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Articles 1 - 24 of 24
Full-Text Articles in Medicine and Health Sciences
Zoom Dysmorphia: An Eye-Tracking Study Of Self-View And Attention During Video Conferences, Kathleen H. Stimson
Zoom Dysmorphia: An Eye-Tracking Study Of Self-View And Attention During Video Conferences, Kathleen H. Stimson
Cognitive Science Senior Theses
This study investigates Zoom Dysmorphia, a heightened self-awareness and self-criticism of perceived physical flaws due to prolonged self-view on video conferencing platforms, with associated behaviors resembling symptoms of Body Dysmorphic Disorder (BDD). Drawing on Veale’s (2001, 2004) and Neziroglu’s (2004) cognitive-behavioral models of BDD and prior studies on BDD which suggest the development and maintenance of BDD through excessive self-focused attention and attentional bias, this study explores the potential cognitive and emotional implications of this phenomenon. Participants engaged in two mock video conferences with self-view enabled in one meeting and disabled the other for comparison. Eye tracking technology monitored their …
The Shifting Landscape Of Adolescent Wellness In Boarding Schools: Can Time Spent Off Screens And Outdoors Improve Adolescent Wellbeing?, Kristen H. Peterson
The Shifting Landscape Of Adolescent Wellness In Boarding Schools: Can Time Spent Off Screens And Outdoors Improve Adolescent Wellbeing?, Kristen H. Peterson
Dartmouth College Master’s Theses
For nearly twenty years I have worked directly with adolescents as an independent school educator. Whether in the classroom, on the field, or in the dorm, I have observed and supported students through their middle and high school experiences. During this time, I have witnessed an alarming shift in adolescent physical, emotional, and social wellbeing. Concurrently, I have observed a dramatic increase in the amount of time students spend using screen-based devices, and a decrease in their time spent outdoors.
Using research to ground my anecdotal accounts in empirical understanding, my thesis examines whether or not screen use might help …
Patient Engagement In A Multimodal Digital Phenotyping Study Of Opioid Use Disorder, Cynthia I. Campbell, Ching-Hua Chen, Sara R. Adams, Asma Asyyed, Ninad R. Athale, Monique B. Does, Saeed Hassanpour, Emily Hichborn, Melanie Jackson-Morris, Nicholas C. Jacobson, Heather K. Jones, David Kotz, Chantal A. Lambert-Harris, Zhiguo Li, Bethany Mcleman, Varun Mishra, Catherine Stanger, Geetha Subramaniam, Weiyi Wu, Christopher Zegers, Lisa A. Marsch
Patient Engagement In A Multimodal Digital Phenotyping Study Of Opioid Use Disorder, Cynthia I. Campbell, Ching-Hua Chen, Sara R. Adams, Asma Asyyed, Ninad R. Athale, Monique B. Does, Saeed Hassanpour, Emily Hichborn, Melanie Jackson-Morris, Nicholas C. Jacobson, Heather K. Jones, David Kotz, Chantal A. Lambert-Harris, Zhiguo Li, Bethany Mcleman, Varun Mishra, Catherine Stanger, Geetha Subramaniam, Weiyi Wu, Christopher Zegers, Lisa A. Marsch
Dartmouth Scholarship
Background: Multiple digital data sources can capture moment-to-moment information to advance a robust understanding of opioid use disorder (OUD) behavior, ultimately creating a digital phenotype for each patient. This information can lead to individualized interventions to improve treatment for OUD.
Objective: The aim is to examine patient engagement with multiple digital phenotyping methods among patients receiving buprenorphine medication for OUD.
