PriSUD-Nordic—Diagnosing and Treating Substance Use Disorders in the Prison Population: Protocol for a Mixed Methods Study
Anne Bukten
Nicoline Toresen Lokdam
Ingeborg Skjærvø
Thomas Ugelvik
Svetlana Skurtveit
SimpleOriginal

Summary

The PriSUD-Nordic study investigates SUD in Nordic prisons using mixed methods and national registry data to improve health outcomes and policy for 500,000 incarcerated individuals before, during, and after imprisonment.

2022

PriSUD-Nordic—Diagnosing and Treating Substance Use Disorders in the Prison Population: Protocol for a Mixed Methods Study

Keywords substance use disorders; prison; criminal justice; epidemiology; mixed methods; harm reduction; treatment

Abstract

## Background: A large proportion of the prison population experiences substance use disorders (SUDs), which are associated with poor physical and mental health, social marginalization, and economic disadvantage. Despite the global situation characterized by the incarceration of large numbers of people with SUD and the health problems associated with SUD, people in prison are underrepresented in public health research.

## Objective: The overall objective of the PriSUD (Diagnosing and Treating Substance Use Disorders in Prison)-Nordic project is to develop new knowledge that will contribute to better mental and physical health, improved quality of life, and better life expectancies among people with SUD in prison.

## Methods: PriSUD-Nordic is based on a multidisciplinary mixed method approach, including the methodological perspectives of both quantitative and qualitative methods. The qualitative part includes ethnographic fieldwork and semistructured interviews. The quantitative part is a registry-based cohort study including national registry data from Norway, Denmark, and Sweden. The national prison cohorts will comprise approximately 500,000 individuals and include all people imprisoned in Norway, Sweden, and Demark during the period from 2000 to 2019. The project will investigate the prison population during three different time periods: before imprisonment, during imprisonment, and after release.

## Results: PriSUD-Nordic was funded by The Research Council of Norway in December 2019, and funding started in 2020. Data collection is ongoing and will be completed in the first quarter of 2022. Data will be analyzed in spring 2022 and the results will be disseminated in 2022-2023. The PriSUD-Nordic project has formal ethical approval related to all work packages.

## Conclusions: PriSUD-Nordic will be the first research project to investigate the epidemiology and the lived experiences of people with SUD in the Nordic prison population. Successful research in this field will have the potential to identify significant areas of benefit and will have important implications for ongoing policy related to interventions for SUD in the prison population.

Introduction

Globally, more than 30 million people are released from prisons each year and the number is increasing. Among people in prison, a large proportion have a history of drug use and substance use disorders (SUDs). A systematic review and meta-analysis found that the pooled prevalence estimate for SUD was 51% among women and 30% among men.

The harm caused by SUD, including the use of illicit substances as well as alcohol and other legal substances, is a significant contributor to the burden of disease. Individuals with SUDs have a higher risk of premature death, ranging from 4-fold increased mortality among persons with alcohol use disorder to 15-fold increased mortality among persons with opioid use disorder. During 2015, 28 million years of healthy life (ie, disability-adjusted life years) were lost worldwide due to premature death and disability caused by drug use, with a heavier burden among socially disadvantaged groups, such as the prison population. People with SUD in prison thus constitute a group of people who are marginalized in terms of both their substance use and their incarceration, and they suffer disproportionately from poor physical and mental health, infectious diseases, social marginalization, and economic disadvantage.

A continuing challenge in public health is to provide services to the people who need them the most and who are the hardest to reach. Prisons may provide a unique opportunity for health interventions: a high proportion of people in prison have untreated SUD and, in prison, they are reachable for a predictable amount of time. The detection of mental health problems and SUDs, followed by adequate treatment and the introduction of harm reduction measures, may, from a public health perspective, represent a turning point in promoting SUD treatment in a highly disadvantaged group. However, the provision of health services in prison, worldwide, is characterized by large variations within a spectrum ranging from no health services to universal health coverage, with the Nordic countries being examples of the latter. Where high-quality health services are offered to prisoners, prison is one of the few settings where health service agencies can engage in regular contact with marginalized populations that typically have precarious lifestyles when not imprisoned.

Advancing our knowledge of traditionally marginalized and understudied groups, such as people with SUD in prison, is essential to understanding social disparities in health. In addition, this is a precondition for planning the most appropriate interventions among people with SUD in prison. According to the World Health Organization (WHO), the public health importance of imprisonment is insufficiently recognized. Despite the global situation characterized by incarceration of large numbers of people with SUD and the health problems associated with SUD, people in prison are underrepresented in public health research.

