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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).

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13017 Results
2141
Can the electronic medical record provide reliable indicators of primary care behavioral health fidelity? Comparison of accessibility and productivity indicators assessed through observational coding
Type: Journal Article
Authors: A. R. Dueweke, A. Archer, M. Tolliver, J. Polaha
Year: 2024
Topic(s):
HIT & Telehealth See topic collection
2142
Can the electronic medical record provide reliable indicators of primary care behavioral health fidelity? Comparison of accessibility and productivity indicators assessed through observational coding
Type: Journal Article
Authors: Aubrey R. Dueweke, Allen Archer, Matthew Tolliver, Jodi Polaha
Year: 2023
Topic(s):
HIT & Telehealth See topic collection
2143
Can the Medical Home eliminate racial and ethnic disparities for transition services among youth with special health care needs?
Type: Journal Article
Authors: N. E. Richmond, T. Tran, S. Berry
Year: 2011
Abstract: The Medical Home (MH) is shown to improve health outcomes for Youth with Special Health Care Needs (YSHCN). Some MH services involve Transition from pediatric to adult providers to ensure YSHCN have continuous care. Studies indicate racial/ethnic disparities for Transition, whereas the MH is shown to reduce health disparities. This study aims to (1) Determine the Transition rate for YSHCN with a MH (MH Transition) nationally, and by race/ethnicity (2) Identify which characteristics are associated with MH Transition (3) Determine if racial/ethnic disparities exist after controlling for associated characteristics, and (4) Identify which characteristics are uniquely associated with each race/ethnic group. National survey data were used. YSCHN with a MH were grouped as receiving Transition or not. Characteristics included race, ethnicity (Non-Hispanic (NH), Hispanic), sex, health condition effect, five special health care need categories, education, poverty, adequate insurance, and urban/rural residence. Frequencies, chi-square, and logistic regression were used to calculate rates and define associations. Alpha was set to 0.05. About 57.0% of YSHCN received MH Transition. Rates by race/ethnicity were 59.0, 45.5, 60.2, 41.9, and 44.6% for NH-White, NH-Black, NH-Multiple race, NH-Other, and Hispanic YSHCN, respectively. Disparities remained between NH-White and NH-Black YSHCN. All characteristics except urban/rural status were associated. Adequate insurance was associated for all race/ethnic groups, except NH-Black YSHCN. Almost 57.0% of YSHCN received MH Transition. Disparities remained. Rates and associated characteristics differed by race/ethnic group. Culturally tailored interventions incorporating universal factors to improve MH Transition outcomes are warranted.
Topic(s):
Medical Home See topic collection
2144
Can urban methadone patients complete health utility assessments?
Type: Journal Article
Authors: P. A. Teixeira, B. R. Schackman
Year: 2008
Publication Place: Ireland
Abstract: OBJECTIVE: To assess the ability of methadone maintenance treatment (MMT) patients to use two standardized health assessment tools to value health states related to chronic hepatitis C virus (HCV) infection and HCV treatment-associated side effects. An estimated 65-90% of MMT patients are chronically infected with HCV. METHODS: We employed qualitative methods to explore how patients completed computerized rating scale assessments and standard gamble utility assessments by (1) having them discuss their responses in a think-aloud interview immediately after each health state assessment, and (2) allowing them the opportunity to recalibrate prior responses after considering subsequent health states. RESULTS: MMT patients used the rating scale boundaries appropriately and used the standard gamble to rank the health states in an a priori logical order. A guided assessment approach that allowed recalibration provided additional insight into values assigned to the health states presented. CONCLUSION: MMT patients are able to perform the tasks associated with rating scale assessments and standard gamble utility assessments of HCV health states. PRACTICE IMPLICATIONS: These assessment methods should be considered as a means to elicit MMT patients' values for HCV treatment, since the treatment outcome is uncertain but it is likely that side effects will adversely affect current health.
Topic(s):
Opioids & Substance Use See topic collection
,
Measures See topic collection
2145
Can we predict addiction to opioid analgesics? A possible tool to estimate the risk of opioid addiction in patients with pain
Type: Journal Article
Authors: K. Skala, L. Reichl, W. Ilias, R. Likar, G. Grogl-Aringer, C. Wallner, G. Schlaff, P. Herrmann, O. Lesch, H. Walter
Year: 2013
Publication Place: United States
Abstract: BACKGROUND: The use of opioid analgesics in the treatment of chronic pain conditions has long been controversial. They have been reported to be relatively safe when prescribed with caution, but a brief and valid instrument to estimate a person's risk of addiction is still missing. OBJECTIVE: The aim of this study was to investigate a self-rating questionnaire allowing an estimation of a person's risk of addiction to opioid analgesics. STUDY DESIGN: Retrospective review. SETTING: Four Austrian hospitals. METHODS: Seven hundred forty-one patients were interviewed. Of these, 634 patients were affected with chronic pain while 107 patients had a history of opioid addiction. Patients were interviewed about alcohol and nicotine consumption and family history of psychiatric disorders. Attitudes towards medication and the origin of pain were examined. We asked patients with an opioid addiction and patients suffering from chronic pain to complete a short questionnaire intended to help screen for addiction potential. RESULTS: Compared to the patients suffering from chronic pain, patients with an opioid addiction significantly more often had alcohol- and nicotine-related pathologies and psychiatric comorbidity. A family history of mental illness and developmental problems were significantly more frequent in this group. Compared to those not addicted, those with an opioid addiction had significantly higher expectations concerning the potential of medication to change one's mental state; they thought that psychological factors might contribute to the pain they feel. LIMITATIONS: The main limitation of this study is the use of a self-rating instrument which reduces objectivity and introduces the possibility of misreporting. Also, the 2 groups differ in number and are not homogenous. CONCLUSION: We found differences in questionnaire responses between patients with an opioid addiction and patients suffering from chronic pain to be dependent upon the prevalence of current or former addiction, psychiatric history, attitudes towards medication, and ideas about the origin of pain. We believe these factors have predictive value in estimating a patient with pain's risk of addiction.
Topic(s):
Opioids & Substance Use See topic collection
,
Measures See topic collection
2146
Can you be a peer if you don't share the same health or social conditions? A qualitative study on peer integration in a primary care setting
Type: Journal Article
Authors: É Lessard, N. O'Brien, A. C. Panaite, M. Leclaire, G. Castonguay, G. Rouly, A. Boivin
Year: 2024
Abstract:

BACKGROUND: Peer support has been extensively studied in specific areas of community-based primary care such as mental health, substance use, HIV, homelessness, and Indigenous health. These programs are often built on the assumption that peers must share similar social identities or lived experiences of disease to be effective. However, it remains unclear how peers can be integrated in general primary care setting that serves people with a diversity of health conditions and social backgrounds. METHODS: A participatory qualitative study was conducted between 2020 and 2022 to explore the feasibility, acceptability, and perceived effects of the integration of a peer support worker in a primary care setting in Montreal, Canada. A thematic analysis was performed based on semi-structured interviews (n = 18) with patients, relatives, clinicians, and a peer support worker. FINDINGS: Findings show that peers connect with patients through sharing their own hardships and how they overcame them, rather than sharing similar health or social conditions. Peers provide social support and coaching beyond the care trajectory and link identified needs with available resources in the community, bridging the gap between health and social care. Primary care clinicians benefit from peer support work, as it helps overcome therapeutic impasses and facilitates communication of patient needs. However, integrating a peer into a primary care team can be challenging due to clinicians' understanding of the nature and limits of peer support work, financial compensation, and the absence of a formal status within healthcare system. CONCLUSION: Our results show that to establish a relationship of trust, a peer does not need to share similar health or social conditions. Instead, they leverage their experiential knowledge, strengths, and abilities to create meaningful relationships and reliable connections that bridge the gap between health and social care. This, in turn, instills patients with hope for a better life, empowers them to take an active role in their own care, and helps them achieve life goals beyond healthcare. Finally, integrating peers in primary care contributes in overcoming obstacles to prevention and care, reduce distrust of institutions, prioritize needs, and help patients navigate the complexities of healthcare services.