Methods: The study enrolled 65 patients receiving buprenorphine for OUD between June 2020 and January 2021 from 4 addiction medicine programs in an integrated health care delivery system in Northern California. Ecological momentary assessment (EMA), sensor data, and social media …
The Feasibility And Utility Of Harnessing Digital Health To Understand Clinical Trajectories In Medication Treatment For Opioid Use Disorder: D-Tect Study Design And Methodological Considerations, Lisa A. Marsch, Ching-Hua Chen, Sara R. Adams, Asma Asyyed, Monique B. Does, Saeed Hassanpour, Emily Hichborn, Melanie Jackson-Morris, Nicholas C. Jacobson, Heather K. Jones, David Kotz, Chantal A. Lambert-Harris, Zhiguo Li, Bethany Mcleman, Varun Mishra, Catherine Stanger, Geetha Subramaniam, Weiyi Wu, Cynthia I. Campbell
The Feasibility And Utility Of Harnessing Digital Health To Understand Clinical Trajectories In Medication Treatment For Opioid Use Disorder: D-Tect Study Design And Methodological Considerations, Lisa A. Marsch, Ching-Hua Chen, Sara R. Adams, Asma Asyyed, Monique B. Does, Saeed Hassanpour, Emily Hichborn, Melanie Jackson-Morris, Nicholas C. Jacobson, Heather K. Jones, David Kotz, Chantal A. Lambert-Harris, Zhiguo Li, Bethany Mcleman, Varun Mishra, Catherine Stanger, Geetha Subramaniam, Weiyi Wu, Cynthia I. Campbell
Dartmouth Scholarship
Introduction: Across the U.S., the prevalence of opioid use disorder (OUD) and the rates of opioid overdoses have risen precipitously in recent years. Several effective medications for OUD (MOUD) exist and have been shown to be life-saving. A large volume of research has identified a confluence of factors that predict attrition and continued substance use during substance use disorder treatment. However, much of this literature has examined a small set of potential moderators or mediators of outcomes in MOUD treatment and may lead to over-simplified accounts of treatment non-adherence. Digital health methodologies offer great promise for capturing intensive, longitudinal ecologically-valid …
Informative Journaling Application (Unwind) For Ambient Awareness On Mood In Young Adults To Reduce Anxiety And Depression: A Randomized, Placebo-Controlled Trial, Jalen Wang
Dartmouth College Undergraduate Theses
The mental health of young adults in America is worsening. Technology-based interventions may offer an accessible way to help with this problem. The objective of the study was to determine the feasibility and preliminary efficacy of an informative journaling application to reduce symptoms of anxiety and depression for young adults. In an unblinded trial, 20 individuals age 18-22 were recruited from Dartmouth College and were randomized to either participate in using the informative journaling application (Unwind) (n=10) or were directed to a National Institute of Mental Health pamphlet as part of the control group (n=10). All participants completed the 9-item …
Evaluating The Reproducibility Of Physiological Stress Detection Models, Varun Mishra, Sougata Sen, Grace Chen, Tian Hao, Jeffrey Rogers, Ching-Hua Chen, David Kotz
Evaluating The Reproducibility Of Physiological Stress Detection Models, Varun Mishra, Sougata Sen, Grace Chen, Tian Hao, Jeffrey Rogers, Ching-Hua Chen, David Kotz
Dartmouth Scholarship
Recent advances in wearable sensor technologies have led to a variety of approaches for detecting physiological stress. Even with over a decade of research in the domain, there still exist many significant challenges, including a near-total lack of reproducibility across studies. Researchers often use some physiological sensors (custom-made or off-the-shelf), conduct a study to collect data, and build machine-learning models to detect stress. There is little effort to test the applicability of the model with similar physiological data collected from different devices, or the efficacy of the model on data collected from different studies, populations, or demographics.
This paper takes …
The Workingwell Smartphone App For Individuals With Serious Mental Illnesses: A Proof-Of-Concept, Mixed Methods Feasibility Study (Preprint), Joanne Nicholson, Spenser M. Wright, Alyssa M. Carlisle, Mary Ann Greene Sweeney, Gregory J. Mchugo
The Workingwell Smartphone App For Individuals With Serious Mental Illnesses: A Proof-Of-Concept, Mixed Methods Feasibility Study (Preprint), Joanne Nicholson, Spenser M. Wright, Alyssa M. Carlisle, Mary Ann Greene Sweeney, Gregory J. Mchugo
Dartmouth Scholarship
Background: The disparities in employment for individuals with serious mental illnesses (SMI) have been well documented, as have the benefits of work. The benefits of mobile technology in providing accessible, in-the-moment support for these individuals has been demonstrated. The WorkingWell mobile app was developed to meet the need for accessible follow-along supports for individuals with SMI in the workplace. Objective: We explore the usability, usage, usefulness and overall feasibility of the WorkingWell mobile app with individuals with SMI receiving community-based services and actively employed. Methods: In this proof-of-concept, mixed methods, two-month feasibility study (N=40), employed individuals with SMI were recruited …
Clinical Effectiveness Of Family Therapeutic Interventions In The Prevention And Treatment Of Perinatal Depression: A Systematic Review And Meta-Analysis, Fallon Cluxton-Keller, Martha L. Bruce
Clinical Effectiveness Of Family Therapeutic Interventions In The Prevention And Treatment Of Perinatal Depression: A Systematic Review And Meta-Analysis, Fallon Cluxton-Keller, Martha L. Bruce
Dartmouth Scholarship
Background:
Family therapy is a potential strategy to increase family support for those suffering from perinatal depression. Family therapeutic interventions for this population typically target depressed women and their adult family members to improve family functioning and reduce depressive symptoms.