To address this challenge, the PriSUD (Diagnosing and Treating Substance Use Disorders in Prison)-Nordic project aims to investigate the epidemiology of SUD and explore the lived experiences of people with SUD in the Nordic prison population during three different periods: the time before imprisonment, the time during imprisonment, and the time after release.

To reach the aims of the PriSUD-Nordic study, we have put together a multidisciplinary research group that will analyze a wide range of existing, high-quality Nordic registry data combined with analysis of qualitative data based on ethnographic fieldwork and semistructured interviews. All the scientific aims have interlinking health and methodological perspectives as well as work packages (WPs). The WPs are related to (1) epidemiology (WP I), (2) risk assessment (WP II), and (3) qualitative methods (WP III; Table 1).

Table 1.

Scientific aims, interlinked health and methodological perspectives, and work packages (WPs) for the periods prior to, during, and after imprisonment.

Table 1. Scientific aims, interlinked health and methodological perspectives, and work packages (WPs) for the periods prior to, during, and after imprisonment.

Methods

Overview

Prisons are situated in complex social, cultural, and political contexts and are dependent on social, structural, and historical factors. The experience of imprisonment is shaped by the characteristics of the individual prisoners as well as relational, structural, and regime factors. This makes a multidisciplinary mixed methods approach relevant, as it includes the methodological perspectives of epidemiological quantitative methods and ethnographic qualitative methods. Mixed methods enable investigators to integrate qualitative research and qualitative data conceptually and analytically with traditional epidemiological and quantitative research methods to facilitate translation. Mixed methods will help us understand not just whether an intervention works but how, why, for whom, and under what circumstances it works.

Epidemiological Approach (WP I)

A large part of the project will be based on data from nationwide public registries. This approach has several advantages: low costs, it covers the entire population, and it provides longitudinal data with controllable attrition. The methodology—linking data through personal identification numbers to construct rich longitudinal data sets—is an important feature of PriSUD-Nordic. Typically, individual data are collected either in clinical studies, with limited follow-up time to measure posttreatment outcomes, or from registries only, excluding patient-reported outcomes. Treating these data sources as complimentary will harness the strengths of both. When performing multinational studies, problems concerning different data custodians are common: ethical and cross-jurisdictional data-sharing restrictions prevent the direct sharing of individual-level data. To account for these issues, PriSUD-Nordic will use a two-step, individual participant data meta-analysis (IPDMA), described in detail in the Data Analysis Plan section.

Risk Assessment (WP II)

Big data and machine learning are hot topics in health and medical research. With increasing amounts of data available, new opportunities for statistical analysis arise. One promising method is using risk assessment tools, often referred to in medicine as prognostic models, prediction models, prediction rules, or risk scores. Using data that are routinely collected among the population in question allows risk assessments tools that are used as adjuncts to be employed as practical and easy-to-use guides; these can assist clinicians, other health personnel, or prison staff in decision-making, raising the ceiling of expertise, and potentially enabling more evidence-based approaches to delineate treatment pathways.

We intend to complement the epidemiological research with a translational approach in which we test an evidence-based and scalable risk assessment tool based on the Oxford Risk of Recidivism Tool (OxRec), which was developed by the Forensic Psychiatry and Psychology group at the University of Oxford. This tool requires new external validations in Nordic samples. We will test the performance of this prediction tool in new cohorts of released prisoners and consider whether it needs recalibration. In addition, we will examine how such a tool, if the external validation is promising, can be translated into practice and, in particular, whether it can be used to identify prisoners at risk of reoffending who need additional substance use treatment or other interventions, such as more regular follow-up or links with community health services.

Qualitative Approach (WP III)

Qualitative health research methods are underused in public health research. It is well established in penological research that prisons provide an environment often characterized by a series of lacks, including the lack of predictability, autonomy, and purpose. When investigating the epidemiology of SUD among people in prison using longitudinal registry data, it is, therefore, highly relevant to take the specific context of the prison into account. Two methods will be at the center of the qualitative research: ethnographic fieldwork and semistructured interviews. The focus will be on identifying challenges to successful treatment in prison and on the prison as a specific arena for treatment interventions.