Topic(s):
Healthcare Disparities See topic collection
2147
Can you hear me now? Patient perceptions of telehealth in a rural primary care population
Type: Journal Article
Authors: Nithin Charlly, Matthew Swedlund
Year: 2024
Topic(s):
HIT & Telehealth See topic collection
,
Healthcare Disparities See topic collection
2148
Can your health plan handle depression?
Type: Journal Article
Authors: Janet Gemignani
Year: 2001
Topic(s):
Financing & Sustainability See topic collection
2149
Canadian guideline for safe and effective use of opioids for chronic noncancer pain: clinical summary for family physicians. Part 2: special populations
Type: Journal Article
Authors: M. Kahan, L. Wilson, A. Mailis-Gagnon, A. Srivastava, National Opioid Use Guideline Group
Year: 2011
Publication Place: Canada
Abstract: OBJECTIVE: To provide family physicians with a practical clinical summary of opioid prescribing for specific populations based on recommendations from the Canadian Guideline for Safe and Effective Use of Opioids for Chronic Non-Cancer Pain. QUALITY OF EVIDENCE: Researchers for the guideline conducted a systematic review of the literature, focusing on reviews of the effectiveness and safety of opioids in specific populations. MAIN MESSAGE: Family physicians can minimize the risks of overdose, sedation, misuse, and addiction through the use of strategies tailored to the age and health status of patients. For patients at high risk of addiction, opioids should be reserved for well-defined nociceptive or neuropathic pain conditions that have not responded to first-line treatments. Opioids should be titrated slowly, with frequent dispensing and close monitoring for signs of misuse. Suspected opioid addiction is managed with structured opioid therapy, methadone or buprenorphine treatment, or abstinence-based treatment. Patients with mood and anxiety disorders tend to have a blunted analgesic response to opioids, are at higher risk of misuse, and are often taking sedating drugs that interact adversely with opioids. Precautions similar to those for other high-risk patients should be employed. The opioid should be tapered if the patient's pain remains severe despite an adequate trial of opioid therapy. In the elderly, sedation, falls, and overdose can be minimized through lower initial doses, slower titration, benzodiazepine tapering, and careful patient education. For pregnant women taking daily opioid therapy, the opioids should be slowly tapered and discontinued. If this is not possible, they should be tapered to the lowest effective dose. Opioid-dependent pregnant women should receive methadone treatment. Adolescents are at high risk of opioid overdose, misuse, and addiction. Patients with adolescents living at home should store their opioid medication safely. Adolescents rarely require long-term opioid therapy. CONCLUSION: Family physicians must take into consideration the patient's age, psychiatric status, level of risk of addiction, and other factors when prescribing opioids for chronic pain.
Topic(s):
Opioids & Substance Use See topic collection
,
Education & Workforce See topic collection
2150
Canadian Psychiatry Human Resource Planning: Delphi-Method Study of Academic Chairs of Psychiatry of Canada
Type: Journal Article
Authors: J. Sareen, C. Isaak, E. Perera, D. A. Ross, V. Agyapong, A. G. Ahmed, K. J. Neufeld, G. Turecki, J. Haggarty, J. Roy-Desruisseaux, S. Noble, L. N. Yatham, P. Hall, S. Hatcher, V. Taylor, P. Gagnon, Z. Samaan, F. Lesperance, B. Mulsant
Year: 2026
Abstract:

BackgroundIn 2023/2024, there were 15 psychiatrists/100,000 Canadians with inequitable distribution across Canada and unprecedented demand for mental health and addiction services. Psychiatry human resource planning in Canada has not occurred for more than a decade. The objectives of this study were to understand the current state and future directions related to Psychiatry Human Resources in the Canadian mental health care system.MethodsUsing Delphi methods, we surveyed the 17 chairs of the academic departments of psychiatry in Canada and held focus groups. The Royal College and subspecialty programs were also engaged. Themes were extracted, summarized and refined. The refined themes were distributed via an online survey to all 17 chairs for final review and input, ensuring alignment and consensus across institutions.ResultsCommon themes focused on: the role of psychiatrists working in teams to provide care for complex mental disorders and addictions; need for innovative models of care including use of physician extenders, technology to reach the larger population of patients with mild to moderate disorders, working closely with primary care in collaborative care models. Due to the large proportion of Canadian psychiatrists being 35 years or more in practice (26%) and close to retirement, the chairs supported the need to expand the number of residency positions for psychiatry and continue strong recruitment efforts for international medical graduates. Although the majority of chairs supported shortening the general psychiatry residency program from 5 to 4 years, the Association of Chairs of Psychiatry of Canada (ACPC) could not reach a consensus on this issue. Pan-Canadian licensing for psychiatrists should be considered due to inequitable distribution of psychiatrists in Canada and advances in virtual care post-COVID-19 pandemic.ConclusionsThis study will contribute to the dialogue on psychiatry human resources planning in Canada.; Psychiatrist Human Resource Planning in Canada according to Chairs of 17 Canadian Psychiatry Departments.; eng

Topic(s):
Education & Workforce See topic collection
2151
Cannabis Surveillance With Twitter Data: Emerging Topics and Social Bots
Type: Journal Article
Authors: J. P. Allem, P. Escobedo, L. Dharmapuri
Year: 2020
Abstract:

Objectives. To use publicly accessible data from people who post to Twitter to rapidly capture and describe the public's recent experiences with cannabis.Methods. We obtained Twitter posts containing cannabis-related terms from May 1, 2018, to December 31, 2018. We used methods to distinguish between posts from social bots and nonbots. We used text classifiers to identify topics in posts (n = 60 861).Results. Prevalent topics of posts included using cannabis with mentions of cannabis initiation, processed cannabis products, and health and medical with posts suggesting that cannabis could help with cancer, sleep, pain, anxiety, depression, trauma, and posttraumatic stress disorder. Polysubstance use was a common topic with mentions of cocaine, heroin, ecstasy, LSD, meth, mushrooms, and Xanax along with cannabis. Social bots regularly made health claims about cannabis.Conclusions. Findings suggest that processed cannabis products, unsubstantiated health claims about cannabis products, and the co-use of cannabis with legal and illicit substances warrant considerations by public health researchers in the future.

Topic(s):
Opioids & Substance Use See topic collection
2152
Cannabis Use Behaviors and Desired Interventions Among Postpartum Individuals With Frequent Cannabis Use in Early Pregnancy: A Qualitative Study
Type: Journal Article
Authors: S. N. Ogden, T. R. Foti, M. B. Does, A. Altschuler, E. Iturralde, S. A. Sterling, D. Ansley, C. Castellanos, K. C. Young-Wolff
Year: 2026
Abstract:

BACKGROUND: Cannabis use among perinatal individuals has dramatically increased. Thus, it is crucial to understand postpartum individuals' experiences with cannabis use, particularly during breastfeeding, and desired postpartum interventions to improve the care and well-being of parents and their children. We aimed to understand motivations for postpartum cannabis use and desired interventions for new parents who frequently used cannabis in early pregnancy. METHODS: We conducted semistructured interviews from April to May 2022 with postpartum patients who were first-time parents and endorsed daily or weekly cannabis use during early pregnancy on a universally administered, self-reported screener at prenatal care entry in a large integrated health care system in Northern California. We analyzed the professionally transcribed interviews using thematic analysis. RESULTS: Our sample included 17 interviews with Black (n=4), Hispanic (n=4), and White (n=9) postpartum patients. Most participants (n=15) reported at least some postpartum cannabis use, two thirds of whom (n=10) reported use during breastfeeding. We identified 4 themes concerning postpartum cannabis use behaviors: (1) cannabis use to cope with mental health and physical pain postpartum, (2) minimal knowledge of cannabis risks with which to make decisions about postpartum use, (3) responsible cannabis use and concern about child's health and safety, and (4) desire for nonjudgmental postpartum supportive services to manage new parenthood. CONCLUSIONS: Findings highlight the need for supportive services for new parents and education on cannabis use while breastfeeding. Health care settings should equip their perinatal care teams with information on how to discuss the current evidence and potential harms and provide appropriate counseling regarding postpartum cannabis use.

Topic(s):
Opioids & Substance Use See topic collection
,
Healthcare Disparities See topic collection
2153
Cannabis use in patients treated for opioid use disorder pre- and post-recreational cannabis legalization in Canada
Type: Journal Article
Authors: T. Rosic, N. Sanger, B. Panesar, G. Foster, D. C. Marsh, L. Rieb, L. Thabane, A. Worster, Z. Samaan
Year: 2021
Abstract:

BACKGROUND: As the legalization of recreational cannabis becomes more widespread, its impact on individuals with substance use disorders must be studied. Amidst an ongoing opioid crisis, Canada's legalization of recreational cannabis in October 2018 provides an important setting for investigation. We examined changes to cannabis use patterns in patients receiving medication-assisted treatment (MAT) for opioid use disorder (OUD) following legalization. METHODS: This study includes cross-sectional data from 602 participants recruited 6 months pre-legalization and 788 participants recruited 6 months post-legalization, providing information on cannabis use. Regression analysis was used to estimate the association between legalization and cannabis use patterns. We collected longitudinal urine drug screens (UDSs) detecting cannabis-metabolites for 199 participants recruited pre-legalization and followed prospectively post-legalization. Conditional logistic regression was used to assess the association between legalization and UDS results. RESULTS: Past-month cannabis use was self-reported by 54.8 and 52.3% of participants recruited pre- and post-legalization, respectively. Legalization was not associated with changes in any measured cannabis characteristics: cannabis use (OR 0.91, 95% CI 0.73-1.13), days of use/month (B -0.42, 95% CI - 2.05-1.21), money spent, or cannabis source. There was no association between legalization and prevalence of cannabis use on UDS (OR 1.67, 95% CI 0.93-2.99) or percentage of cannabis-positive UDSs (OR 1.00, 95% CI 0.99-1.01). Participants overwhelmingly reported that legalization would have no impact on their cannabis use (85.7%). CONCLUSIONS: Amongst patients treated for OUD, no significant change in cannabis use was observed following legalization; however, high rates of cannabis use are noted.