Objective:
This systematic review and meta-analysis is a synthesis of the current evidence on the usefulness of family therapy interventions in the prevention and treatment of perinatal depression and impacts on maternal depressive symptoms and family functioning.
Methods:
This study used the Cochrane Collaboration guidelines for systematic reviews and meta-analyses. Six electronic databases were searched for randomized controlled trials and …
Pre-Post, Mixed Methods Feasibility Study Of The Workingwell Mobile Support Tool For Individuals With Serious Mental Illness In The United States, Johanne Nicholson, Spenser M. Wright, Alyssa M. Carlisle
Pre-Post, Mixed Methods Feasibility Study Of The Workingwell Mobile Support Tool For Individuals With Serious Mental Illness In The United States, Johanne Nicholson, Spenser M. Wright, Alyssa M. Carlisle
Dartmouth Scholarship
Successful competitive employment has been found to be related to enhanced self-esteem, higher quality of life and reduced mental health service use for individuals living with serious mental illnesses (SMIs) including schizophrenia, bipolar disorder and major depression. The effectiveness of the individual placement and support model has been demonstrated in multiple randomised controlled trials in many countries. The management of stress, depression and anxiety in the workplace may be effectively enhanced through digital mental health interventions. The WorkingWell mobile support tool (‘app’) is specifically designed to meet the need for illness management support for individuals with SMI in the workplace, …
Implementing An Mhealth System For Substance Use Disorders In Primary Care: A Mixed Methods Study Of Clinicians’ Initial Expectations And First Year Experiences, Marie-Louise Mares, David H. Gustafson, Joseph E. Glass, Andrew Quanbeck, Helene Mcdowell, Fiona Mctavish, Amy Atwood, Lisa Marsch
Implementing An Mhealth System For Substance Use Disorders In Primary Care: A Mixed Methods Study Of Clinicians’ Initial Expectations And First Year Experiences, Marie-Louise Mares, David H. Gustafson, Joseph E. Glass, Andrew Quanbeck, Helene Mcdowell, Fiona Mctavish, Amy Atwood, Lisa Marsch
Dartmouth Scholarship
Millions of Americans need but don’t receive treatment for substance use, and evidence suggests that addiction-focused interventions on smart phones could support their recovery. There is little research on implementation of addiction-related interventions in primary care, particularly in Federally Qualified Health Centers (FQHCs) that provide primary care to underserved populations. We used mixed methods to examine three FQHCs’ implementation of Seva, a smart-phone app that offers patients online support/discussion, health-tracking, and tools for coping with cravings, and offers clinicians information about patients’ health tracking and relapses. We examined (a) clinicians' initial perspectives about implementing Seva, and (b) the first year …
Perceptions And Experiences Of Perinatal Mental Disorders In Rural, Predominantly Ethnic Minority Communities In Northern Vietnam, Daniel Abrams, Liem T. Nguyen, Jill Murphy, Younji Lee, Nhu K. Tran, David Wiljer
Perceptions And Experiences Of Perinatal Mental Disorders In Rural, Predominantly Ethnic Minority Communities In Northern Vietnam, Daniel Abrams, Liem T. Nguyen, Jill Murphy, Younji Lee, Nhu K. Tran, David Wiljer
Dartmouth Scholarship
Background: Preliminary research has suggested that perinatal mental disorders (PMDs), including post-partum depression, are prevalent in Vietnam. However the extent to which these disorders are recognized at the community level remains largely undocumented in the literature. PMDs have also never been investigated within Vietnam’s significant ethnic minority populations, who are known to bear a greater burden of maternal and infant health challenges than the ethnic majority. Objective: To investigate knowledge and perceptions of PMDs and their treatments at the community level in a rural, predominantly ethnic minority region of northern Vietnam.
