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Duarte M, Salamanca M, Gonzalez JM, Roman Laporte R, Gattamorta K, Lopez Martinez FE, Clochesy J, Rincon Acuna JC. Prediction of Positive Patient Health Questionnaire-2 Screening Using Area Deprivation Index in Primary Care. Clin Nurs Res 2024; 33:355-369. [PMID: 38801166 DOI: 10.1177/10547738241252887] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
Abstract
Depression is recognized as a significant public health issue in the United States. The National Survey on Drug Use and Health reports that 21.0 million adults aged 18 or older had major depressive disorder in 2020, including 14.8 million experiencing a major depressive episode with severe impairment. The aim is to predict the positivity of Patient Health Questionnaire-2 (PHQ-2) outcomes among patients in primary care settings by analyzing a range of variables, including socioeconomic status, demographic characteristics, and health behaviors, thereby identifying those at increased risk for depression. Employing a machine learning approach, the study utilizes retrospective data from electronic health records across 15 primary care clinics in South Florida to explore the relationship between social determinants of health (SDoH), including area of deprivation index (ADI) and PHQ-2 positivity. The study encompasses 15 primary care clinics located in South Florida, where a diverse patient population receives care. Analysis included 94,572 patient visits; 74,636 records were included in the study. If a zip+4 was not available or an ADI score did not exist, the visit was not included in the final analysis. Screening involved the PHQ-2, assessing depressed mood and anhedonia, with a cutoff >2 indicating positive screening. ADI was used to assess SDoH by matching patients' residential postal codes to ADI national percentiles. Demographics, sexual history, tobacco use, caffeine intake, and community involvement were also evaluated in the study. Over 40 machine learning algorithms were explored for their accuracy in predicting PHQ-2 outcomes, using software tools including Scikit-learn and stats models in Python. Variables were normalized, scored, and then subjected to predictive regression models, with Random Forest showing outstanding performance. Feature engineering and correlation analysis identified ADI, age, education, visit type, coffee intake, and marital status as significant predictors of PHQ-2 positivity. The area under the curve and model accuracies varied across clinics, with specific clinics showing higher predictive accuracy and others (p > .05). The study concludes that the ADI, as a proxy for SDoH, alongside other individual factors, can predict PHQ-2 positivity. Health organizations can use this information to anticipate health needs and resource allocation.
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Affiliation(s)
| | | | - Juan M Gonzalez
- University of Miami School of Nursing and Health Studies, Coral Gables, FL, USA
| | | | - Karina Gattamorta
- University of Miami School of Nursing and Health Studies, Coral Gables, FL, USA
| | | | - John Clochesy
- University of Miami School of Nursing and Health Studies, Coral Gables, FL, USA
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O'Grady T, Inman N, Younger A, Huang B, Bouton TO, Kim H, DeLorenzo E. The Characteristics and HIV-Related Outcomes of People Living with Co-occurring HIV and Mental Health Conditions in the United States: A Systematic Review of Literature from 2016 to 2021. AIDS Behav 2024; 28:201-224. [PMID: 37563293 PMCID: PMC10803443 DOI: 10.1007/s10461-023-04150-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/26/2023] [Indexed: 08/12/2023]
Abstract
Considering advances in HIV prevention and treatment, jurisdictional efforts to end the HIV/AIDS epidemic, and reduced stigma towards people living with HIV infection and mental health conditions, the authors systematically reviewed studies published between 2016 and 2021 and identified 45 studies that met the eligibility criteria. The review found that stigma towards mental health conditions still acts as a barrier to accessing HIV treatment, which impacts treatment outcomes. Additionally, social determinants of health, such as housing instability and poverty, appear to impact mental health and, therefore, HIV-related outcomes. The review also highlighted the mutually reinforcing effects of HIV, mental health, and substance use conditions, providing valuable insights into the syndemic effects of these co-occurring conditions. Overall, the review highlights the need to address stigma and social determinants of health in HIV prevention and treatment efforts and to integrate mental health services into HIV care to improve outcomes for people living with both HIV and mental health conditions.
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Affiliation(s)
- Thomas O'Grady
- New York State Department of Health, AIDS Institute, Albany, NY, USA.
- New York State Department of Health, Corning Tower, ESP, Room 760, Albany, NY, 12237-0627, USA.
