Novel surveillance of psychological distress during the great recession
Journal of Affective DisordersPublished 24 July 2012Open access
John W. Ayers, Benjamin M. Althouse, Jon‐Patrick Allem, Matthew Childers, Waleed Zafar, Carl A. Latkin
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TL;DR
A snapshot of recent associations between the economy and PD queries is provided but also a framework and toolkit for real-time surveillance going forward so health resources, clinician screening patterns, and policy debate may be informed by changes in PD query trends.
Abstract
Because the economy is constantly changing, this work not only provides a snapshot of recent associations between the economy and PD queries but also a framework and toolkit for real-time surveillance going forward. Health resources, clinician screening patterns, and policy debate may be informed by changes in PD query trends.
Keywords
PsychologySocial SciencesHealth Professions
EconometricaA Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix
17,123 Citations1987Whitney K. Newey, Kenneth D. West
National Bureau of Economic ResearchA Simple, Positive Semi-Definite, Heteroskedasticity and AutocorrelationConsistent Covariance Matrix
12,765 Citations1986Whitney K. Newey, Kenneth D. West
Psychological MedicineShort screening scales to monitor population prevalences and trends in non-specific psychological distress
10,248 Citations2002Ronald C. Kessler, Gavin Andrews +6 more
The brevity, strong psychometric properties, and ability to discriminate DSM-IV cases from non-cases make the K10 and K6 attractive for use in general-purpose health surveys.
Human HeredityImpact of Informing Overweight Individuals about the Role of Genetics in Obesity: An Online Experimental Study
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Dissemination of information about obesity genetics may have neither a beneficial nor a harmful impact on how overweight individuals perceive themselves, but some overweight individuals may be interested in receiving personalized genetic information.
New Introduction to Multiple Time Series Analysis
5,786 Citations2005Helmut Lütkepohl
This reference work and graduate level textbook considers a wide range of models and methods for analyzing and forecasting multiple time series, which include vector autoregressive, cointegrated, vector Autoregressive moving average, multivariate ARCH and periodic processes as well as dynamic simultaneous equations and state space models.
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5,176 Citations2008Kurt Kroenke, Tara W. Strine +4 more
The PHQ-8 is a useful depression measure for population-based studies, and either its diagnostic algorithm or a cutpoint > or = 10 can be used for defining current depression.
NatureDetecting influenza epidemics using search engine query data
4,406 Citations2008Jeremy Ginsberg, Matthew H. Mohebbi +4 more
A method of analysing large numbers of Google search queries to track influenza-like illness in a population and accurately estimate the current level of weekly influenza activity in each region of the United States with a reporting lag of about one day is presented.
PubMedThe burden of oral disease: challenges to improving oral health in the 21st century.
3,579 Citations2005Poul Erik Petersen
The incidence of dental caries will increase in the near future in many developing countries of Africa, as a result of growing consumption of sugars and inadequate exposure to fluorides, and the risk of periodontal disease and tooth loss may increase.
American Journal of Political ScienceMaking the Most of Statistical Analyses: Improving Interpretation and Presentation
3,233 Citations2000Gary King, Michael Tomz +1 more
This article offers an approach, built on the technique of statistical simulation, to extract the currently overlooked information from any statistical method and to interpret and present it in a reader-friendly manner.
American Journal of Political ScienceA Simple Theory of the Survey Response: Answering Questions versus Revealing Preferences
1,573 Citations1992John Zaller, Stanley Feldman
The LancetStigma and its public health implications
1,454 Citations2006Bruce G. Link, Jo C. Phelan
In this conceptualisation stigma is the result of a process in which a series of five interrelated components combine to generate stigma.
Patient Education and CounselingPatients using the Internet to obtain health information: How this affects the patient–health professional relationship
1,107 Citations2006Miriam McMullan
There has been a shift in the role of the patient from passive recipient to active consumer of health information and it is recommended that courses, such as 'patient informatics' are integrated in health professionals' education.
Archives of General PsychiatryNonspecific Psychological Distress and Other Dimensions of Psychopathology
951 Citations1980Bruce P. Dohrenwend
Questions are raised about the nature of nonspecific distress in relation to Frank's construct of "demoralization," the value of the measured dimensions of psychopathology that contrast with it, and the relation of PERI, which uses a self-report format, to diagnostic interviews developed here and abroad.