‘The Thing Is Not Knowing’: Patients' Perspectives On Surveillance Of An Indeterminate Pulmonary Nodule, Renda Soylemez Wiener, Michael K. Gould, Steven Woloshin, Lisa M. Schwartz, Jack Clark
‘The Thing Is Not Knowing’: Patients' Perspectives On Surveillance Of An Indeterminate Pulmonary Nodule, Renda Soylemez Wiener, Michael K. Gould, Steven Woloshin, Lisa M. Schwartz, Jack Clark
Dartmouth Scholarship
Background: The hundreds of thousands of patients found to have a potentially malignant pulmonary nodule each year are faced with tremendous uncertainty regarding what the nodule is and how it should be evaluated.
Objective: To explore patients' responses to the detection and evaluation of a pulmonary nodule.
Selection Of Depression Measures For Use Among Vietnamese Populations In Primary Care Settings: A Scoping Review, Jill Murphy, Elliot M. Goldner, Charles H. Goldsmith, Pham Thi Oanh, William Zhu, Kitty Corbett, Vu Cong Nguyen
Selection Of Depression Measures For Use Among Vietnamese Populations In Primary Care Settings: A Scoping Review, Jill Murphy, Elliot M. Goldner, Charles H. Goldsmith, Pham Thi Oanh, William Zhu, Kitty Corbett, Vu Cong Nguyen
Dartmouth Scholarship
Depression is an important and growing contributor to the burden of disease around the world and evidence suggests the experience of depression varies cross-culturally. Efforts to improve the integration of services for depression in primary care are increasing globally, meaning that culturally valid measures that are acceptable for use in primary care settings are needed. We conducted a scoping review of 27 studies that validated or used 10 measures of depression in Vietnamese populations. We reviewed the validity of the instruments as reported in the studies and qualitatively assessed cultural validity and acceptability for use in primary care. We found …
Belief About Nicotine Selectively Modulates Value And Reward Prediction Error Signals In Smokers, Xiaosi Gu, Terry Lohrenz, Ramiro Salas, Philip R. Baldwin, Alireza Soltani
Belief About Nicotine Selectively Modulates Value And Reward Prediction Error Signals In Smokers, Xiaosi Gu, Terry Lohrenz, Ramiro Salas, Philip R. Baldwin, Alireza Soltani
Dartmouth Scholarship
Little is known about how prior beliefs impact biophysically described processes in the presence of neuroactive drugs, which presents a profound challenge to the understanding of the mechanisms and treatments of addiction. We engineered smokers' prior beliefs about the presence of nicotine in a cigarette smoked before a functional magnetic resonance imaging session where subjects carried out a sequential choice task. Using a model-based approach, we show that smokers' beliefs about nicotine specifically modulated learning signals (value and reward prediction error) defined by a computational model of mesolimbic dopamine systems. Belief of "no nicotine in cigarette" (compared with "nicotine in …
Exposure To Kynurenic Acid During Adolescence Increases Sign-Tracking And Impairs Long-Term Potentiation In Adulthood, Nicole E. Deangeli, Travis P. Todd, Stephen E. Chang, Hermes H. Yeh, Pamela W. Yeh, David J. Bucci
Exposure To Kynurenic Acid During Adolescence Increases Sign-Tracking And Impairs Long-Term Potentiation In Adulthood, Nicole E. Deangeli, Travis P. Todd, Stephen E. Chang, Hermes H. Yeh, Pamela W. Yeh, David J. Bucci
Dartmouth Scholarship
Changes in brain reward systems are thought to contribute significantly to the cognitive and behavioral impairments of schizophrenia, as well as the propensity to develop co-occurring substance abuse disorders. Presently, there are few treatments for persons with a dual diagnosis and little is known about the neural substrates that underlie co-occurring schizophrenia and substance abuse. One goal of the present study was to determine if a change in the concentration of kynurenic acid (KYNA), a tryptophan metabolite that is increased in the brains of people with schizophrenia, affects reward-related behavior. KYNA is an endogenous antagonist of NMDA glutamate receptors and …
Integrating Addiction Treatment Into Primary Care Using Mobile Health Technology: Protocol For An Implementation Research Study, Andrew R. Quanbeck, David H. Gustafson, Lisa A. Marsch, Fiona Mctavish
Integrating Addiction Treatment Into Primary Care Using Mobile Health Technology: Protocol For An Implementation Research Study, Andrew R. Quanbeck, David H. Gustafson, Lisa A. Marsch, Fiona Mctavish
Dartmouth Scholarship
Healthcare reform in the United States is encouraging Federally Qualified Health Centers and other primary-care practices to integrate treatment for addiction and other behavioral health conditions into their practices. The potential of mobile health technologies to manage addiction and comorbidities such as HIV in these settings is substantial but largely untested. This paper describes a protocol to evaluate the implementation of an E-Health integrated communication technology delivered via mobile phones, called Seva, into primary-care settings. Seva is an evidence-based system of addiction treatment and recovery support for patients and real-time caseload monitoring for clinicians.