- Department of Epidemiology and Biostatistics, University at Albany School of Public Health, 1 University Pl, Rensselaer, NY, 12144, USA.
| | - Nina Inman
- New York State Department of Health, AIDS Institute, Albany, NY, USA
| | - Alitasha Younger
- New York State Department of Health, AIDS Institute, Albany, NY, USA
| | - Bishan Huang
- New York State Department of Health, AIDS Institute, Albany, NY, USA
- Department of Epidemiology and Biostatistics, University at Albany School of Public Health, 1 University Pl, Rensselaer, NY, 12144, USA
| | | | - Heeun Kim
- New York State Department of Health, AIDS Institute, Albany, NY, USA
| | - Emily DeLorenzo
- New York State Department of Health, AIDS Institute, Albany, NY, USA
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3
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Russell A, Filec S, Serper M, Opsasnick L, Batio S, O'Conor RM, Curtis L, Kwasny M, Benavente JY, Wismer G, Bonham M, Zheng P, Lovett R, Arvanitis M, Ladner DP, McCaffery K, Linder JA, Bailey SC, Wolf MS. Impact of COVID-19 on the capacity to self-manage health and chronic conditions. PEC INNOVATION 2023; 2:100163. [PMID: 37197693 PMCID: PMC10167781 DOI: 10.1016/j.pecinn.2023.100163] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Revised: 05/07/2023] [Accepted: 05/08/2023] [Indexed: 05/19/2023]
Abstract
Objective To investigate well-being, lifestyle behaviors, self-management capacity and healthcare utilization among adults with chronic conditions at the outbreak of the COVID-19 pandemic. Methods Data was collected from two interviewer-administered telephone surveys conducted between March 27 - May 22, 2020. Participants were patients at Chicago-area clinics. Self-report and validated measures were used for study-related outcomes. Results A total of 553 participants (age range 23-88) completed data collection at both timepoints. One in five (20.7%) participants experienced stress due to the coronavirus most or all the time and rates of negative well-being were high (WHO-5 Index mean = 58.7%). Almost a quarter (22.3%) engaged in hazardous drinking and 79.7% reported insufficient physical activity. Nearly one in four participants (23.7%) avoided seeking medical care due to worry about COVID-19. In multivariable analyses, greater COVID-19 related stress was associated with less physical activity, lower self-efficacy, greater difficulty managing health and medications, and delays in seeking medical care due to the coronavirus. Conclusions Mental well-being, lifestyle behaviors, self-management capacity, and healthcare utilization were impacted in the months following the COVID outbreak. Innovation These findings suggest health systems should implement proactive measures for detecting and treating emotional and behavioral COVID-related concerns.
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Affiliation(s)
- Andrea Russell
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Sarah Filec
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Marina Serper
- Hospital of the University of Pennsylvania, Philadelphia, PA, United States of America
| | - Lauren Opsasnick
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Stephanie Batio
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Rachel M. O'Conor
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Laura Curtis
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Mary Kwasny
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
- Feinberg School of Medicine, Northwestern University, Chicago, IL, United States of America
| | - Julia Yoshino Benavente
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Guisselle Wismer
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Morgan Bonham
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Pauline Zheng
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Rebecca Lovett
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Marina Arvanitis
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Daniela P. Ladner
- Feinberg School of Medicine, Northwestern University, Chicago, IL, United States of America
| | | | - Jeffrey A. Linder
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Stacy Cooper Bailey
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
| | - Michael S. Wolf
- Center for Applied Health Research on Aging, Feinberg School of Medicine, Northwestern University, 750 N Lake Shore Dr., 10th Floor, Chicago, IL, United States of America
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Trepka MJ, Ward MK, Fennie K, Sheehan DM, Fernandez SB, Li T, Jean-Gilles M, Dévieux JG, Ibañez GE, Gwanzura T, Nawfal E, Gray A, Beach MC, Ladner R. Patient-Provider Relationships and Antiretroviral Therapy Adherence and Durable Viral Suppression Among Women with HIV, Miami-Dade County, Florida, 2021-2022. AIDS Patient Care STDS 2023; 37:361-372. [PMID: 37432309 PMCID: PMC10354312 DOI: 10.1089/apc.2023.0029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/12/2023] Open
Abstract
Women with HIV in the United States are more negatively affected by adverse social determinants such as low education and poverty than men, and thus, especially need a supportive health care system. This cross-sectional study assessed the role of the patient-provider relationship on antiretroviral therapy (ART) adherence and durable viral suppression among women with HIV (WHIV) in Miami-Dade County, Florida. Patient-provider relationship was measured, in part, using the Health Care Relationship Trust Scale and Consumer Assessment of Health Care Providers and Systems. The survey was administered by telephone to women in the Ryan White Program June 2021-March 2022. Adherence was defined as 90% adherent on the average of three self-reported items. Lack of durable viral suppression was defined by at least one viral load ≥200 copies/mL among all tests conducted in a year. Logistic regression models were generated using backward stepwise modeling. Of 560 cis-gender women, 401 (71.6%) were adherent, and 450 (80.4%) had durable viral suppression. In the regression model, adherence was associated with higher patient-provider trust and provider communication as well as excellent perceived health, lack of significant depressive symptoms, no alcohol use within the last 30 days, and lack of transportation problems. In the regression model using provider as a random effect, durable viral suppression was associated with older age, Hispanic ethnicity, and lack of illegal drug use. While the results show that a strong patient-provider relationship facilitates ART adherence in WHIV, there was no association with durable viral suppression.
