Literature Collection

Magnifying Glass
Collection Insights

12K+

References

11K+

Articles

1600+

Grey Literature

4800+

Opioids & SU

The Literature Collection contains over 11,000 references for published and grey literature on the integration of behavioral health and primary care. Learn More

Use the Search feature below to find references for your terms across the entire Literature Collection, or limit your searches by Authors, Keywords, or Titles and by Year, Type, or Topic. View your search results as displayed, or use the options to: Show more references per page; Sort references by Title or Date; and Refine your search criteria. Expand an individual reference to View Details. Full-text access to the literature may be available through a link to PubMed, a DOI, or a URL. References may also be exported for use in bibliographic software (e.g., EndNote, RefWorks, Zotero).

Enter Search Term(s)
Year
Sort by
Order
Show
1290 Results
881
Primary Care Models and Depression Outcomes in Rural Adult Populations: A Systematic Review
Type: Journal Article
Authors: E. Turi, S. E. Courtwright, J. Dixon, I. O'Neill, M. Marchiano, L. Poghosyan
Year: 2024
Abstract:

Rural populations rely on primary care services for depression care due to shortages and maldistributions of specialty mental health care favoring urban areas. Yet, it is unknown which primary care models are effective at reducing depressive symptoms and emergency department (ED) use for depression among rural populations. The purpose of this systematic review is to synthesize the effectiveness of primary care models on depressive symptoms and ED utilization for depression in rural populations. PubMed, PsycINFO, CINAHL, and reference lists of included studies were searched. Eligible articles focused on the impact of primary care models on depressive symptoms or ED utilization for depression among rural populations in the United States. Seventeen studies met the inclusion criteria. Three care models were identified in the studies, including collaborative care (i.e., team-based integrated care that tracks patient populations with a registry; n = 7), tele-psychotherapy (i.e., identification of patients in primary care and referral to virtual psychotherapy; n = 6), or self-management support (i.e., identification of patients in primary care and referral to community support for depression self-management; n = 4). These care models were associated with improved patient-reported depressive symptoms such as Patient-Health Questionnaire reported remission of depression (score < 5). No studies assessed depression ED utilization as an outcome. Collaborative care, tele-psychotherapy, and self-management support may be effective at reducing depressive symptoms, specifically in rural populations and should be implemented at the practice level. Research focused on primary care models and ED utilization for depression among rural populations is needed.

Topic(s):
Education & Workforce See topic collection
,
HIT & Telehealth See topic collection
882
Primary care models and depression outcomes in rural adult populations: A systematic review
Type: Journal Article
Authors: Eleanor Turi, Suzanne E. Courtwright, Justinna Dixon, Isabella O'Neill, Michelle Marchiano, Lusine Poghosyan
Year: 2024
Topic(s):
Healthcare Disparities See topic collection
,
Financing & Sustainability See topic collection
,
Measures See topic collection
,
HIT & Telehealth See topic collection
883
Primary Care Physician Shortages Could Be Eliminated Through Use Of Teams, Nonphysicians, And Electronic Communication
Type: Journal Article
Authors: L. V. Green, S. Savin, Y. Lu
Year: 2013
Topic(s):
Education & Workforce See topic collection
,
HIT & Telehealth See topic collection
884
Primary Care Practice Redesign: Challenges in Improving Behavioral Health Care for a Vulnerable Patient Population
Type: Journal Article
Authors: D. Swavely, D. T. O'Gurek, V. Whyte, A. Schieber, D. Yu, A . Y. Tien, S. L. Freeman
Year: 2019
Publication Place: United States
Abstract: This study examined a program focused on integrating mental health in a family medicine practice in an economically challenged urban setting. The program included using a behavioral health technology platform, a behavioral health collaborative composed of community mental health agencies, and a community health worker (CHW). Of the 202 patients screened, 196 were used for analysis; 56% were positive for anxiety, 38% had scores consistent with moderate to severe depression, and 34% were positive for post-traumatic stress disorder. There was a statistically significant difference in the diagnosis of depression when comparing the screened group to a control group. Only 27% of patients followed through with behavioral health referrals despite navigational assistance provided by a CHW and assured access to care through a community agency engaged with the Behavioral Health Alliance. Further qualitative analysis revealed that there were complex patient factors that affected patient decision making regarding follow-up with behavioral health care.
Topic(s):
Healthcare Disparities See topic collection
,
HIT & Telehealth See topic collection
885
Primary care practitioners' and patients' views on the benefits and challenges of remote consulting for anxiety and depression in UK general practice: a qualitative interview study
Type: Journal Article
Authors: C. Archer, L. Ting, D. Kessler, N. Wiles, K. M. Turner
Year: 2025
Abstract:

OBJECTIVE: To explore primary care patients' and practitioners' views and experiences of remote consulting for common mental disorders (CMDs), to optimise their management in primary care. DESIGN: Qualitative study using in-depth interviews and thematic analysis. A topic guide was used to ensure consistency across interviews. The interviews were audio-recorded, transcribed verbatim and analysed thematically. There was patient and public input throughout. SETTING: Participants were recruited from general practices. Interviews were held by telephone or videocall between March 2023 and October 2023. PARTICIPANTS: We interviewed 20 practitioners and 21 patients. RESULTS: Interviewees suggested benefits included convenience, increased anonymity and were easier for those feeling very low or anxious. Challenges included practitioners finding it hard to assess risk, which lengthened consultation duration or led to further contact, increasing practice workload and patients feeling anxious waiting for the practitioner to call. In-person appointments were viewed as important for initial consultations and providing a safe space. Continuity of care and practitioner training were identified as facilitators for telephone consultations, and both patients and practitioners identified training needs around how to deliver mental healthcare remotely. CONCLUSIONS: Practitioners should aim to offer continuity of care and in-person appointments when patients initially seek help. Remote consultations may not be more time or cost-efficient for individuals with CMDs as risk is harder to assess. There is a need to evaluate existing training on delivering remote consultations to identify whether remote mental healthcare is included or should be incorporated in the future.

Topic(s):
HIT & Telehealth See topic collection
886
Primary care provider perspectives on virtual and in-person depression management during the COVID-19 pandemic
Type: Journal Article
Authors: Lucinda B. Leung, Joya G. Chrystal, Karen E. Dyer, Catherine E. Brayton, Michael A. Karakashian, Elizabeth M. Yano, Alexander S. Young, Paul G. Shekelle, Alison B. Hamilton
Year: 2023
Topic(s):
HIT & Telehealth See topic collection
,
Education & Workforce See topic collection
887
Primary Care Provider Views About Usefulness and Dissemination of a Web-Based Depression Treatment Information Decision Aid
Type: Journal Article
Authors: J. Beaulac, R. Westmacott, J. R. Walker, G. Vardanyan, Mobilizing Minds Research Group
Year: 2016
Publication Place: Canada
Abstract: BACKGROUND: Decisions related to mental health are often complex, problems often remain undetected and untreated, information unavailable or not used, and treatment decisions frequently not informed by best practice or patient preferences. OBJECTIVE: The objective of this paper was to obtain the opinions of health professionals working in primary health care settings about a Web-based information decision aid (IDA) for patients concerning treatment options for depression and the dissemination of the resources in primary care settings. METHODS: Participants were recruited from primary care clinics in Winnipeg and Ottawa, Canada, and included 48 family physicians, nurses, and primary care staff. The study design was a qualitative framework analytic approach of 5 focus groups. Focus groups were conducted during regular staff meetings, were digitally recorded, and transcripts created. Analysis involved a content and theme analysis. RESULTS: Seven key themes emerged including the key role of the primary care provider, common questions about treatments, treatment barriers, sources of patient information, concern about quality and quantity of available information, positive opinions about the IDA, and disseminating the IDA. The most common questions mentioned were about medication and side effects and alternatives to medication. Patients have limited access to alternative treatment options owing to cost and availability. CONCLUSIONS: Practitioners evaluated the IDA positively. The resources were described as useful, supportive of providers' messages, and accessible for patients. There was unanimous consensus that information needs to be available electronically through the Internet.
Topic(s):
HIT & Telehealth See topic collection
888
Primary Care Providers' Experiences Treating Opioid Use Disorder Using Telehealth in the Height of the COVID-19 Pandemic
Type: Journal Article
Authors: S. A. Marshall, L. E. Siebenmorgen, K. Youngen, T. Borders, N. Zaller
Year: 2024
Abstract:

BACKGROUND: The COVID-19 pandemic catalyzed a rapid shift in healthcare delivery towards telehealth services, impacting patient care, including opioid use disorder (OUD) treatment. Regulatory changes eliminated the in-person evaluation requirement for buprenorphine treatment, encouraging adoption of telehealth. This study focused on understanding experiences of primary care providers in predominantly rural areas who used telehealth for OUD treatment during the pandemic. METHODS: Semi-structured interviews were conducted with 22 primary care providers. Participants practiced in 13 rural and 9 urban counties in Kentucky and Arkansas. Data were analyzed using conventional content analysis. RESULTS: The pandemic significantly impacted healthcare delivery. While telehealth was integrated for behavioral health counseling, in-person visits remained crucial, especially for urine drug screenings. Telehealth experiences varied, with some facing technology issues, while others found it efficient. Telehealth proved valuable for behavioral health counseling and sustaining relationships with established patients. Patients with OUD faced unique challenges, including housing, internet, transportation, and counseling needs. Stigma surrounding OUD affected clinical relationships. Building strong patient-provider relationships emerged as a central theme, emphasizing the value of face-to-face interactions. Regarding buprenorphine training, most found waiver training helpful but lacked formal education. CONCLUSION: This research offers vital guidance for improving OUD treatment services, especially in rural areas during crises like the COVID-19 pandemic. It highlights telehealth's value as a tool while acknowledging its limitations. The study underscores the significance of strong patient-provider relationships, the importance of reducing stigma, and the potential for training programs to elevate quality of care in OUD treatment.

Topic(s):
Opioids & Substance Use See topic collection
,
Education & Workforce See topic collection
,
HIT & Telehealth See topic collection
889
Primary Care Providers' Experiences Treating Opioid Use Disorder Using Telehealth in the Height of the COVID-19 Pandemic
Type: Journal Article
Authors: Sarah Alexandra Marshall, Lachan E. Siebenmorgen, Katherine Youngen, Tyrone Borders, Nickolas Zaller
Year: 2024
Topic(s):
Opioids & Substance Use See topic collection
,
Education & Workforce See topic collection
,
HIT & Telehealth See topic collection
,
Healthcare Disparities See topic collection
890
Primary care teams' experiences of delivering mental health care during the COVID-19 pandemic: A qualitative study
Type: Journal Article
Authors: R. Ashcroft, C. Donnelly, M. Dancey, S. Gill, S. Lam, T. Kourgiantakis, K. Adamson, D. Verrilli, L. Dolovich, A. Kirvan, K. Mehta, D. Sur, J. B. Brown
Year: 2021
Abstract:

BACKGROUND: Integrated primary care teams are ideally positioned to support the mental health care needs arising during the COVID-19 pandemic. Understanding how COVID-19 has affected mental health care delivery within primary care settings will be critical to inform future policy and practice decisions during the later phases of the pandemic and beyond. The objective of our study was to describe the impact of the COVID-19 pandemic on primary care teams' delivery of mental health care. METHODS: A qualitative study using focus groups conducted with primary care teams in Ontario, Canada. Focus group data was analysed using thematic analysis. RESULTS: We conducted 11 focus groups with 10 primary care teams and a total of 48 participants. With respect to the impact of the COVID-19 pandemic on mental health care in primary care teams, we identified three key themes: i) the high demand for mental health care, ii) the rapid transformation to virtual care, and iii) the impact on providers. CONCLUSIONS: From the outset of the COVID-19 pandemic, primary care quickly responded to the rising mental health care demands of their patients. Despite the numerous challenges they faced with the rapid transition to virtual care, primary care teams have persevered. It is essential that policy and decision-makers take note of the toll that these demands have placed on providers. There is an immediate need to enhance primary care's capacity for mental health care for the duration of the pandemic and beyond.

Topic(s):
Education & Workforce See topic collection
,
HIT & Telehealth See topic collection
891
Primary-care-focused interpretable machine learning model for depression screening in geriatrics: A comparative study of multiple algorithms
Type: Journal Article
Authors: M. Wang, M. Luo, L. Li, S. Bao, F. Chen, Q. Zhao, J. Guo
Year: 2026
Abstract:

BACKGROUND: The prevalence of depression among older adults places a considerable strain on healthcare systems due to a shortage of psychiatrists for professional evaluations. This study reports a machine learning (ML) model to assist in screening for geriatric depression, enabling primary care practitioners to detect and respond to cases effectively and on time. METHODS: Data from the 2011-2018 National Health and Nutrition Examination Survey (NHANES) were used. To identify relevant variables for depression screening, features were selected using Least Absolute Shrinkage and Selection Operator (LASSO) regression. Synthetic Minority Over-sampling Technique (SMOTE) was applied to address class imbalance in the training set. Seven ML algorithms were employed to develop predictive screening models. Model performance was evaluated using standard ML metrics and clinically relevant impact measures, ensuring a comprehensive assessment. To improve interpretability, Shapley Additive exPlanations (SHAP) were used to visualize the contribution of each feature. RESULTS: The analysis included 3802 participants, with 933 (24.54 %) identified as having depression. Thirteen key variables were selected for model development. The Extreme Gradient Boosting (XGBoost) model demonstrated the best performance, with an accuracy of 0.82 in test set and a maximum Area Under the Curve (AUC) of 0.88 in Receiver Operating Characteristic (ROC) analysis. Sleep disorders, gender, poverty-income ratio (PIR), serum albumin levels, and segmented neutrophil count were identified as the influential predictors. CONCLUSION: The ML model developed for screening depression in older adults showed strong predictive performance and clinical applicability, supporting health workers in the early identification and management of depression.

Topic(s):
HIT & Telehealth See topic collection
,
Healthcare Disparities See topic collection
893
Programs cite improved access under telehealth initiation to buprenorphine
Type: Journal Article
Authors: Gary Enos
Year: 2021
Publication Place: Hoboken, New Jersey
Topic(s):
Education & Workforce See topic collection
,
Healthcare Disparities See topic collection
,
HIT & Telehealth See topic collection
,
Opioids & Substance Use See topic collection
894
Project CHARIOT: study protocol for a hybrid type 1 effectiveness-implementation study of comprehensive tele-harm reduction for engagement of people who inject drugs in HIV prevention services
Type: Journal Article
Authors: T. S. Bartholomew, M. Plesons, D. P. Serota, E. Alonso, L. R. Metsch, D. J. Feaster, J. Ucha, E. Suarez Jr., D. W. Forrest, T. A. Chueng, K. Ciraldo, J. Brooks, J. D. Smith, J. A. Barocas, H. E. Tookes
Year: 2024
Topic(s):
Opioids & Substance Use See topic collection
,
Healthcare Disparities See topic collection
,
HIT & Telehealth See topic collection
,
Financing & Sustainability See topic collection
895
Project ECHO (Extension for Community Healthcare Outcomes): A new model for educating primary care providers about treatment of substance use disorders
Type: Journal Article
Authors: M. Komaromy, D. Duhigg, A. Metcalf, C. Carlson, S. Kalishman, L. Hayes, T. Burke, K. Thornton, S. Arora
Year: 2016
Publication Place: United States
Abstract: BACKGROUND: Project ECHO (Extension for Community Healthcare Outcomes) trains and mentors primary care providers (PCPs) in the care of patients with complex conditions. ECHO is a distance education model that connects specialists with numerous PCPs via simultaneous video link for the purpose of facilitating case-based learning. This article describes a teleECHO clinic based at the University of New Mexico Health Sciences Center that is focused on treatment of substance use disorders (SUDs) and behavioral health disorders. METHODS: Since 2005, specialists in treatment of SUDs and behavioral health disorders at Project ECHO have offered a weekly 2-hour Integrated Addictions and Psychiatry (IAP) TeleECHO Clinic focused on supporting PCP evaluation and treatment of SUDs and behavioral health disorders. We tabulate the number of teleECHO clinic sessions, participants, and CME/CEU (continuing medical education/continuing education unit) credits provided annually. This teleECHO clinic has also been used to recruit physicians to participate in DATA-2000 buprenorphine waiver trainings. Using a database of the practice location of physicians who received the buprenorphine waiver since 2002, the number of waivered physicians per capita in US states was calculated. The increase in waivered physicians practicing in underserved areas in New Mexico was evaluated and compared with the rest of the United States. RESULTS: Since 2008, approximately 950 patient cases have been presented during the teleECHO clinic, and more than 9000 hours of CME/CEU have been awarded. Opioids are the substances discussed most commonly (31%), followed by alcohol (21%) and cannabis (12%). New Mexico is near the top among US states in DATA-2000 buprenorphine-waivered physicians per capita, and it has had much more rapid growth in waivered physicians practicing in traditionally underserved areas compared with the rest of the United States since the initiation of the teleECHO clinic focused on SUDs in 2005. CONCLUSION: The ECHO model provides an opportunity to promote expansion of access to treatment for opioid use disorder and other SUDs, particularly in underserved areas.
Topic(s):
Education & Workforce See topic collection
,
Healthcare Disparities See topic collection
,
HIT & Telehealth See topic collection
,
Opioids & Substance Use See topic collection
896
Project ECHO and primary care buprenorphine treatment for opioid use disorder: Implementation and clinical outcomes
Type: Journal Article
Authors: J. B. Anderson, S. A. Martin, A. Gadomski, N. Krupa, D. Mullin, A. Cahill, P. Jenkins
Year: 2022
Publication Place: United States
Abstract:

Background: Our rural health system sought to (1) increase the number of primary care clinicians waivered to prescribe buprenorphine for treatment of opioid use disorder (OUD) and (2) consequently increase the number of our patients receiving this treatment. Methods: We used the Project for Extension for Community Health Outcomes (ECHO) tele-education model as an implementation strategy. We examined the number of clinicians newly waivered, the number of patients treated with buprenorphine, the relationship between clinician engagement with ECHO training and rates of buprenorphine prescribing, and treatment retention at 180 days. Results: The number of clinicians with a waiver and number of patients treated increased during and after ECHO training. There was a moderate correlation between the number of ECHO sessions attended by a clinician and number of their buprenorphine prescriptions (r = 0.50, p = 0.01). The 180-day retention rate was 80.7%. Conclusions: Project ECHO was highly effective for increasing access to this evidence-based treatment. The high retention rate in this rural context indicates that most patients are increasing their likelihood of favorable outcomes.

Topic(s):
Education & Workforce See topic collection
,
Healthcare Disparities See topic collection
,
Opioids & Substance Use See topic collection
,
HIT & Telehealth See topic collection
897
Project ECHO-- Extension for Community Healthcare Outcomes
Type: Web Resource
Authors: Rural Health Information Hub
Year: 2017
Topic(s):
Grey Literature See topic collection
,
Opioids & Substance Use See topic collection
,
HIT & Telehealth See topic collection
Disclaimer:

This grey literature reference is included in the Academy's Literature Collection in keeping with our mission to gather all sources of information on integration. Grey literature is comprised of materials that are not made available through traditional publishing avenues. Often, the information from unpublished resources can be limited and the risk of bias cannot be determined.

898
Project ECHO: Integrating Behavioral Health Care with Primary Care to Expand Access in Underserved Areas
Type: Journal Article
Authors: Miriam Komaromy, Dan Douhigg, Sanjeev Arora
Year: 2013
Topic(s):
Healthcare Disparities See topic collection
,
HIT & Telehealth See topic collection
899
Project T-SHARP: study protocol for a multi-site randomized controlled trial of tele-harm reduction for people with HIV who inject drugs
Type: Journal Article
Authors: H. E. Tookes, A. Oxner, D. P. Serota, E. Alonso, L. R. Metsch, D. J. Feaster, J. Ucha, E. Suarez Jr., D. W. Forrest, K. McCollister, A. Rodriguez, M. A. Kolber, T. A. Chueng, S. Zayas, B. McCoy, K. Sutherland, C. Archer, T. S. Bartholomew
Year: 2023
Topic(s):
Opioids & Substance Use See topic collection
,
Healthcare Disparities See topic collection
,
HIT & Telehealth See topic collection
,
Financing & Sustainability See topic collection
900
Promoting a Clinic-Based Approach to Behavioral Health Integration and Serious Mental Illness in Free and Charitable Clinics Through Project ECHO
Type: Journal Article
Authors: K. West, B. Ceesay, O. Razetto, S. M. Cho, C. Newport, A. Hunter, K. Mittal, K. Lee, S. Otero, D. Johnson, D. Miller, D. Yohanna
Year: 2025
Abstract:

The integration of behavioral health and serious mental illness assessment and treatment into primary care remains a challenge. While the increase in telehealth usage due to the COVID-19 pandemic helped reduce a key barrier to access, other challenges remain including a shortage of trained providers and an increased demand for services. A collaboration between ECHO-Chicago and Americares established a unique virtual medical education program that provided training and telementoring using the Project ECHO model with the integration of clinic-wide quality improvement (QI) projects. In this paper, we outline the process of adapting the existing Project ECHO(®) (Extension for Community Health Outcomes) series on behavioral health integration and serious mental illness to fit the needs of Free and Charitable Clinics (FCCs). This project highlights the process and organizational-wide outcomes of creating a partnership between an ECHO hub and a national cross-section of FCCs to create a telehealth program to improve mental healthcare delivery within the FCC space that can be replicated and scaled more broadly. Through this process, we highlight evaluation methods to examine the impact of ECHO series beyond the individual to the clinic-wide level.

Topic(s):
Education & Workforce See topic collection
,
HIT & Telehealth See topic collection