

Development and Testing of the Preparation for Labor and Birth Instrument.

OBJECTIVE: To develop and assess the reliability and validity of a new instrument used during the third trimester of pregnancy to measure women's confidence in their ability to achieve physiologic birth, the Preparation for Labor and Birth (P-LAB) instrument. DESIGN: Two-phase instrument development study that consisted of item generation and a prospective field test. SETTING: Field testing occurred in five midwestern U.S. prenatal clinics. PARTICIPANTS: Participants in the field test were 203 nulliparous and parous pregnant women who intended to give birth vaginally. METHODS: Psychometric testing consisted of test-retest reliability testing and assessments of content validity, face validity, and construct validity. We measured construct validity using exploratory factor analysis and correlation with the Sense of Coherence Scale. RESULTS: The 22-item P-LAB showed good content validity, good internal consistency, and stability over time. All items had content validity index scores greater than or equal to 0.8, and the total instrument content validity index was 0.95. We identified four factors related to women's confidence in their ability to achieve physiologic birth: Planned Use of Pain Medication, Relationship With Care Provider and Supportive Birth Environment, Beliefs About Labor, and Labor Support (social and professional). Cronbach's alpha coefficient for the four extracted factors were .93, .76, .73 and .74, respectively. Intraclass correlation [95% confidence interval] for the total questionnaire was .92 [.88, .94]. We found no linear association between total P-LAB scores and sense of coherence. CONCLUSION: Our findings demonstrate acceptable initial psychometric properties for the P-LAB instrument. Additional testing is required to evaluate the instrument's construct, convergent, and divergent validity.

Narrative experiences of interactions with pharmacists among African-born persons living with HIV: "It's mostly business."

BACKGROUND: African-born persons constitute 1% of the total Minnesota population, yet 24% of new HIV infections occurred in this population in 2016. Furthermore, 32% of the African born persons living with HIV [PLWH] did not check their CD4 counts or viral load in 2018. Little is known of the role of pharmacists in antiretroviral (ARV) management in the PLWH of African origin. OBJECTIVE: This study aimed to describe the experiences of African-born PLWH in their interactions with pharmacists and perceptions of pharmacists' roles in fostering adherence to ARV therapy. METHODS: A qualitative approach was used for this study. Recruitment via fliers for in-person interviews with African-born PLWH in Minnesota continued until saturation was achieved. Narrative Interviews with 14 participants lasting up to 2 h were conducted over five months. All interviews were audio recorded and transcribed verbatim by a professional transcription service. Conventional Content Analysis was used to analyze the data. RESULTS: Three themes emerged from analyzed data "Interaction with the pharmacists," "Revealing the diagnosis to a pharmacist," and "Lack of disclosure of HIV status to a pharmacist." CONCLUSIONS: The participants referred to the interaction with pharmacists as a "business" or "transactional interaction." To better understand the interaction between pharmacists and PLWH of African-born, future studies could benefit from interviewing pharmacists from different practice settings.

The impact of survey mode on the response rate in a survey of the factors that influence Minnesota physicians' disclosure practices.

BACKGROUND: There is evidence that the physician response rate is declining. In response to this, methods for increasing the physician response rate are currently being explored. This paper examines the response rate and extent of non-response bias in a mixed-mode study of Minnesota physicians. METHODS: This mode experiment was embedded in a survey study on the factors that influence physicians' willingness to disclose medical errors and adverse events to patients and their families. Physicians were randomly selected from a list of licensed physicians obtained from the Minnesota Board of Medical Practice. Afterwards, they were randomly assigned to either a single-mode (mail-only or web-only) or mixed-mode (web-mail or mail-web) design. Differences in response rate and nonresponse bias were assessed using Fischer's Exact Test. RESULTS: The overall response rate was 18.60%. There were no statistically significant differences in the response rate across modes (p - value = 0.410). The non-response analysis indicates that responders and non-responders did not differ with respect to speciality or practice location. CONCLUSIONS: The mode of administration did not affect the physician response rate.

Perceived Benefits of Using Complementary and Alternative Medicine by Race/Ethnicity Among Midlife and Older Adults in the United States.

Objective: To describe, for a national sample of midlife and older adults, the types of complementary and alternative medicine (CAM) used for health and wellness and the perceived benefits of CAM use by race/ethnicity. Method: Using data from the 2012 National Health Interview Survey, we ran multiple logistic regression models to estimate the odds of each perceived benefit among adults ages 50 and older. Results: More than 38% of midlife and older adults used CAM in the past year. For six of seven perceived benefits examined, we found significant differences by race/ethnicity, with each group having higher odds of two or more perceived benefits compared with non-Hispanic Whites. Discussion: Although racial/ethnic minority groups are less likely to use CAM compared with non-Hispanic Whites, those who use CAM perceive great benefit. Future research should examine the potential contribution of evidence-based CAM to promoting health and well-being in a diverse aging population.

Burnout, Moral Distress, Work-Life Balance, and Career Satisfaction among Hematopoietic Cell Transplantation Professionals.