Predicting The Risk Of Suicide By Analyzing The Text Of Clinical Notes, Chris Poulin, Brian Shiner, Paul Thompson, Linas Vepstas, Yinong Young-Xu, Benjamin Goertzel, Bradley Watts, Laura Flashman, Thomas Mcallister
Predicting The Risk Of Suicide By Analyzing The Text Of Clinical Notes, Chris Poulin, Brian Shiner, Paul Thompson, Linas Vepstas, Yinong Young-Xu, Benjamin Goertzel, Bradley Watts, Laura Flashman, Thomas Mcallister
Dartmouth Scholarship
We developed linguistics-driven prediction models to estimate the risk of suicide. These models were generated from unstructured clinical notes taken from a national sample of U.S. Veterans Administration (VA) medical records. We created three matched cohorts: veterans who committed suicide, veterans who used mental health services and did not commit suicide, and veterans who did not use mental health services and did not commit suicide during the observation period (n = 70 in each group). From the clinical notes, we generated datasets of single keywords and multi-word phrases, and constructed prediction models using a machine-learning algorithm based on a …
Relationship Between Altitude And Lithium In Groundwater In The United States Of America: Results Of A 1992–2003 Study, Rebekah S. Huber, Namkug Kim, Carl E. Renshaw, Perry F. Renshaw, Douglas Kondo
Relationship Between Altitude And Lithium In Groundwater In The United States Of America: Results Of A 1992–2003 Study, Rebekah S. Huber, Namkug Kim, Carl E. Renshaw, Perry F. Renshaw, Douglas Kondo
Dartmouth Scholarship
Therapeutic dosages of lithium are known to reduce suicide rates, which has led to investigations of confounding environmental risk factors for suicide such as lithium in groundwater. It has been speculated that this might play a role in the potential relationship between suicide and altitude. A recent study in Austria involving geospatial analysis of lithium in groundwater and suicide found lower levels of lithium at higher altitudes. Since there is no reason to suspect this correlation is universal given variation in geology, the current study set out to investigate the relationship between altitude and lithium in groundwater in the United …
Building A Strategic Framework For Comparative Effectiveness Research In Complementary And Integrative Medicine, Claudia M. Witt, Margaret Chesney, Richard Gliklich, Lawrence Green, George Lewith, Bryan Luce, Anne Mccaffrey, Shelly Rafferty Withers, Harold C. Sox, Sean Tunis, Brian M. Berman
Building A Strategic Framework For Comparative Effectiveness Research In Complementary And Integrative Medicine, Claudia M. Witt, Margaret Chesney, Richard Gliklich, Lawrence Green, George Lewith, Bryan Luce, Anne Mccaffrey, Shelly Rafferty Withers, Harold C. Sox, Sean Tunis, Brian M. Berman
Dartmouth Scholarship
The increasing burden of chronic diseases presents not only challenges to the knowledge and expertise of the professional medical community, but also highlights the need to improve the quality and relevance of clinical research in this domain. Many patients now turn to complementary and integrative medicine (CIM) to treat their chronic illnesses; however, there is very little evidence to guide their decision-making in usual care. The following research recommendations were derived from a CIM Stakeholder Symposium on Comparative Effectiveness Research (CER): (1) CER studies should be made a priority in this field; (2) stakeholders should be engaged at every stage …
The Social Production Of Substance Abuse And Hiv/Hcv Risk: An Exploratory Study Of Opioid-Using Immigrants From The Former Soviet Union Living In New York City, Honoria Guarino, Sarah K. Moore, Lisa A. Marsch, Sal Florio
The Social Production Of Substance Abuse And Hiv/Hcv Risk: An Exploratory Study Of Opioid-Using Immigrants From The Former Soviet Union Living In New York City, Honoria Guarino, Sarah K. Moore, Lisa A. Marsch, Sal Florio
Dartmouth Scholarship
