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Journal of Medical Internet Research | 2013

Correlates of Health-Related Social Media Use Among Adults

Rosemary Thackeray; Benjamin T. Crookston; Joshua H. West

Background Sixty percent of Internet users report using the Internet to look for health information. Social media sites are emerging as a potential source for online health information. However, little is known about how people use social media for such purposes. Objectives The purpose of this study was two-fold: (1) to establish the frequency of various types of online health-seeking behaviors, and (2) to identify correlates of 2 health-related online activities, social networking sites (SNS) for health-related activities and consulting online user-generated content for answers about health care providers, health facilities, or medical treatment. Methods The study consisted of a telephone survey of 1745 adults who reported going online to look for health-related information. Four subscales were created to measure use of online resources for (1) using SNS for health-related activities; (2) consulting online rankings and reviews of doctors, hospitals or medical facilities, and drugs or medical treatments; (3) posting a review online of doctors, hospitals or medical facilities, and drugs or medical treatments, and (4) posting a comment or question about health or medical issues on various social media. Univariate and multivariate logistic regression analyses were performed. Results Respondents consulted online rankings or reviews (41.15%), used SNS for health (31.58%), posted reviews (9.91%), and posted a comment, question, or information (15.19%). Respondents with a chronic disease were nearly twice as likely to consult online rankings (odds ratio [OR] 2.09, 95% CI 1.66-2.63, P<.001). Lower odds of consulting online reviews were associated with less formal education (OR 0.49, 95% CI 0.37-0.65, P<.001) and being male (OR 0.71, 95% CI 0.57-0.87, P<.001). Respondents with higher incomes were 1.5 times as likely to consult online rankings or reviews (OR 1.49, 95% CI 0.10-2.24, P=.05), than respondents with a regular provider (OR 2.05, 95% CI 1.52-2.78, P<.001), or living in an urban/suburban location (OR 1.61, 95% CI 1.17-2.22, P<.001). Older respondents were less likely to use SNS for health-related activities (OR 0.96, 95% CI 0.95-0.97, P<.001), as were males (OR 0.70, 95% CI 0.56-0.87, P<.001), whereas respondents with a regular provider had nearly twice the likelihood of using SNS for health-related activities (OR 1.89, 95% CI 1.43-2.52, P<.001). Conclusions People are using social media for seeking health information. However, individuals are more likely to consume information than they are to contribute to the dialog. The inherent value of “social” in social media is not being captured with online health information seeking. People with a regular health care provider, chronic disease, and those in younger age groups are more likely to consult online rankings and reviews and use SNS for health-related activities.


Journal of Nutrition | 2010

Children Who Recover from Early Stunting and Children Who Are Not Stunted Demonstrate Similar Levels of Cognition

Benjamin T. Crookston; Mary E. Penny; Stephen C. Alder; Ty Dickerson; Ray M. Merrill; Joseph B. Stanford; Christina A. Porucznik; Kirk A. Dearden

Stunting is associated with adverse cognitive development in childhood and adolescence, fewer years of schooling, decreased productivity, and reduced adult stature. Recovery from early stunting is possible; however, few studies explore whether those who demonstrate linear catch-up growth experience long-term cognitive deficits. Using longitudinal data on 1674 Peruvian children from the Young Lives study, we identified factors associated with catch-up growth and assessed whether children who displayed catch-up growth have significantly lower cognition than children who were not stunted during infancy and childhood. Based on anthropometric data for children 6-18 mo of age and again for the same children when they were 4.5-6 y of age, we categorized participants as not stunted, stunted in infancy but not childhood (catch-up), stunted in childhood, and stunted in infancy and childhood. Children who had grandparents in the home, had less severe stunting in infancy, and had taller mothers were more likely to demonstrate catch-up growth by round 2. Children who experienced catch-up growth had verbal vocabulary and quantitative test scores that did not differ from children who were not stunted (P = 0.6 and P = 0.7, respectively). Those stunted in childhood as well as those stunted in infancy and childhood scored significantly lower on both assessments than children who were not stunted. Based on findings from this study, policy makers and program planners should consider redoubling efforts to prevent stunting and promote catch-up growth over the first few years of life as a way of improving childrens physical and intellectual development.