Topic(s):
Measures See topic collection
,
Opioids & Substance Use See topic collection
2154
Cannabis Use Reported by Patients Receiving Primary Care in a Large Health System
Type: Journal Article
Authors: L. Gelberg, D. Beck, J. Koerber, W. N. Akabike, L. Dardick, C. Lin, S. Shoptaw, M. Javanbakht
Year: 2024
Abstract:

IMPORTANCE: Despite the changing legal status of cannabis and the potential impact on health, few health systems routinely screen for cannabis use, and data on the epidemiology of cannabis use, and especially medical cannabis use among primary care patients, are limited. OBJECTIVE: To describe the prevalence of, factors associated with, and reasons for past-3 month cannabis use reported by primary care patients. DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study used electronic health record data from patients aged 18 years and older who had an annual wellness visit between January 2021 and May 2023 from a primary care clinic within a university-based health system in Los Angeles, California. EXPOSURES: Factors of interest included age, race and ethnicity, sex, employment status, and neighborhood Area Deprivation Index (ADI). MAIN OUTCOMES AND MEASURES: Cannabis use was assessed using the Alcohol Substance Involvement Screening Test (ASSIST). Patients were also asked about reasons for use, symptoms for which they used cannabis, and mode of use. RESULTS: Among the 175 734 patients screened, the median (range) age was 47 (18-102) years; 101 657 (58.0%) were female; 25 278 (15.7%) were Asian, 21 971 (13.7%) were Hispanic, and 51 063 (31.7%) were White. Cannabis use was reported by 29 898 (17.0%), with 10 360 (34.7%) having ASSIST scores indicative of moderate to high risk for cannabis use disorder (CUD). Prevalence of cannabis use was higher among male patients than female patients (14 939 [20.0%] vs 14 916 [14.7%]) and younger patients (18-29 years, 7592 [31.0%]; ≥60 years, 4200 [8.5%]), and lower among those who lived in the most disadvantaged neighborhoods (ADI decile 9-10, 189 [13.8%]; ADI decile 1-2, 12 431 [17.4%]). The most common modes of use included edibles (18 201 [61.6%]), smoking (15 256 [51.7%]), and vaporizing (8555 [29.0%]). While 4375 patients who reported using cannabis (15.6%) did so for medical reasons only, 21 986 patients (75.7%) reported using cannabis to manage symptoms including pain (9196 [31.7%]), stress (14 542 [50.2%]), and sleep (16 221 [56.0%]). The median (IQR) number of symptoms managed was 2 (1-4), which was higher among patients who were at moderate to high risk for CUD (4 [2-6] symptoms). CONCLUSIONS AND RELEVANCE: In this study, cannabis use and risk of CUD were common, and more than three-quarters of patients who reported any cannabis use reported doing so to manage a health-related symptom. These findings suggest that integration of information regarding cannabis use for symptom management could help provide a crucial point-of-care opportunity for clinicians to understand their patients' risk for CUD.

Topic(s):
Healthcare Disparities See topic collection
,
Opioids & Substance Use See topic collection
2155
Cannabis use, risk of cannabis use disorder, and anxiety and depression among bisexual patients: A comparative study of sex and sexual identity differences in a large health system
Type: Journal Article
Authors: Naira Setrakian, Lillian Gelberg, Julia Koerber, Un Young Chung, Whitney N. Akabike, Pamina M. Gorbach, Marissa J. Seamans, Steven Shoptaw, Alison Cerezo, Marjan Javanbakht
Year: 2025
Topic(s):
Opioids & Substance Use See topic collection
,
Healthcare Disparities See topic collection
2156
Capturing Social and Behavioral Domains in Electronic Health Records: Phase 1
Type: Government Report
Authors: Institute of Medicine
Year: 2014
Publication Place: Washington, DC
Abstract:

Substantial empirical evidence of the contribution of social and behavioral factors to functional status and the onset and progression of disease has accumulated over the past few decades. Traditionally, research and interventions on social and behavioral determinants of health have largely been the purview of public health which has focused on disease prevention and maintenance of the public’s health. Health care systems, in contrast, have focused primarily on the treatment of disease in individual patients, and, until recently, social determinants of health have not been linked to clinical practice or health care delivery systems. Electronic health records (EHRs) provide crucial information to providers treating individual patients, to health systems about the health of populations, and to researchers about the determinants of health and the effectiveness of treatments. The Health Information Technology for Economic and Clinical Health Act and the Patient Protection and Affordable Care Act place new importance on the widespread adoption and meaningful use of EHRs.The IOM was asked to form a committee to identify domains and measures that capture the social determinants of health to inform the development of recommendations for meaningful use of EHRs. In its Phase 1 report, the committee identifies the social and behavioral domains that are the best candidates to be considered in all EHRs; specifies criteria that should be used in deciding which domains should be included; and identifies any domains that should be included for specific populations or settings defined by age, socioeconomic status, race/ethnicity, disease, or other characteristics.

Topic(s):
Grey Literature 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.

2157
Capturing the clinical complexity in young people presenting to primary mental health services: a data-driven approach
Type: Journal Article
Authors: C. X. Gao, N. Telford, K. M. Filia, J. M. Menssink, S. Albrecht, P. D. McGorry, M. Hamilton, M. Wang, D. Gan, D. Dwyer, S. Prober, I. Zbukvic, M. Ziou, S. M. Cotton, D. J. Rickwood
Year: 2024
Abstract:

AIMS: The specific and multifaceted service needs of young people have driven the development of youth-specific integrated primary mental healthcare models, such as the internationally pioneering headspace services in Australia. Although these services were designed for early intervention, they often need to cater for young people with severe conditions and complex needs, creating challenges in service planning and resource allocation. There is, however, a lack of understanding and consensus on the definition of complexity in such clinical settings. METHODS: This retrospective study involved analysis of headspace's clinical minimum data set from young people accessing services in Australia between 1 July 2018 and 30 June 2019. Based on consultations with experts, complexity factors were mapped from a range of demographic information, symptom severity, diagnoses, illness stage, primary presenting issues and service engagement patterns. Consensus clustering was used to identify complexity subgroups based on identified factors. Multinomial logistic regression was then used to evaluate whether these complexity subgroups were associated with other risk factors. RESULTS: A total of 81,622 episodes of care from 76,021 young people across 113 services were analysed. Around 20% of young people clustered into a 'high complexity' group, presenting with a variety of complexity factors, including severe disorders, a trauma history and psychosocial impairments. Two moderate complexity groups were identified representing 'distress complexity' and 'psychosocial complexity' (about 20% each). Compared with the 'distress complexity' group, young people in the 'psychosocial complexity' group presented with a higher proportion of education, employment and housing issues in addition to psychological distress, and had lower levels of service engagement. The distribution of complexity profiles also varied across different headspace services. CONCLUSIONS: The proposed data-driven complexity model offers valuable insights for clinical planning and resource allocation. The identified groups highlight the importance of adopting a holistic and multidisciplinary approach to address the diverse factors contributing to clinical complexity. The large number of young people presenting with moderate-to-high complexity to headspace early intervention services emphasises the need for systemic change in youth mental healthcare to ensure the availability of appropriate and timely support for all young people.

Topic(s):
Healthcare Disparities See topic collection
2158
Capturing the impact of integrated care: challenges & opportunities from evaluation practice...24th International Conference on Integrated Care, April 22-24, 2024, Belfast, Ireland
Type: Journal Article
Authors: Mary-Alison Durand, Josephine Exley, Mirza Lalani, Nicholas Mays, Robin Miller, Ellen Nolte, Agata Pacho
Year: 2025
Topic(s):
General Literature See topic collection
2159
Capturing the Unsaid: Nurses' Experiences of Identifying Mental Ill-Health in Older Men in Primary Care—A Qualitative Study of Narratives
Type: Journal Article
Authors: Jenny Karlsson, Lena Marmstål Hammar, Birgitta Kerstis
Year: 2021
Topic(s):
Education & Workforce See topic collection
,
Healthcare Disparities See topic collection
,
Medically Unexplained Symptoms See topic collection
2160
Care alliance for opioid addiction
Type: Government Report
Authors: Vermont Department of Health
Year: 2016
Publication Place: Burlington, VT
Topic(s):
Grey Literature See topic collection
,
Opioids & Substance Use 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.