Qualitative methods can provide background and depth to epidemiological and statistical analysis, which may be helpful when developing hypotheses and research design. Qualitative analysis can also help validate or challenge the interpretation of quantitative results by developing knowledge of processes, mechanisms, and explanatory models behind the results. In addition, qualitative methods can inform the development and implementation of interventions, guidelines, and recommendations that may result from the research project. Finally, qualitative approaches will provide increased insight into the combination of, or conflict between, health and welfare-oriented goals (ie, treatment, increased health, and well-being) on the one hand, and penal goals in prison settings (ie, punishment, control, security, and retribution) on the other hand.

Research Opportunity in Nordic Prison Settings

The Nordic countries are in an ideal position to perform world-class quality research on substance-related public health challenges. This is partly because all the Nordic countries collect individual-level data in the form of various national registries, including rich health and social services data. The countries have publicly financed health care, available to those who need it regardless of their financial situation. The similarities in societal development across the Nordic countries makes the Nordic region ideal for comparative studies within health and SUD. By investigating postrelease outcomes regarding health, social welfare, and recidivism, the output from PriSUD-Nordic will help us understand what characterizes best-practice interventions.

The Nordic countries have enormous potential for synergy, with strong health care registers, publicly owned universities and university hospitals, and a high appreciation for medical research among the public and politicians. In the recent Nordic White Paper on Medical Research, national registries were identified as a specific area where coordinated actions and determined cooperation could bring the Nordic region into a unique, global leadership position. Because of all the benefits, Norwegian and Nordic research councils are currently promoting the use of national registries. PriSUD-Nordic will use the full potential of these registries by applying a methodology designed specifically for multinational studies.

Study Population and Data Sources

The Scandinavian prison cohorts will include approximately 500,000 individuals. The Norwegian prison cohort (approximately 100,000 individuals) includes all people in Norwegian prisons during the period from 2000 to 2019. The Danish prison cohort (approximately 250,000 individuals) includes people released from prison or on probation during the period from 2000 to 2012. The Swedish cohort (approximately 150,000 individuals) includes all people released from prison or on probation during the period from 2000 to 2013. All the national cohorts are drawn from the national prison registries and will be linked to (1) national cause of death registries, (2) national prescription databases (excluding the Norwegian cohort), (3) national patient registries, (4) police and crime registries, and (5) data on socioeconomic conditions. See Table 2 for a more detailed description of the national registries.

Table 2.

Types of registries and data and their descriptions.

Table 2. Types of registries and data and their descriptions.

Data Analysis Plan

Evidence from randomized controlled trials is rarely available for studies on the treatment of SUDs, as the randomized controlled trial design has ethical challenges related to harmful substances. Therefore, most studies on SUDs are observational. In such studies, associations between exposure and outcome can be explained by true causation, reverse causation, or confounding. Methods to support causal inference in observational studies are required. The PriSUD-Nordic project will adopt newly developed causal inference methods, such as nearly saturated propensity score matching, instrumental variable methods, and inverse probability weighting.

The quantitative part of the study is a linked registry-based cohort study. All data will be analyzed using the two-step IPDMA method. Methodologically, it allows for consistent inclusion and exclusion criteria across countries and has been successfully applied to other studies. This method has several advantages. Because data are initially analyzed locally, we remove hurdles associated with sharing sensitive individual-level data across local jurisdictions. Thus, local investigators are provided with an opportunity to convey the nuances of data. It allows for consistent adjustment for confounding factors that may explain differences in findings across countries; in addition, it increases the clinical relevance of findings by providing the opportunity to explore clinical questions that cannot be answered by the individual countries alone.

The interviews will be conducted following a semistructured interview guide, based on a scoping review of the current knowledge within the field. Some of the overall themes in the interview guide may include social relations, support and marginalization, health and addiction, and motivation for treatment. A combination of thematic and inductively developed analytic codes will be employed. The focus will be on identifying challenges to successful treatment and the prison as an arena for treatment interventions.

Ethics Approval

People in prison form a disadvantaged group in a coerced setting that carries a heavy burden of problems. This requires increased awareness of ethical boundaries by investigators and research personnel and highlights the need for scientific knowledge about the group and their situation. No prisoners will be denied treatment or experience a reduction in the quality of treatment as a result of the research project. All efforts to ensure that data are treated confidentially and in accordance with existing legislation for research data will be followed, and the project will be conducted according to the Declaration of Helsinki.