The American Journal of Clinical Nutrition | 2013

Postinfancy growth, schooling, and cognitive achievement: Young Lives

Benjamin T. Crookston; Whitney Schott; Santiago Cueto; Kirk A. Dearden; Patrice L. Engle; Andreas Georgiadis; Elizabeth A Lundeen; Mary E. Penny; Aryeh D. Stein; Jere R. Behrman

Background: Early life growth failure and resulting cognitive deficits are often assumed to be very difficult to reverse after infancy. Objective: We used data from Young Lives, which is an observational cohort of 8062 children in Ethiopia, India, Peru, and Vietnam, to determine whether changes in growth after infancy are associated with schooling and cognitive achievement at age 8 y. Design: We represented the growth by height-for-age z score at 1 y [HAZ(1)] and height-for-age z score at 8 y that was not predicted by the HAZ(1). We also characterized growth as recovered (stunted at age 1 y and not at age 8 y), faltered (not stunted at age 1 y and stunted at age 8 y), persistently stunted (stunted at ages 1 and 8 y), or never stunted (not stunted at ages 1 and 8 y). Outcome measures were assessed at age 8 y. Results: The HAZ(1) was inversely associated with overage for grade and positively associated with mathematics achievement, reading comprehension, and receptive vocabulary. Unpredicted growth from 1 to 8 y of age was also inversely associated with overage for grade (OR range across countries: 0.80–0.84) and positively associated with mathematics achievement (effect-size range: 0.05–0.10), reading comprehension (0.02–0.10), and receptive vocabulary (0.04–0.08). Children who recovered in linear growth had better outcomes than did children who were persistently stunted but were not generally different from children who experienced growth faltering. Conclusions: Improvements in child growth after early faltering might have significant benefits on schooling and cognitive achievement. Hence, although early interventions remain critical, interventions to improve the nutrition of preprimary and early primary school–age children also merit consideration.


Maternal and Child Nutrition | 2011

Impact of early and concurrent stunting on cognition

Benjamin T. Crookston; Kirk A. Dearden; Stephen C. Alder; Christina A. Porucznik; Joseph B. Stanford; Ray M. Merrill; Ty Dickerson; Mary E. Penny

Undernutrition is associated with poor cognitive development, late entry into school, decreased years of schooling, reduced productivity and smaller adult stature. We use longitudinal data from 1674 Peruvian children participating in the Young Lives study to assess the relative impact of early stunting (stunted at 6-18 months of age) and concurrent stunting (stunted at 4.5-6 years of age) on cognitive ability. Anthropometric data were longitudinally collected for children at 6-18 months of age and 4.5-6 years of age at which time verbal and quantitative ability were also assessed. We estimate that an increase in concurrent height-for-age z-scores (HAZ) by one standard deviation was associated with an increase in a childs score on the Peabody Picture Vocabulary Test (PPVT) by 2.35 points [confidence interval (CI): 1.55-3.15] and a 0.16 point increase on the cognitive development assessment (CDA) (CI: 0.05-0.27). Furthermore, we report that the estimate for concurrent HAZ and PPVT is significantly higher than the estimate for early stunting and PPVT. We found no significant difference between early and concurrent estimates for HAZ and CDA. Children from older mothers, children whose mothers had higher education levels, children living in urban areas, children who attended pre-school, children with fewer siblings and children from wealthier backgrounds scored higher on both assessments. Cognitive skills of children entering school were associated with early stunting but the strongest association was found with concurrent stunting suggesting that interventions preventing linear growth faltering should not only focus on the under 2s but include children up to 5 years of age.


Public Health Nutrition | 2014

Growth faltering and recovery in children aged 1-8 years in four low- and middle-income countries: Young Lives

Elizabeth A Lundeen; Jere R. Behrman; Benjamin T. Crookston; Kirk A. Dearden; Patrice L. Engle; Andreas Georgiadis; Mary E. Penny; Aryeh D. Stein

OBJECTIVE We characterized post-infancy child growth patterns and determined the incidence of becoming stunted and of recovery from stunting. DESIGN Data came from Young Lives, a longitudinal study of childhood poverty in four low- and middle-income countries. SETTING We analysed length/height measurements for children at ages 1, 5 and 8 years. SUBJECTS Children (n 7171) in Ethiopia, India, Peru and Vietnam. RESULTS Mean height-for-age Z-score (HAZ) at age 1 year ranged from -1·51 (Ethiopia) to -1·08 (Vietnam). From age 1 to 5 years, mean HAZ increased by 0·27 in Ethiopia (P < 0·001) and decreased among the other cohorts (range: -0·19 (Peru) to -0·32 (India); all P < 0·001). From 5 to 8 years, mean HAZ increased in all cohorts (range: 0·19 (India) to 0·38 (Peru); all P < 0·001). Prevalence of stunting (HAZ<-2·0) at 1 year ranged from 21 % (Vietnam) to 46 % (Ethiopia). From age 1 to 5 years, stunting prevalence decreased by 15·1 percentage points in Ethiopia (P < 0·001) and increased in the other cohorts (range: 3·0 percentage points (Vietnam) to 5·3 percentage points (India); all P ≤ 0·001). From 5 to 8 years, stunting prevalence decreased in all cohorts (range: 5·0 percentage points (Vietnam) to 12·7 percentage points (Peru); all P < 0·001). The incidence of becoming stunted between ages 1 to 5 years ranged from 11 % (Vietnam) to 22 % (India); between ages 5 to 8 years, it ranged from 3 % (Peru) to 6 % (India and Ethiopia). The incidence of recovery from stunting between ages 1 and 5 years ranged from 27 % (Vietnam) to 53 % (Ethiopia); between ages 5 and 8 years, it ranged from 30 % (India) to 47 % (Ethiopia). CONCLUSIONS We found substantial recovery from early stunting among children in four low- and middle-income countries.


