DeepTrack: An ML-based Approach to Health Disparity Identification and Determinant Tracking for Improving Pandemic Health Care

Author(s):  
Jinwei Liu ◽  
Long Cheng ◽  
Ankur Sarker ◽  
Li Yan ◽  
Richard A. Alo
Keyword(s):  
2003 ◽  
Vol 31 (S4) ◽  
pp. 45-46 ◽  
Author(s):  
Vernellia R. Randall ◽  
Glen Safford ◽  
Walter W. Williams

Public health preparedness must use a comprehensive approach that includes both communities and public health systems. There are three basic questions that should be asked when evaluating public health preparedness in communities of color: 1) Is the community basically healthy?; 2) Does the community have access, to necessary information, resources and services?; and 3) Are the information, resources and services available and provided to the community in a nondiscriminatory manner?Racial-based health disparities is a well documented fact for many communities of color. Individuals from these communities tend to have more morbidity and higher mortality. This health disparity is race based and not just a function of social class. Similarly, access to basic goods and health care is racialized and class based.


Sexual Health ◽  
2017 ◽  
Vol 14 (5) ◽  
pp. 477 ◽  
Author(s):  
Stuart Aitken

Gender dysphoria is associated with significant health disparity. Gender services perform specialised activities such as diagnosis, endocrine management and liaison with surgical services. Although providing these specialised transition services appears to be safe and improves well-being, significant health disparity remains. Engaging primary care providers is an important part of any strategy to improve the health care of transgender people. The relationships between gender dysphoria and a range of primary care issues such as mental health, cardiovascular disease and cancer are explored.


Encyclopedia ◽  
2021 ◽  
Vol 1 (3) ◽  
pp. 744-763
Author(s):  
Ayodeji Iyanda ◽  
Kwadwo Boakye ◽  
Yongmei Lu

Health disparity is an unacceptable, unjust, or inequitable difference in health outcomes among different groups of people that affects access to optimal health care, as well as deterring it. Health disparity adversely affects disadvantaged subpopulations due to a higher incidence and prevalence of a particular disease or ill health. Existing health disparity determines whether a disease outbreak such as coronavirus disease 2019, caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), will significantly impact a group or a region. Hence, health disparity assessment has become one of the focuses of many agencies, public health practitioners, and other social scientists. Successful elimination of health disparity at all levels requires pragmatic approaches through an intersectionality framework and robust data science.


2017 ◽  
Vol 1 (S1) ◽  
pp. 81-81 ◽  
Author(s):  
Meryl Sufian ◽  
Derrick Tabor ◽  
Phuong-Tu Le

OBJECTIVES/SPECIFIC AIMS: (1) To explain and discuss minority health and health disparities and the mechanisms, for example, individual behaviors and lifestyle, genetics and epigenetics, physical and cultural environment, and clinical events and health care, that lead to health disparities. (2) To explore the intersection between health disparity science and clinical and translational science. (3) To present and discuss the NIMHD Framework and how it can be used to guide multilevel research to address minority health and health disparities. (4) To highlight examples of NIMHD-funded novel and innovative research relevant to clinical and translational research from a health disparities perspective. METHODS/STUDY POPULATION: The NIMHD Research Framework will be introduced that is currently being used by NIMHD to address minority health and health disparity research. The Framework looks at targeted populations in relation to biological, behavioral, physical, and sociocultural environmental domains of influence as well as the health care system. These domains have different levels of influence: individual, family/interpersonal, community, and population. Targeted populations include NIH-designated health disparity populations, that include racial/ethnic minorities, socioeconomically disadvantaged populations, underserved rural populations, and sexual and gender minorities. The following research opportunities are among the many opportunities offered by NIMHD: Disparities in Surgical Care and Outcomes Social Epigenomics for Minority Health and Health Disparities Addressing Health Disparities Among Immigrant Populations. RESULTS/ANTICIPATED RESULTS: Select examples of NIMHD supported minority health and health disparities research that intersects with clinical and translational research will be presented. Candidate examples include: Genetic Architecture of Lupus (SLE) in individuals with Asian ancestry; A Novel Racial Disparity Marker for Risk Prediction in Triple Negative Breast Cancer Patients; Self-Applied Wearable Ultrasound Therapy for Osteoarthritis Management in Rural Central NY; Design and Development of a Multifunctional Self-service Health Screening Kiosk. DISCUSSION/SIGNIFICANCE OF IMPACT: Despite notable improvements gained as a result of medical and scientific advances, there continues to be an alarming disproportionate burden of illness and lack of representation in research among minority and other socially disadvantaged and underserved populations. To meet this challenge, NIMHD is committed to supporting a wide range of clinical and translational research aimed at the development of innovative strategies and approaches to reduce and, eventually, eliminate health disparities. NIMHD’s mission, research priorities, and funding opportunities are relevant to the efforts and interests of clinical and translational scientists, especially those interested in the translation of research findings into interventions, products, and tools that may improve minority health and quality of life, increase adherence to medication and treatment regimens, increase access, and improve the delivery of health services.


Te Kaharoa ◽  
2014 ◽  
Vol 7 (1) ◽  
Author(s):  
Phoebe Elers

Since the colonisation of Aotearoa by the British, Māori have experienced health disparities in comparison to non-Māori.  While there have been numerous policies and initiatives to improve the diaspora, this is forecasted to continue for the Māori population.  The source of this health disparity is complex, being embedded in historic and contemporary inequities.  However, one prominent issue which continues to be reported, is the less than adequate health treatment received by Māori in comparison to those of non-Māori or non-Pacific origin.  According to the Ministry of Health, this is adversely contributing to Māori health inequalities. This paper discusses the difficulties confronted by Māori when accessing health care services. 


1999 ◽  
Vol 27 (2) ◽  
pp. 203-203
Author(s):  
Kendra Carlson

The Supreme Court of California held, in Delaney v. Baker, 82 Cal. Rptr. 2d 610 (1999), that the heightened remedies available under the Elder Abuse Act (Act), Cal. Welf. & Inst. Code, §§ 15657,15657.2 (West 1998), apply to health care providers who engage in reckless neglect of an elder adult. The court interpreted two sections of the Act: (1) section 15657, which provides for enhanced remedies for reckless neglect; and (2) section 15657.2, which limits recovery for actions based on “professional negligence.” The court held that reckless neglect is distinct from professional negligence and therefore the restrictions on remedies against health care providers for professional negligence are inapplicable.Kay Delaney sued Meadowood, a skilled nursing facility (SNF), after a resident, her mother, died. Evidence at trial indicated that Rose Wallien, the decedent, was left lying in her own urine and feces for extended periods of time and had stage I11 and IV pressure sores on her ankles, feet, and buttocks at the time of her death.


Sign in / Sign up

Export Citation Format

Share Document