Clifford S. Mitchell’s research while affiliated with University of Maryland, Baltimore and other places

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Publications (60)


Improving Identification of Gig Workers in National Health and Behavior Surveys
  • Article

August 2024

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16 Reads

NEW SOLUTIONS A Journal of Environmental and Occupational Health Policy

Michael Chidera Ofonedu

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This paper describes the work-related information collected in several important U.S. national health and behavior surveys, to highlight data gaps that prevent identifying responses by vulnerable workers in the gig economy, with emphasis on the growing digital platform sector of the work force. The national information systems used to understand health status and health behaviors, including drug use, rely on outdated census categories for self-employed workers. This paper describes the importance of understanding the needs of this growing part of the labor sector and describes how some of the most well-known and utilized national surveys fail to meet this need. For the agencies conducting national health and behavior surveys, we propose revisions to the categories used to classify type of worker and recommend adoption of a new Worker-Employer Relationship Classification model.


Opioid-Related Overdose Deaths in Maryland (2018), by Industry and Occupation

March 2024

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21 Reads

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1 Citation

Journal of occupational and environmental medicine / American College of Occupational and Environmental Medicine

Objective Opioid-related overdose deaths (OROD) increase annually, yet little is known about workplace risk factors. This study assessed differences in OROD rates across industry and occupation in Maryland, in addition to demographic differences within industry and occupation. Methods The 2018 State Unintentional Drug Overdose Reporting System (SUDORS) was used to compare OROD between industries and occupations. Results The leading industries in OROD included: construction, manufacturing, and transportation and warehousing. Occupational groups were similar: construction and extraction, production, and transportation and material moving. There were also differences by sex (greater rates in men), age (greater rates in older workers), and race/ethnicity (varied patterns in rates). Conclusion Employers and state leaders should work collaboratively to target prevention and intervention for workplaces at highest risk for OROD. Construction was highest and needs supports that respond to the workplace culture.



Maryland opioid prescription trends
Maryland opioid prescription rate in relation to PDMP milestones [17].
Data sources within and external to module
Participant data included in PDMP use analysis
Training module case flow and changes in opioid prescription decisions based on PDMP data
Participant demographic characteristics, attitudes and self-reported PDMP behavior at baseline

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Impact evaluation of a brief online training module on physician use of the Maryland, USA, Prescription Drug Monitoring Program
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  • Full-text available

August 2022

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27 Reads

Background Prescription Drug Monitoring Programs (PDMPs) are electronic databases that track controlled substance prescriptions in a state. They are underused tools in preventing opioid abuse. Most PDMP education research measures changes in knowledge or confidence rather than behavior. Objective To evaluate the impact of online case-based training on healthcare provider use of the Maryland (USA) PDMP. Methods We used e-mail distribution lists to recruit providers to complete a brief educational module. Using a pre-training and post-training survey in the module, we measured self-reported PDMP use patterns and perceived PDMP value in specific clinical situations and compared pre- and post-training responses. Within the module, we presented three fictional pain cases and asked participants how they would manage each, both before, and then after presenting prescription drug history simulating a PDMP report. We measured changes in the fictional case treatment plans before and after seeing prescription history. Finally, we measured and compared how often each participant accessed the Maryland PDMP database before and after completing the educational module. We used multivariate logistic regression to measure the effect of the intervention on actual PDMP use frequency. Results One hundred and fifty participants enrolled and completed the training module, and we successfully retrieved real-world PDMP use data of 137 of them. Participants’ decisions to prescribe opioids changed significantly after reviewing PDMP data in each of the fictional cases provided in the module. In the months following the training, the rate of PDMP use increased by a median of four use-cases per month among providers in practice for less than 20 years (p = 0.039) and two use-cases per month among infrequent opioid prescribers (p = 0.014). Conclusion A brief online case-based educational intervention was associated with a significant increase in the rate of PDMP use among infrequent opioid prescribers and those in practice less than 20 years.