WP I and WP II will be based on registry data from Norway, Sweden, and Denmark. The Norwegian registry linkage has been approved by the Regional Committees for Medical and Health Research Ethics (REC ID 2012/1401, 29513), the Norwegian Centre for Research Data (NSD ID 847562), and the Data Protection Officer at the Faculty of Medicine at the University of Oslo. The Swedish data linkage has been approved by the Regional Ethical Review Board in Stockholm (Dnr 2013/862–31/5) and has already been obtained. In Denmark, registry data can be used for research without ethical approval. To overcome the obstacles associated with sharing individual-level data across jurisdictions, data will be analyzed separately in each country. All data will be stored according to local regulations. All dissemination resulting from the study will contain group-based information. Thus, no individual participants will be identifiable.

The national registry studies (WP I and WP II) have been approved for exemption from the consent requirement. WP III is based on ethnographic fieldwork and semistructured interviews. This part of the project has been approved by the Norwegian Centre for Research Data (NSD ID 964221). Informed written consent must be obtained from all participants.

User Involvement

User involvement will be integrated into the steering committee and the research group, which is represented by clinicians, policy makers, and user organizations. The Norwegian user organization WayBack provides services in prison and helps build prosocial networks postrelease to prevent relapse into crime and drug use. WayBack will play an essential role in planning the project, discussing research questions for the papers in the project, and recruiting participants to interview (WP III). WayBack will also be involved in our plans to disseminate the study results to participants and the relevant wider communities (eg, choosing what information and results to share, when to share them, and in what format).

Results

PriSUD-Nordic was funded by The Research Council of Norway in December 2019, and funding began in 2020. Data collection is ongoing and will be completed in the first quarter of 2022. Data will be analyzed in spring 2022 and the results will be disseminated in 2022-2023.

Discussion

The Potential Impact of the Proposed Research

If our project proves to be successful, the knowledge and outputs generated from this project can provide new insight in order to solve challenges related to the United Nations’ Sustainable Development Goals. For instance, Goal 3 (Good Health And Well-being) includes Target 3.5 (Prevent and Treat Substance Abuse), which is to “strengthen the prevention and treatment of substance abuse, including narcotic drug abuse and harmful use of alcohol.”

An essential part of PriSUD-Nordic is developing organizational and methodological novelty to run a multi-organizational, multidisciplinary, and multinational research study. PriSUD-Nordic aims to develop new knowledge that contributes to better mental and physical health, improved quality of life, and better life expectancies among people with SUD in prison. More specifically, we anticipate that the aims outlined in the proposal will impact (1) establishment of a new knowledge base, (2) identification of treatment gaps and potential discrimination in treatment, and (3) provision of best-practice interventions.

Establishing a New Knowledge Base

To prevent or promote anything effectively, we first need to identify the risk factors and characteristics associated with a higher likelihood of specific outcomes. In the case of harmful substance use as an outcome, prevention must consider that risk factors related to SUD vary according to different social and political contexts and over the individual life course. Preventing further development of SUD requires interventions to meet the target group’s needs and consider vulnerable transitions in life, such as cycling in and out of prison.

Although several studies have described the prison population before entering prison, the complexity of SUD, along with other health-related problems and lifestyle factors, has not yet been addressed. There is an increasing recognition that lifestyle factors can be modified to improve health outcomes directly. However, while many countries have established and implemented policies and interventions that address smoking, alcohol, nutrition, and physical activity among nonclinical groups, these lifestyle factors have been addressed less frequently among the prison population. Within these groups, unmet needs must be identified, and user-acceptable and user-accessible interventions must be further developed and implemented. The output from PriSUD-Nordic will be a new and improved knowledge base for fitting best-practice interventions for the prison population.

Identifying Treatment Gaps and Potential Discrimination in Treatment

Lives lost that are attributable to morbidity and mortality resulting from all causes of substance use have increased in the past decade, and data from the WHO suggest that only 7% of those with past-year SUDs received even minimally adequate treatment. Among the prison population, the proportions are even smaller. This illustrates that mental health and the addiction field have lagged behind other areas of medicine in terms of resources for treatment and research, and the public health goal of reducing the world’s drug problems cannot be achieved without addressing SUDs with the same scientific commitment with which physical problems are addressed.

However, underuse of treatment can also result from the extensive and deeply seated stigmatization of substance users. Despite having poor health, many do not seek or receive health services. Others receive lower-quality services and are judged as least deserving of health care. This aspect is highlighted in the United Nations General Assembly Special Session (UNGASS) resolution, which aims to eliminate stigma and discrimination toward individuals with SUDs. By investigating the need and availability of treatment interventions during incarceration based on the preprison burden of disease, the output from PriSUD-Nordic could identify treatment gaps and potential discrimination in treatment offered.