Malaria Journal | 2010

Exploring the relationship between chronic undernutrition and asymptomatic malaria in Ghanaian children.

Benjamin T. Crookston; Stephen C. Alder; Isaac Boakye; Ray M. Merrill; John H Amuasi; Christina A. Porucznik; Joseph B. Stanford; Ty Dickerson; Kirk A. Dearden; Devon C. Hale; Justice Sylverken; Bryce S Snow; Alex Osei-Akoto; Daniel Ansong

BackgroundA moderate association has been found between asymptomatic parasitaemia and undernutrition. However, additional investigation using the gold standard for asymptomatic parasitaemia confirmation, polymerase chain reaction (PCR), is needed to validate this association. Anthropometric measurements and blood samples from children less than five years of age in a rural Ghanaian community were used to determine if an association exists between chronic undernutrition and PCR-confirmed cases of asymptomatic malaria.MethodsThis was a descriptive cross-sectional study of 214 children less than five years of age from a community near Kumasi, Ghana. Blood samples and anthropometric measurements from these children were collected during physical examinations conducted in January 2007 by partners of the Barekuma Collaborative Community Development Programme.ResultsFindings from the logistic model predicting the odds of asymptomatic malaria indicate that children who experienced mild, moderate or severe stunting were not more likely to have asymptomatic malaria than children who were not stunted. Children experiencing anaemia had an increased likelihood (OR = 4.15; 95% CI: 1.92, 8.98) of asymptomatic malaria. Similarly, increased spleen size, which was measured by ultrasound, was also associated with asymptomatic malaria (OR = 2.17; 95% CI: 1.44, 3.28). Fast breathing, sex of the child, and age of the child were not significantly associated with the asymptomatic malaria.ConclusionsNo significant association between chronic undernutrition and presence of asymptomatic malaria was found. Children who experience anaemia and children who have splenomegaly are more likely to present asymptomatic malaria. Programmes aimed at addressing malaria should continue to include nutritional components, especially components that address anaemia.


PLOS ONE | 2012

Plasma Plasmodium falciparum histidine-rich protein-2 concentrations are associated with malaria severity and mortality in Tanzanian children

Matthew P. Rubach; Jackson Mukemba; Salvatore M. Florence; Bernard John; Benjamin T. Crookston; Bert K. Lopansri; Tsin W. Yeo; Kim A. Piera; Stephen C. Alder; J. Brice Weinberg; Nicholas M. Anstey; Donald L. Granger; Esther D. Mwaikambo

Plasma Plasmodium falciparum histidine-rich protein-2 (PfHRP-2) concentrations, a measure of parasite biomass, have been correlated with malaria severity in adults, but not yet in children. We measured plasma PfHRP-2 in Tanzanian children with uncomplicated (n = 61) and cerebral malaria (n = 45; 7 deaths). Median plasma PfHRP-2 concentrations were higher in cerebral malaria (1008 [IQR 342–2572] ng/mL) than in uncomplicated malaria (465 [IQR 36–1426] ng/mL; p = 0.017). In cerebral malaria, natural log plasma PfHRP-2 was associated with coma depth (r = −0.42; p = 0.006) and mortality (OR: 3.0 [95% CI 1.03–8.76]; p = 0.04). In this relatively small cohort study in a mesoendemic transmission area of Africa, plasma PfHRP-2 was associated with pediatric malaria severity and mortality. Further studies among children in areas of Africa with higher malaria transmission and among children with different clinical manifestations of severe malaria will help determine the wider utility of quantitative PfHRP-2 as a measure of parasite biomass and prognosis in sub-Saharan Africa.


Journal of Antimicrobial Chemotherapy | 2008

Treatment costs associated with community-acquired pneumonia by community level of antimicrobial resistance

Carl V. Asche; Carrie McAdam-Marx; B. Seal; Benjamin T. Crookston; C. Daniel Mullins