A projected shortage of hematopoietic cell transplantation (HCT) health professionals was identified as a major issue during the National Marrow Donor Program/Be The Match System Capacity Initiative. Work-related distress and work-life balance were noted to be potential barriers to recruitment/retention. This study examined these barriers and their association with career satisfaction across HCT disciplines. A cross-sectional, 90-item, web-based survey was administered to advanced practice providers, nurses, physicians, pharmacists, and social workers in 2015. Participants were recruited from membership lists of 6 professional groups. Burnout (measured with the Maslach Burnout Inventory subscales of emotional exhaustion and depersonalization) and moral distress (measured by Moral Distress Scale-Revised) were examined to identify work-related distress. Additional questions addressed demographics, work-life balance, and career satisfaction. Of 5759 HCT providers who received an individualized invitation to participate, 914 (16%) responded; 627 additional participants responded to an open link survey. Significant differences in demographic and practice characteristics existed across disciplines (P < .05). The prevalence of burnout differed across disciplines (P < .05) with an overall prevalence of 40%. Over one-half of pharmacists had burnout, whereas social workers had the lowest prevalence at less than one-third. Moral distress scores ranged from 0 to 336 and varied by discipline (P < .05); pharmacists had the highest mean score (62.9 ± 34.8) and social workers the lowest (42.7 ± 24.4). In multivariate and univariate analyses, variables contributing to burnout varied by discipline; however, moral distress was a significant contributing factor for all providers. Those with burnout were more likely to report inadequate work-life balance and a low level of career satisfaction; however, overall there was a high level of career satisfaction across disciplines. Burnout, moral distress, and inadequate work-life balance existed at a variable rate in all HCT disciplines, yet career satisfaction was high. These results suggest specific areas to address in the work environment for HCT health professionals, especially the need for relief of moral distress and a greater degree of personal time. As the creation of healthy work environments is increasingly emphasized to improve quality care and decrease costs, these findings should be used by HCT leadership to develop interventions that mitigate work-related distress and in turn foster recruitment and retention of HCT providers.

Validation of a single summary score for the Prolapse/Incontinence Sexual Questionnaire-IUGA revised (PISQ-IR).

INTRODUCTION AND HYPOTHESIS: The Prolapse/Incontinence Sexual Questionnaire-International Urogynecology Association (IUGA) Revised (PISQ-IR) measures sexual function in women with pelvic floor disorders (PFDs) yet is unwieldy, with six individual subscale scores for sexually active women and four for women who are not. We hypothesized that a valid and responsive summary score could be created for the PISQ-IR. METHODS: Item response data from participating women who completed a revised version of the PISQ-IR at three clinical sites were used to generate item weights using a magnitude estimation (ME) and Q-sort (Q) approaches. Item weights were applied to data from the original PISQ-IR validation to generate summary scores. Correlation and factor analysis methods were used to evaluate validity and responsiveness of summary scores. RESULTS: Weighted and nonweighted summary scores for the sexually active PISQ-IR demonstrated good criterion validity with condition-specific measures: Incontinence Severity Index = 0.12, 0.11, 0.11; Pelvic Floor Distress Inventory-20 = 0.39, 0.39, 0.12; Epidemiology of Prolapse and Incontinence Questionnaire-Q35 = 0.26 0,.25, 0.40); Female Sexual Functioning Index subscale total score = 0.72, 0.75, 0.72 for nonweighted, ME, and Q summary scores, respectively. Responsiveness evaluation showed weighted and nonweighted summary scores detected moderate effect sizes (Cohen's d > 0.5). Weighted items for those NSA demonstrated significant floor effects and did not meet criterion validity. CONCLUSIONS: A PISQ-IR summary score for use with sexually active women, nonweighted or calculated with ME or Q item weights, is a valid and reliable measure for clinical use. The summary scores provide value for assesing clinical treatment of pelvic floor disorders.

Collegiate ACL Injury Rates Across 15 Sports: National Collegiate Athletic Association Injury Surveillance System Data Update (2004-2005 Through 2012-2013).

OBJECTIVE: To present data on the rate of anterior cruciate ligament (ACL) injury in 15 collegiate sports from 2004 to 2005 through 2012 to 2013 updating the 1988-1989 to 2003-2004 data. DESIGN: Prospectively designed descriptive epidemiology study. SETTING: National Collegiate Athletic Association Schools. PARTICIPANTS: National Collegiate Athletic Association School athletes. MAIN OUTCOME MEASURE: Injury rate by year and sport. RESULTS: Most ACL injuries to women occurred by a noncontact mechanism (60%) versus a contact mechanism for men (59%). The highest average annual rate of ACL injury for men was found in football (0.17 per 1000 athlete-exposure [A-E]). The highest average annual rate of ACL injury for women was found in lacrosse (0.23 per 1000 A-E). There were statistically significant increases in average annual injury rate for men's (P = 0.04) and women's soccer (P = 0.01) and a statistically significant decrease in women's gymnastics over the 9 years (=0.009). Controlling for exposures, there were statistically significant increases in the average annual number of injuries for men's and women's basketball, ice hockey, field hockey, football, and volleyball and a decrease in the average annual number of injuries for baseball and women's gymnastics. Women continue to sustain ACL injuries at higher rates than men in the comparable sports of soccer, basketball, and lacrosse. CONCLUSIONS: Anterior cruciate ligament injury rates continue to rise in men's and women's soccer. Some sports have shown absolute increases in ACL rates, which persist even after exposure rates are taken into account. CLINICAL RELEVANCE: Despite extensive research and development of prevention programs before and during the time of this study, very few sports showed a reduction in ACL injury rates in this data set.