Providing Best-Practice Interventions

According to the recent UNGASS resolution, a comprehensive public health approach should offer accessible, evidence-based prevention, treatment, and recovery options during and following incarceration. According to a seminal Lancet report, receiving treatment in prison is a human right.

The Nordic countries are in an ideal position to perform world-class quality research on today’s most pressing substance-related public health challenges. This is, in part, because all the Nordic countries collect individual-level data in the form of various national registries, including health and social services data. The Nordic similarities in terms of societal development makes the Nordic region ideal for comparative studies within health and SUD. Research across the Nordic countries and within Europe has a great advantage, as findings may be compared between nations. By investigating postrelease outcomes regarding health, social welfare, and recidivism, the output from PriSUD-Nordic may contribute to the provision of best-practice interventions.

Abbreviations

IPDMA: individual participant data meta-analysis

OxRec: Oxford Risk of Recidivism Tool

PriSUD: Diagnosing and Treating Substance Use Disorders in Prison

SUD: substance use disorder

UNGASS: United Nations General Assembly Special Session

WHO: World Health Organization

WP: work package

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Abstract

## Background: A large proportion of the prison population experiences substance use disorders (SUDs), which are associated with poor physical and mental health, social marginalization, and economic disadvantage. Despite the global situation characterized by the incarceration of large numbers of people with SUD and the health problems associated with SUD, people in prison are underrepresented in public health research.

## Objective: The overall objective of the PriSUD (Diagnosing and Treating Substance Use Disorders in Prison)-Nordic project is to develop new knowledge that will contribute to better mental and physical health, improved quality of life, and better life expectancies among people with SUD in prison.

## Methods: PriSUD-Nordic is based on a multidisciplinary mixed method approach, including the methodological perspectives of both quantitative and qualitative methods. The qualitative part includes ethnographic fieldwork and semistructured interviews. The quantitative part is a registry-based cohort study including national registry data from Norway, Denmark, and Sweden. The national prison cohorts will comprise approximately 500,000 individuals and include all people imprisoned in Norway, Sweden, and Demark during the period from 2000 to 2019. The project will investigate the prison population during three different time periods: before imprisonment, during imprisonment, and after release.

## Results: PriSUD-Nordic was funded by The Research Council of Norway in December 2019, and funding started in 2020. Data collection is ongoing and will be completed in the first quarter of 2022. Data will be analyzed in spring 2022 and the results will be disseminated in 2022-2023. The PriSUD-Nordic project has formal ethical approval related to all work packages.

## Conclusions: PriSUD-Nordic will be the first research project to investigate the epidemiology and the lived experiences of people with SUD in the Nordic prison population. Successful research in this field will have the potential to identify significant areas of benefit and will have important implications for ongoing policy related to interventions for SUD in the prison population.

Summary

The PriSUD-Nordic project investigates substance use disorders (SUDs) in the Nordic prison population across pre-imprisonment, imprisonment, and post-release periods. Employing a multidisciplinary approach combining epidemiological and ethnographic methods, the study leverages existing Nordic registry data and qualitative data from fieldwork and interviews. This research addresses the underrepresentation of incarcerated individuals with SUDs in public health research, aiming to improve understanding of this marginalized group and inform the development of effective interventions.

Epidemiological Approach (WP I)

The project utilizes nationwide public registries, offering advantages in cost-effectiveness, comprehensive population coverage, and longitudinal data. The methodology links data via personal identification numbers, creating rich longitudinal datasets that complement traditional clinical study limitations. A two-step individual participant data meta-analysis (IPDMA) addresses cross-jurisdictional data-sharing challenges.

Risk Assessment (WP II)

The study integrates a translational approach, evaluating an evidence-based risk assessment tool (adapted from the Oxford Risk of Recidivism Tool—OxRec) for identifying prisoners at risk of reoffending and requiring additional interventions. This involves validating the tool in Nordic samples and assessing its practical applicability.

Qualitative Approach (WP III)

Qualitative methods, including ethnographic fieldwork and semistructured interviews, provide contextual depth to the quantitative findings. This approach helps elucidate challenges to successful treatment within the prison environment and explore the interplay between health and penal goals in prison settings.