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Incidence of Salmonella infection per 100,000 population for all serovars by year and by state during 2004-2014. The FoodNet sites are Connecticut (CT); Maryland (MD); New Mexico (NM); Tennessee (TN); Georgia (GA); Minnesota (MN); and Oregon (OR)
Salmonella incidence rate ratios (IRRs) and 95% confidence intervals (CIs) for exposures to extreme temperature (ETT95 exceedance: panel A) and precipitation (EPT95 exceedance: panel B) events across 7 FoodNet sites by serovar (Enteritidis, Javiana, Newport, and Typhimurium)
Salmonella incidence rate ratios (IRRs) and 95% confidence intervals (CIs) for exposures to extreme heat (ETT95 exceedance: panel A) and precipitation (EPT95 exceedance: panel B) events across 7 FoodNet sites by urbanization, race, coastal/non-coastal, and density of broiler chicken operations
Climate change, extreme events, and increased risk of salmonellosis: foodborne diseases active surveillance network (FoodNet), 2004-2014

September 2021

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242 Reads

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36 Citations

Environmental Health

Background Infections with nontyphoidal Salmonella cause an estimated 19,336 hospitalizations each year in the United States. Sources of infection can vary by state and include animal and plant-based foods, as well as environmental reservoirs. Several studies have recognized the importance of increased ambient temperature and precipitation in the spread and persistence of Salmonella in soil and food. However, the impact of extreme weather events on Salmonella infection rates among the most prevalent serovars, has not been fully evaluated across distinct U.S. regions. Methods To address this knowledge gap, we obtained Salmonella case data for S. Enteriditis, S. Typhimurium, S. Newport, and S. Javiana (2004-2014; n = 32,951) from the Foodborne Diseases Active Surveillance Network (FoodNet), and weather data from the National Climatic Data Center (1960-2014). Extreme heat and precipitation events for the study period (2004-2014) were identified using location and calendar day specific 95th percentile thresholds derived using a 30-year baseline (1960-1989). Negative binomial generalized estimating equations were used to evaluate the association between exposure to extreme events and salmonellosis rates. Results We observed that extreme heat exposure was associated with increased rates of infection with S. Newport in Maryland (Incidence Rate Ratio (IRR): 1.07, 95% Confidence Interval (CI): 1.01, 1.14), and Tennessee (IRR: 1.06, 95% CI: 1.04, 1.09), both FoodNet sites with high densities of animal feeding operations (e.g., broiler chickens and cattle). Extreme precipitation events were also associated with increased rates of S. Javiana infections, by 22% in Connecticut (IRR: 1.22, 95% CI: 1.10, 1.35) and by 5% in Georgia (IRR: 1.05, 95% CI: 1.01, 1.08), respectively. In addition, there was an 11% (IRR: 1.11, 95% CI: 1.04-1.18) increased rate of S. Newport infections in Maryland associated with extreme precipitation events. Conclusions Overall, our study suggests a stronger association between extreme precipitation events, compared to extreme heat, and salmonellosis across multiple U.S. regions. In addition, the rates of infection with Salmonella serovars that persist in environmental or plant-based reservoirs, such as S. Javiana and S. Newport, appear to be of particular significance regarding increased heat and rainfall events.


Workplace Support for Employees in Recovery From Opioid Use: Stakeholder Perspectives

September 2021

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35 Reads

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4 Citations

NEW SOLUTIONS A Journal of Environmental and Occupational Health Policy

The dual challenges of COVID-19 and the opioid epidemic have heightened the need of Maryland workplaces for accessible resources and supports. This paper describes efforts of the Workplace PROSPER (Partnering to Reduce Opioid Stigma and Support Employment in Recovery) project team to explore opioid-related state employment needs from Key Stakeholder perspectives. Discussion revealed significant overlap between the needs identified by stakeholders and pre-existing recovery friendly initiatives in other states. However, this convening identified the need for increased training of medical professionals in communicating about work capacity and safety as well as for resources to support family members of individuals with Opioid Use Disorder and model programs for hiring individuals in recovery. Next steps include the creation and dissemination of a survey to obtain a broader base of feedback and the development of a robust set of online recovery resources for Maryland employers and employees.