Several former Soviet countries have witnessed the rapid emergence of major epidemics of injection drug use (IDU) and associated HIV/HCV, suggesting that immigrants from the former Soviet Union (FSU) may be at heightened risk for similar problems. This exploratory study examines substance use patterns among the understudied population of opioid-using FSU immigrants in the U.S., as well as social contextual factors that may increase these immigrants' susceptibility to opioid abuse and HIV/HCV infection. In-depth interviews were conducted with 10 FSU immigrants living in New York City who initiated opioid use in adolescence or young adulthood, and with 6 drug treatment …
Engagement In Mental Health Treatment Among Veterans Returning From Iraq, Tracy Stecker, John Fortney, Francis Hamilton, Cathy D. Sherbourne, Icek Ajzen
Engagement In Mental Health Treatment Among Veterans Returning From Iraq, Tracy Stecker, John Fortney, Francis Hamilton, Cathy D. Sherbourne, Icek Ajzen
Dartmouth Scholarship
Objectives: Many veterans return from combat experiencing a variety of mental health concerns. Previous research has documented a stigma associated with seeking treatment that interferes with the decision to seek treatment. This study, conceptualized using the theory of planned behavior, assessed beliefs about mental health treatment in order to understand mental health treatment seeking behavior among a group of returning National Guard soldiers who served in the war in Iraq.
Methods: Participants were one hundred and fifty Operation Iraqi Freedom National Guard soldiers who screened positive for depression, posttraumatic stress disorder, generalized anxiety disorder, panic disorder or alcohol abuse disorder …
Living In Rural New England Amplifies The Risk Of Depression In Patients With Hiv, Siddharth H. Sheth, Paul T. Jensen, Timothy Lahey
Living In Rural New England Amplifies The Risk Of Depression In Patients With Hiv, Siddharth H. Sheth, Paul T. Jensen, Timothy Lahey
Dartmouth Scholarship
The importance of depression as a complication of HIV infection is increasingly understood, and people living in rural areas are at increased risk for depression. However, it is not known whether living in rural areas amplifies the risk of depression in patients with HIV. We compared the prevalence of depression between rural and metropolitan HIV patients seen at the Dartmouth-Hitchcock HIV Program in a retrospective cohort study. Using the validated Rural-Urban Commuting Area Score, we categorized patients as living in small town/rural areas, micropolitan or metropolitan towns. Then, using a multivariate logistic regression model to adjust for demographic factors that …
Re-Engineering Systems For The Treatment Of Depression In Primary Care: Cluster Randomised Controlled Trial, A. J. Dietrich, Thomas E. Oxman, John W. Williams Jr., Herbert C. Schulberg, Martha L. Bruce, Pamela W. Lee, Sheila Barry
Re-Engineering Systems For The Treatment Of Depression In Primary Care: Cluster Randomised Controlled Trial, A. J. Dietrich, Thomas E. Oxman, John W. Williams Jr., Herbert C. Schulberg, Martha L. Bruce, Pamela W. Lee, Sheila Barry
Dartmouth Scholarship
Objective: To test the effectiveness of an evidence based model for management of depression in primary care with support from quality improvement resources.
Measuring Hospital Use Without Claims: A Comparison Of Patient And Provider Reports., R E. Clark, S K. Ricketts, G J. Mchugo
Measuring Hospital Use Without Claims: A Comparison Of Patient And Provider Reports., R E. Clark, S K. Ricketts, G J. Mchugo
Dartmouth Scholarship
We compared the validity of hospital admission and length of stay reports from patients, outpatient providers, and hospitals, and we examined possible sources of error. Data were collected from people enrolled in a randomized trial of treatment for severe mental illness and substance use disorders, from community mental health centers (CMHCs), and from hospitals. Reports for each of the 74 study participants covered two-year time periods beginning and ending at various times between 1989 and 1993. We compared reports from the various sources and constructed a hybrid with data from all three sources. Using parametric and non-parametric statistics, we compared …