Research Opportunity in Nordic Prison Settings

The Nordic region's comprehensive national registries, publicly funded healthcare, and societal similarities create a unique environment for robust comparative SUD research. This aligns with the Nordic White Paper on Medical Research, emphasizing the potential of national registries for global leadership in research. The study harnesses this potential through a multinational study methodology.

Study Population and Data Sources

The study encompasses approximately 500,000 individuals from Scandinavian prison cohorts (Norway, Denmark, and Sweden). Data are drawn from national prison registries and linked to various registries including cause of death, prescription databases, patient registries, police and crime registries, and socioeconomic data.

Data Analysis Plan

The study employs causal inference methods to address limitations in observational studies of SUDs. A two-step IPDMA approach ensures consistent analysis across countries, while addressing data-sharing restrictions and allowing for nuanced local data interpretation. Qualitative data analysis utilizes thematic and inductively developed codes.

Ethics Approval

The project prioritizes ethical considerations, ensuring no participants face treatment compromise. Data confidentiality is maintained, complying with all relevant legislation and the Declaration of Helsinki. Separate ethical approvals were obtained for the different study components and data sources.

User Involvement

User involvement is integrated through a steering committee and research group representing clinicians, policymakers, and user organizations. The Norwegian user organization, WayBack, actively participates in project planning, data interpretation, and dissemination activities.

The Potential Impact of the Proposed Research

The PriSUD-Nordic project's potential impacts include the establishment of a new knowledge base on SUDs in the prison population, the identification of treatment gaps and potential biases, and ultimately the development and implementation of best-practice interventions, contributing to the UN's Sustainable Development Goals.

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Abstract

## Background: A large proportion of the prison population experiences substance use disorders (SUDs), which are associated with poor physical and mental health, social marginalization, and economic disadvantage. Despite the global situation characterized by the incarceration of large numbers of people with SUD and the health problems associated with SUD, people in prison are underrepresented in public health research.

## Objective: The overall objective of the PriSUD (Diagnosing and Treating Substance Use Disorders in Prison)-Nordic project is to develop new knowledge that will contribute to better mental and physical health, improved quality of life, and better life expectancies among people with SUD in prison.

## Methods: PriSUD-Nordic is based on a multidisciplinary mixed method approach, including the methodological perspectives of both quantitative and qualitative methods. The qualitative part includes ethnographic fieldwork and semistructured interviews. The quantitative part is a registry-based cohort study including national registry data from Norway, Denmark, and Sweden. The national prison cohorts will comprise approximately 500,000 individuals and include all people imprisoned in Norway, Sweden, and Demark during the period from 2000 to 2019. The project will investigate the prison population during three different time periods: before imprisonment, during imprisonment, and after release.

## Results: PriSUD-Nordic was funded by The Research Council of Norway in December 2019, and funding started in 2020. Data collection is ongoing and will be completed in the first quarter of 2022. Data will be analyzed in spring 2022 and the results will be disseminated in 2022-2023. The PriSUD-Nordic project has formal ethical approval related to all work packages.

## Conclusions: PriSUD-Nordic will be the first research project to investigate the epidemiology and the lived experiences of people with SUD in the Nordic prison population. Successful research in this field will have the potential to identify significant areas of benefit and will have important implications for ongoing policy related to interventions for SUD in the prison population.

Summary

The PriSUD-Nordic project investigates substance use disorders (SUDs) among Nordic prison populations, aiming to understand SUD epidemiology across three phases: pre-imprisonment, imprisonment, and post-release. The project employs a mixed-methods approach, combining quantitative analysis of national registries with qualitative data from ethnographic fieldwork and semistructured interviews. This multidisciplinary approach facilitates a comprehensive understanding of SUDs within the complex prison environment, accounting for individual characteristics, structural factors, and treatment challenges. The study leverages the unique resources of Nordic countries, including extensive national registries and publicly funded healthcare, to generate globally relevant findings.

Epidemiological Approach

This project utilizes nationwide public registries offering substantial advantages: cost-effectiveness, comprehensive population coverage, and longitudinal data with controlled attrition. Linking data via personal identification numbers creates rich longitudinal datasets. The study addresses the limitations of typical clinical studies (limited follow-up) and registry-only studies (lack of patient-reported outcomes) by employing a complementary approach. A two-step individual participant data meta-analysis (IPDMA) is used to manage cross-jurisdictional data-sharing challenges.