Mitigating potential public health problems associated with edible cannabis products through adequate regulation: A landscape analysis

August 2020

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36 Reads

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6 Citations

An edible cannabis product (ECP) manufactured with food ingredients is subject to the same types of contamination as any conventional food product. Physical, microbial, and chemical hazards are a potential threat to anyone consuming cannabinoid-containing products by mouth. Preventing the unintentional ingestion of ECPs is also a concern for public health professionals. An analysis of the regulatory landscape in the United States (US) was conducted to identify best practices specific to ECPs and to pinpoint preventative safety measures that had not been extensively implemented. Widespread adoption of some of the more useful precedents set by US jurisdictions, as examined in this work, could be of great value in protecting public health.


Demographic Characteristics of the Study Population
IRRs for Deviation in Start of Spring and Asthma Hospitalization in Maryland During 2001 to 2012
Association Between Changes in Timing of Spring Onset and Asthma Hospitalization in Maryland

July 2020

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352 Reads

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36 Citations

JAMA Network Open

Importance Ongoing climate change is affecting the health of communities across the globe. While direct consequences, including morbidity and mortality tied to increases in the frequency of extreme weather events, have received significant attention, indirect health effects, particularly those associated with climate change–driven disruptions in ecosystems, are less understood. Objective To investigate how ongoing changes in the timing of spring onset related to climate change are associated with rates of asthma hospitalization in Maryland. Design, Setting, and Participants This cross-sectional study of 29 257 patients with asthma used general additive (quasi Poisson) and mixed-effect (negative binomial) models to investigate the association between changes in the timing of spring onset, detected using satellite observations, and the risk of asthma hospitalization in Maryland from 2001 to 2012. Data analysis was conducted from January 2016 to March 2019. Exposures Phenology data, derived from the National Aeronautics and Space Administration’s Moderate Resolution Imaging Spectroradiometer, were used to calculate location-specific median dates for start of season from 2001 to 2012. How the start of season for a given year and location deviated from the long-term average was calculated and categorized as very early, early, normal, or late. Main Outcomes and Measures Daily asthma hospitalization in Maryland during the spring season (ie, March to May). Results There were 108 358 total asthma hospitalizations during the study period, of which 29 257 (27.0%; 14 379 [49.1%] non-Hispanic black patients; 17 877 [61.1%] women) took place during springtime. In the unadjusted model, very early (incident rate ratio [IRR], 1.17; 95% CI, 1.07-1.28) and late (IRR, 1.07; 95% CI, 1.00-1.15) onset of spring were associated with increased risk of asthma hospitalization. When the analysis was adjusted for extreme heat events and concentrations of particulate matter with an aerodynamic diameter less than 2.5 μm, the risk remained significant for very early spring onset (IRR, 1.10; 95% CI, 1.02-1.20) but not for late spring onset (IRR, 1.03; 95% CI, 0.97-1.11). Conclusions and Relevance These results suggest that ongoing changes in the timing of spring onset, which are related to climate variability and change, are associated with asthma hospitalization. Given the high burden of allergic diseases and the number of individuals sensitized to tree pollen, these findings serve as a wake-up call to public health and medical communities regarding the need to anticipate and adapt to the ongoing changes in the timing and severity of the spring allergy season.


Outbreak investigation of Pseudomonas aeruginosa infections in a neonatal intensive care unit

April 2019

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52 Reads

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17 Citations

American Journal of Infection Control

A Pseudomonas aeruginosa outbreak was investigated in a neonatal intensive care unit that had experienced a prior similar outbreak. The 8 cases identified included 2 deaths. An investigation found the cause of the outbreak: tap water from contaminated hospital plumbing which was used for humidifier reservoirs, neonatal bathing, and nutritional preparation. Our findings reinforce a recent Centers for Medicare & Medicaid Services memo recommending increased attention to water management to improve awareness, identification, mitigation, and prevention of water-associated, health care-associated infections.