INTRODUCTION The aim is to quantify community-acquired pneumonia (CAP) treatment outcomes and costs from a managed care perspective by the level of macrolide resistance corresponding to the metropolitan statistical area (MSA) where patients lived. MATERIALS AND METHODS A retrospective analysis was conducted using the i3 Magnify database (05/2000-05/2005) and the Prospective Resistant Organism Tracking and Epidemiology for the Ketolide Telithromycin (PROTEKT) database. Continuously enrolled patients aged 18 years and older residing in MSAs with PROTEKT data that had an outpatient CAP-related ICD-9 code and with one antibiotic pharmacy claim within 7 days were included. Patients were excluded for having a prior condition or drug treatment that could mimic CAP or precipitate infections, or for recent hospitalizations. Treatment costs by the level of resistance in the patients MSA, by treatment outcome and by initial treatment were measured and adjusted for differences in baseline patient characteristics. RESULTS The final study included 9446 CAP cases (average age of 47.6 years, 52.2% male). The majority (56.1%) resided in an MSA with macrolide resistance rates of < 25%. Treatment success rates were 82.5% and 80.5% for MSAs with resistance levels being < 25% and > or = 25%, respectively (P < 0.001). Treatment failure resulting in hospitalization was higher in resistance areas > or = 25% at 13.1% versus 8.0% in areas with resistance < 25% (P < 0.001). Average adjusted treatment costs were 33% higher for those treated in areas with resistance levels > or = 25% than for those treated in areas where resistance was < 25%. Treatment success was associated with average adjusted costs that were 58% less than those whose initial treatment failed, controlling for level resistance (P < 0.001). CONCLUSIONS This study observed an association between community-level macrolide resistance and treatment and economic outcomes. Treatment failure costs were higher for CAP patients treated in areas with macrolide resistance rates > or = 25% than for those treated in areas where resistance was < or = 25%.


Transactions of The Royal Society of Tropical Medicine and Hygiene | 2009

Microfinance against malaria: impact of Freedom from Hunger's malaria education when delivered by rural banks in Ghana

Natalie De La Cruz; Benjamin T. Crookston; Bobbi Gray; Steve Alder; Kirk A. Dearden

A community randomized pre-test/post-test design was used to compare the knowledge and behaviors of microfinance clients receiving malaria education (n=213) to those receiving diarrhea education (n=223) and to non-client controls (n=268). Comparisons assessed differences at follow-up as well as within-group changes over time. At follow-up, malaria clients had significantly better malaria knowledge than comparison groups: 48.4% of malaria clients were able to identify groups most vulnerable to malaria compared with 39.2% of diarrhea clients (P=0.044) and 37.7% of non-clients (P=0.024). Malaria clients were more likely than diarrhea clients (P=0.024) (P<0.001) and non-clients (P=0.028) (P=0.004) to report that insecticide-treated nets (ITNs) provide the best protection against malaria, and to agree that pregnant women should use ITNs, respectively. Between baseline and follow-up, malaria clients were most likely to: improve in knowledge of malaria complications during pregnancy; to own at least one bed net; and to report at least one child or woman of reproductive age sleeping under a bed net. Malaria clients also experienced the greatest increases in ITN ownership/use (9% vs. 2.9% and 6.7% among diarrhea clients and non-clients). Results indicate that, although significant barriers to malaria control remain, a malaria education program provided by microfinance institutions can effectively contribute to community and national malaria initiatives.


Journal of Perinatal & Neonatal Nursing | 2010

Pregnancy and Village Outreach Tibet: a descriptive report of a community- and home-based maternal-newborn outreach program in rural Tibet.

Ty Dickerson; Benjamin T. Crookston; Sara E. Simonsen; Xiaoming Sheng; Arlene Samen; Flory L. Nkoy

Objective The Pregnancy and Village Outreach Tibet (PAVOT) program, a model for community- and home-based maternal-newborn outreach in rural Tibet, is presented. Methods This article describes PAVOT, including the history, structure, content, and activities of the program, as well as selected program outcome measures and demographic characteristics, health behaviors, and pregnancy outcomes of women who recently participated in the program. Results The PAVOT program was developed to provide health-related services to pregnant rural Tibetan women at risk of having an unattended home birth. The program involves training local healthcare workers and laypersons to outreach pregnant women and family members. Outreach includes basic maternal-newborn health education and simple obstetric and neonatal life-saving skills training. In addition, the program distributes safe and clean birth kits, newborn hats, blankets, and maternal micronutrient supplements (eg, prenatal vitamins and minerals). More than 980 pregnant women received outreach during the study period. More than 92% of outreach recipients reported receiving safe pregnancy and birth education, clean birthing and uterine massage skills instruction, and clean umbilical cord care training. Nearly 80% reported basic newborn resuscitation skills training. Finally, nearly 100% of outreach recipients received maternal micronutrient supplements and safe and clean birth kits. Conclusion The PAVOT program is a model program that has been proven to successfully provide outreach to rural-living Tibetans by delivering maternal-newborn health education, skills training, and resources to the home.

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Jere R. Behrman

University of Pennsylvania

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Joshua H. West

Brigham Young University

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Whitney Schott

University of Pennsylvania

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P. Cougar Hall

Brigham Young University

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