BMJDelivering interventions for depression by using the internet: randomised controlled trial
943 Citations2004Helen Christensen
Depression literacy (BluePages) significantly improved participants' understanding of effective evidence based treatments for depression (P < 0.05) and both cognitive behaviour therapy and psychoeducation delivered via the internet are effective in reducing symptoms of depression.
Journal of Pain & Palliative Care PharmacotherapyOpioid Abuse in the United States and Department of Health and Human Services Actions to Address Opioid-Drug-Related Overdoses and Deaths
891 Citations2015U.S. Department of Health and Human
This report contains the full content of the Issue Brief that addresses opioid abuse in the United States and (HHS) actions to address opioid-drug-related overdoses and deaths.
Social Science & MedicineCharacteristics of online and offline health information seekers and factors that discriminate between them
847 Citations2004Shelia R. Cotten, Sipi S Gupta
There are several key factors (age, income, and education) that discriminate between US online and offline health information seekers; this suggests that general "digital divide" characteristics influence where health information is sought.
New England Journal of MedicineDigital Disease Detection — Harnessing the Web for Public Health Surveillance
837 Citations2009John S. Brownstein, Clark C. Freifeld +1 more
A new generation of disease-surveillance “mashups” can mine, categorize, filter, and visualize online intelligence about epidemics in real time.
Annual Review of Public HealthThe Delivery of Public Health Interventions via the Internet: Actualizing Their Potential
826 Citations2009Gary G. Bennett, Russell E. Glasgow
This article examines the effectiveness of Internet interventions, with particular attention to their dissemination potential, and discusses several considerations (characterizing reach rates, minimizing attrition, promoting Web site utilization, use of tailored messaging and social networking) that may improve the implementation of internet interventions and their associated outcomes.
British Medical BulletinNeglected tropical diseases
821 Citations2009Nicholas Feasey, Mark Wansbrough‐Jones +2 more
Although there are proven strategies to control several NTDs, these diseases continue to cause a massive burden of morbidity and there is urgent need for more basic and operational research, drug and vaccine development, and greater prioritization by governments and international agencies.
International Journal of Medical InformaticsInfluences, usage, and outcomes of Internet health information searching: Multivariate results from the Pew surveys
735 Citations2005Ronald E. Rice
The strongest and most consistent influences on ever, or more frequently, using the Internet to search for health information were sex (female), employment (not fulltime), engaging in more other Internet activities, more specific health reasons, and helping another deal with health issues.
Proceedings of the National Academy of SciencesPredicting consumer behavior with Web search
647 Citations2010Sharad Goel, Jake M. Hofman +3 more
This work uses search query volume to forecast the opening weekend box-office revenue for feature films, first-month sales of video games, and the rank of songs on the Billboard Hot 100 chart, finding in all cases that search counts are highly predictive of future outcomes.
Industrial and Labor Relations ReviewThe Urban Underclass.
598 Citations1992Harold W. Watts, Christopher Jencks +1 more
Clinical Infectious DiseasesUsing Internet Searches for Influenza Surveillance
583 Citations2008Philip M. Polgreen, Yi‐Ling Chen +2 more
This work counted daily unique queries originating in the United States that contained influenza-related search terms from the Yahoo! search engine from March 2004 through May 2008, and estimated linear models, using searches with 1-10-week lead times as explanatory variables to predict the percentage of cultures positive for influenza and deaths attributable to pneumonia and influenza in the US.
Behaviour Research and TherapyUsing the Internet to provide cognitive behaviour therapy
580 Citations2009Gerhard Andersson
A brief summary of the evidence, comments on the role of the therapist and for which patient and therapist this is suitable are provided, and areas of future research and exploration are identified.
Annual Review of Public HealthThe Health Effects of Economic Decline
538 Citations2011Ralph Catalano, Sidra Goldman‐Mellor +5 more
It is concluded that although much research shows that undesirable job and financial experiences increase the risk of psychological and behavioral disorder, many other suspected associations remain poorly studied or unsupported.
The Annals of the American Academy of Political and Social ScienceFraming Responsibility for Political Issues
510 Citations1996Shanto Iyengar
Applied Economics QuarterlyGoogle Econometrics and Unemployment Forecasting
432 Citations2009Nikos Askitas, Klaus F. Zimmermann
Health EconomicsSocioeconomic status, depression disparities, and financial strain: what lies behind the income‐depression relationship?