Figure 2. Maryland Climate Change Health Adaption Program partnership framework
Climate and Health in Maryland:

October 2017

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34 Reads

Delaware Journal of Public Health

Maryland's response to climate change has included creation of the Maryland Commission on Climate Change in 2007, and initiatives across many State agencies. The Commission coordinates these initiatives through the State Climate Action Plan. The Maryland Department of Health has partnered with the School of Public Health at the University of Maryland College Park to develop the 2016 Climate and Health Profile report, which estimates the health impacts of climate change in Maryland. Using historical health data and climate model projections, the report found that climate change will have a disproportionate impact on certain populations across the state. For example, extreme heat and extreme precipitation events during summer months increased the risk of hospitalization for asthma in Maryland by 22% and 11% respectively. But the extreme heat related risk for asthma hospitalization was more pronounced among non-Hispanic whites (33%) than non-Hispanic blacks (20%). Based on these findings, the Department and School have begun to engage with community organizations and various stakeholders to develop interventions and adaptations aimed at increasing resilience and mitigating some of the health impacts. Through these partnerships and projects, Maryland is using health data, climate projections, and the State Climate Action Plan to assist local communities and regional partners in climate adaptation activities.


Citations (36)


... Indeed, increasing concern exists regarding waterborne pathogens in the Chesapeake Bay and mid-Atlantic regions. 40 Research is needed to characterize Vibrio spp. and other waterborne infection prevalence and identify prevention strategies for workers. ...

Reference:

Health and Safety in U.S. Chesapeake Bay Oyster Aquaculture: A Qualitative Study
Increased incidence of vibriosis in Maryland, U.S.A, 2006–2019
  • Citing Article
  • December 2023

Environmental Research

... In addition to dominant retrospective analysis, more forwardlooking research is needed to address potential future changes. Climate change profoundly affects and alters microorganisms on Earth (43)(44)(45). Climate extremes disrupt fungal-bacterial interactions, thereby destabilizing soil microbial communities (46). Studies have shown that by the end of this century, fossil fuel-dependent scenarios could lead to a significant decrease of global plant-beneficial bacteria abundance in soils, whereas the diversity and invasive potential of phytopathogenic fungi will increase globally (24,28). ...

Climate change, extreme events, and increased risk of salmonellosis: foodborne diseases active surveillance network (FoodNet), 2004-2014

Environmental Health

... Comprehensive workplace policies that involve recovery-friendly workplace initiatives have also been shown to reduce employee opioid use (Cooper & Bixler, 2021;Imboden et al., 2021;Osborne et al., 2021;Rosen et al., 2021). Recent research suggests that workplace cultures that reduce stigma for workers with mental health or SUD issues can serve as effective prevention measures (Roche et al., 2015;Rosen et al., 2021;Seaton et al., 2019). ...

Workplace Support for Employees in Recovery From Opioid Use: Stakeholder Perspectives
  • Citing Article
  • September 2021

NEW SOLUTIONS A Journal of Environmental and Occupational Health Policy

... There have been mixed findings on the effects of legalization on cannabis use among certain populations more vulnerable to harms such as youth, pregnant women and individuals at risk for cannabis use disorder (Ammerman et al., 2015;Anderson et al., 2019;Berg et al., 2018;Cerdá et al., 2017Cerdá et al., , 2019Chu, 2014;Coley et al., 2019;Dilley et al., 2018;Schlienz & Lee, 2018;Shi, 2016;Stolzenberg et al., 2016), perhaps due in part to varied research methods and cannabis policy environments across the U.S. (Berg et al., 2018). The diversification of products in the legal cannabis market, including the trend towards high potency concentrates and edibles, raises new questions about long-term safety and effects (Alzghari et al., 2017;Meier et al., 2019;Monte et al., 2019;Reboussin et al., 2019;Rup et al., 2021), and adoption of regulatory solutions to these concerns are, to date, scarce (Silver et al., 2020;Soroosh et al., 2020). ...