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Affiliation(s)
- Mary Jo Trepka
- Department of Epidemiology, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
- Research Center for Minority Institutions, Florida International University, Miami, Florida, USA
| | - Melissa K. Ward
- Department of Epidemiology, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
- Research Center for Minority Institutions, Florida International University, Miami, Florida, USA
| | | | - Diana M. Sheehan
- Department of Epidemiology, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
- Research Center for Minority Institutions, Florida International University, Miami, Florida, USA
| | - Sofia Beatriz Fernandez
- Research Center for Minority Institutions, Florida International University, Miami, Florida, USA
- School of Social Work, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
| | - Tan Li
- Research Center for Minority Institutions, Florida International University, Miami, Florida, USA
- Department of Biostatistics, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
| | - Michele Jean-Gilles
- Department of Health Promotion and Disease Prevention, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
| | - Jessy G. Dévieux
- Research Center for Minority Institutions, Florida International University, Miami, Florida, USA
- Department of Health Promotion and Disease Prevention, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
| | - Gladys E. Ibañez
- Department of Epidemiology, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
| | - Tendai Gwanzura
- Department of Epidemiology, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
| | - Ekpereka Nawfal
- Department of Epidemiology, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
| | - Aaliyah Gray
- Department of Epidemiology, Robert Stempel College of Public Health and Social Work, Florida International University, Miami, Florida, USA
| | - Mary Catherine Beach
- Berman Institute of Bioethics, Johns Hopkins University, Baltimore, Maryland, USA
| | - Robert Ladner
- Behavioral Science Research Corp., Coral Gables, Florida, USA
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5
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Jones MC, Byun JY, Billings R, Shorten A, Kempf MC, Vance DE, Puga F. Tools for Screening and Measuring Anxiety Among Women Living with HIV of Reproductive Age: A Scoping Review. AIDS Behav 2023:10.1007/s10461-023-03990-9. [PMID: 36757556 DOI: 10.1007/s10461-023-03990-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/10/2023] [Indexed: 02/10/2023]
Abstract
Emerging evidence suggests that women living with HIV (WLWH) may experience higher rates of anxiety than men living with HIV and women living without HIV. To date, relatively little knowledge exists on valid anxiety screening and diagnostic tools and how they are used among WLWH, specifically WLWH of reproductive age. Thus, the purpose of this scoping review was to describe what is known in the published literature about anxiety among WLWH and the tools used to measure and screen for anxiety in clinical and research contexts. The Arksey and O'Malley methodological framework was used to guide a scoping review of published articles in PsycINFO, Scopus, Sociological Abstracts, and PubMed databases. Twenty-one measures of anxiety were used across the 52 articles identified in the search. Most measures used were self-report. Inconsistencies in standardized screening tools and cutoff scores were observed across studies. Further, measures to assess anxiety varied among studies focused on WLWH. Based on the results from this review, there is a need for consistent, valid measures of anxiety to advance research and clinical practice to support the well-being of WLWH.
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Affiliation(s)
- Meghan C Jones
- School of Nursing, University of Alabama at Birmingham, 1701 University Blvd, 35294-1210, Birmingham, AL, USA.
| | - Jun Y Byun
- School of Nursing, University of Alabama at Birmingham, 1701 University Blvd, 35294-1210, Birmingham, AL, USA
| | - Rebecca Billings
- UAB Libraries, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Allison Shorten
- School of Nursing, University of Alabama at Birmingham, 1701 University Blvd, 35294-1210, Birmingham, AL, USA
| | - Mirjam-Colette Kempf
- School of Nursing, University of Alabama at Birmingham, 1701 University Blvd, 35294-1210, Birmingham, AL, USA
| | - David E Vance
- School of Nursing, University of Alabama at Birmingham, 1701 University Blvd, 35294-1210, Birmingham, AL, USA
| | - Frank Puga
- School of Nursing, University of Alabama at Birmingham, 1701 University Blvd, 35294-1210, Birmingham, AL, USA
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