423 Citations2005Frederick J. Zimmerman, Wayne Katon
This study uses the National Longitudinal Survey of Youth 1979 cohort to test several hypotheses about the robustness of the depression-income relationship among adults, and fixed-effects estimates and Instrumental variable estimates suggest that financial strain may not lead to depression.
PubMedInfodemiology: tracking flu-related searches on the web for syndromic surveillance.
420 Citations2006Günther Eysenbach
Systematically collecting and analyzing health information demand data from the Internet has considerable potential to be used for syndromic surveillance.
American Journal of Preventive MedicineInfodemiology and Infoveillance
417 Citations2011Günther Eysenbach
PubMedMental illness surveillance among adults in the United States.
394 Citations2011William C. Reeves, Tara W. Strine +11 more
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The online popularity of ENDS has surpassed that of snus and NRTs, which have been on the market for far longer, and is quickly outpacing Chantix or Champix, and suggests ENDS are used to bypass, or quit in response to, smoking restrictions.
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289 Citations2005Claudia Thomas, Michaela Benzeval +1 more
Transitions from paid employment to either unemployment or long term sick leave were associated with increased psychological distress for both men and women and interventions are suggested to minimise the psychological distress associated with transitions.
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281 Citations2006Michele L. Ybarra, Michael W. Suman
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Emerging infectious diseasesMore Diseases Tracked by Using Google Trends
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On the basis of trends of Google queries, these authors put their results into practice by creating a Web page dedicated to influenza surveillance, but did not develop the same approach for other diseases.
Annals of the New York Academy of Sciences<i>Health Insurance and Access to Health Care in the United States</i>
252 Citations2008Catherine Hoffman, Julia Paradise
A large and compelling body of health services research is synthesized, finding a strong association between health insurance coverage and access to primary and preventive care, the treatment of acute and traumatic conditions, and the medical management of chronic illness.
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Longer durations of unemployment predict higher levels of depressive symptoms among young adults, and past unemployment duration across 15 years of the transition to adulthood significantly predicted depressive symptoms, net of demographics, family background, current socioeconomic status, and prior depressive symptoms.
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PubMedUse of time-series analysis in infectious disease surveillance.
162 Citations1998R. W. Allard
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127 Citations2010Sing Lee, Wanjun Guo +5 more
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122 Citations2011Dawn E. Alley, Jennifer Lloyd +4 more
Mortgage delinquency was associated with significant elevations in the incidence of mental health impairments and health-relevant material disadvantage, and Widespread mortgage default may have important public health implications.
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116 Citations2011Brian Cooper
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International Journal of Medical InformaticsPositive attitudes and failed queries: an exploration of the conundrums of consumer health information retrieval
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It is found that many consumers were unable to find satisfactory information when performing a specific query, while in general the group viewed health information retrieval (HIR) on the Internet in a positive light.
VaccineInternet-based monitoring of influenza-like illness in the general population: Experience of five influenza seasons in the Netherlands
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GIS results over 5 influenza seasons with results from the GP system suggest that GIS is useful for early detection of trends in influenza activity, but two important vulnerable groups, children and the elderly, are clearly underrepresented in the GIS.
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The search term ranking suggested that Internet users are most interested in the diagnosis, followed by etiology, infections, and treatment, which appears to be accurately reflected in Internet search trends data.
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Emerging infectious diseasesDiseases Tracked by Using Google Trends, Spain
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An effective population health improvement strategy requires enlisting new partners among public agencies including housing, transportation, recreation, community development, and planning, and joint efforts between private sector business and voluntary organizations.
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This novel evaluation suggests WNTD had a significant impact on popular awareness and individual interest (query trends) in smoking cessation and is also a model for real-time surveillance and potential improvement in W NTD and similar initiatives.
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Ongoing challenges to integration include variations in interview protocols, use of different measures of behavior and disease, different interval reference periods, inclusion of substance abuse disorders, dichotomous vs continuous variables, and approaches to data collection.
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This data indicates that chronic noninfectious diseases with known variations in seasonal incidence (such as diabetes mellitus, blood pressure, myocardial infarction, and nephrolithiasis) would show seasonal variations in number of searches, and Google Insights for Search provides robust, immediate, and free temporal and geographic data from billions of search queries.
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…