Mitigating potential public health problems associated with edible cannabis products through adequate regulation: A landscape analysis
  • Citing Article
  • August 2020

... A systemic review and meta-analysis found a significant increase in the mean number of asthma emergency department presentations, which correlated with increases of 10 grass pollen grains per cubic meter [82]. Early onset of spring and pollen release is associated with increased risk of asthma hospitalization and increased pollen allergenicity is associated with more severe symptoms in allergic individuals [6,73,83,84]. ...

Association Between Changes in Timing of Spring Onset and Asthma Hospitalization in Maryland

JAMA Network Open

... aeruginosa) is a gram-negative opportunistic bacterial pathogen, causing infections in immunocompromised patients [1,2]. It can spread rapidly through various channels, such as tap water, cleaning equipment, oral swabs, etc. [3][4][5]. Multidrug resistance in P. aeruginosa is common and mortality from invasive infections is as high as 29% [6]. Therefore, it is important to control the spread of this organism. ...

Outbreak investigation of Pseudomonas aeruginosa infections in a neonatal intensive care unit
  • Citing Article
  • April 2019

American Journal of Infection Control

... Wang et al. [34] found no substantial variation in cardiovascular mortality incidence rate ratios between sexes across three Australian cities. Similarly, Fisher et al. [35] reported mixed results for acute myocardial infarction hospitalization risks during extreme heat events among different demographic subgroups in Maryland, USA. These varied findings underscore the complexity of sex differences in heat wave vulnerability and suggest that other factors, such as local climate, socioeconomic conditions, and healthcare access, may interact with sex to influence cardiovascular outcomes during extreme heat events. ...

Summertime extreme heat events and increased risk of acute myocardial infarction hospitalizations
  • Citing Article
  • February 2017

Journal of Exposure Science & Environmental Epidemiology

... High temperatures have varying effects depending on the region, mode of transportation, and demographic factors. Motor vehicles face an increased risk of collisions, as elevated temperatures can impair their mechanical performance; motorcycle riders are particularly vulnerable to the effects of high temperatures due to their exposure, while cyclists also face a heightened risk of injury in such conditions (Liu et al., 2017;Zare Sakhvidi et al., 2022;Zhu et al., 2024). Additionally, ambient temperature influences road injuries differently across age groups, and these effects vary between temperate and tropical regions (Zhu et al., 2024;Liang et al., 2021). ...

Frequency of extreme weather events and increased risk of motor vehicle collision in Maryland
  • Citing Article
  • December 2016

The Science of The Total Environment

... The National Violent Death Reporting System (NVDRS) offers populationbased mortality surveillance data for violent deaths and captures the homelessness status of decedents. Some prior studies have utilized the NVDRS to examine characteristics of violent deaths among PEH, but focused on a specific state or manner of death, lacked a comparison group of individuals who were not experiencing homelessness, or utilized older data and/or only a few years of data (Henkind et al., 2023;Kleinman & Morris, 2023;Stanley et al., 2016). ...

Characteristics of Violent Deaths Among Homeless People in Maryland, 2003–2011

American Journal of Preventive Medicine

... 27,28 Studies conducted in European countries, the United States, and Canada found campylobacteriosis incidence to be correlated with climatic variables, including temperature and precipitation. [29][30][31][32][33] In addition to weather and climate factors, Sanderson et al. 34 also examined the potential impacts of hydrology and landscape features, like soil type and land use, on the rates of human Campylobacter cases in the United Kingdom. This study showed that an increased risk of Campylobacter infections was associated with periods of high surface-water flow and catchment areas with cattle/sheep grazing on stagnogley soils. ...

Extreme precipitation events and increased risk of campylobacteriosis in Maryland, U.S.A
  • Citing Article
  • August 2016

Environmental Research