Risk Assessment

The study incorporates risk assessment tools, using routinely collected data to create practical guides assisting clinicians and prison staff. The Oxford Risk of Recidivism Tool (OxRec) will undergo external validation within Nordic samples, assessing its predictive performance and potential for practical application in identifying prisoners needing additional treatment or interventions.

Qualitative Approach

Qualitative methods, including ethnographic fieldwork and semistructured interviews, provide contextual depth to the quantitative analysis. This approach considers the unique challenges of the prison environment and explores barriers to successful treatment. Qualitative findings will inform the interpretation of quantitative results and contribute to the development of interventions and guidelines. The research will also examine the interplay between health and welfare goals and penal objectives within prison settings.

Research Opportunity in Nordic Prison Settings

The Nordic countries offer a unique environment for this research, characterized by comprehensive national registries, publicly funded healthcare, and societal similarities conducive to comparative studies. The project leverages these strengths, aligning with national research priorities promoting registry utilization. The methodology is designed specifically for multinational studies, overcoming data-sharing obstacles.

Study Population and Data Sources

The study encompasses approximately 500,000 individuals from Norwegian, Danish, and Swedish prison cohorts, linked to national registries including cause of death, prescription data, patient registries, crime data, and socioeconomic information.

Data Analysis Plan

The study utilizes causal inference methods to address the limitations of observational studies on SUD treatment. Quantitative analysis employs a two-step IPDMA approach to manage data-sharing and ensure consistent analysis across countries. Qualitative data analysis uses a combination of thematic and inductively developed codes, focusing on treatment challenges within the prison context.

Ethics Approval

The project prioritizes ethical considerations, ensuring no participant is denied or receives reduced treatment due to research involvement. Data confidentiality is maintained, adhering to legal and ethical guidelines. The project has received necessary ethics approvals and adheres to the Declaration of Helsinki, managing consent requirements appropriately across participating countries.

User Involvement

User organizations, such as WayBack, are integrated into the steering committee and research group. Their involvement ensures user perspectives inform research questions, participant recruitment, and dissemination of findings.

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Abstract

## Background: A large proportion of the prison population experiences substance use disorders (SUDs), which are associated with poor physical and mental health, social marginalization, and economic disadvantage. Despite the global situation characterized by the incarceration of large numbers of people with SUD and the health problems associated with SUD, people in prison are underrepresented in public health research.

## Objective: The overall objective of the PriSUD (Diagnosing and Treating Substance Use Disorders in Prison)-Nordic project is to develop new knowledge that will contribute to better mental and physical health, improved quality of life, and better life expectancies among people with SUD in prison.

## Methods: PriSUD-Nordic is based on a multidisciplinary mixed method approach, including the methodological perspectives of both quantitative and qualitative methods. The qualitative part includes ethnographic fieldwork and semistructured interviews. The quantitative part is a registry-based cohort study including national registry data from Norway, Denmark, and Sweden. The national prison cohorts will comprise approximately 500,000 individuals and include all people imprisoned in Norway, Sweden, and Demark during the period from 2000 to 2019. The project will investigate the prison population during three different time periods: before imprisonment, during imprisonment, and after release.

## Results: PriSUD-Nordic was funded by The Research Council of Norway in December 2019, and funding started in 2020. Data collection is ongoing and will be completed in the first quarter of 2022. Data will be analyzed in spring 2022 and the results will be disseminated in 2022-2023. The PriSUD-Nordic project has formal ethical approval related to all work packages.

## Conclusions: PriSUD-Nordic will be the first research project to investigate the epidemiology and the lived experiences of people with SUD in the Nordic prison population. Successful research in this field will have the potential to identify significant areas of benefit and will have important implications for ongoing policy related to interventions for SUD in the prison population.

Summary

The PriSUD-Nordic project investigates substance use disorders (SUDs) in Nordic prisons. It uses a multidisciplinary approach combining nationwide registry data with qualitative data from interviews and ethnographic fieldwork to examine SUDs before, during, and after incarceration. The goal is to improve understanding of SUDs in this marginalized population and develop better interventions.

Overview of Methods

The study uses a mixed-methods approach, integrating quantitative epidemiological data with qualitative ethnographic data and interviews. This combined approach allows researchers to understand not only whether interventions are effective but also how, why, for whom, and under what circumstances they work. This is especially important in the complex context of prisons.

Epidemiological Approach

The project leverages existing Nordic registries offering comprehensive, longitudinal data on a large population at low cost. Researchers will use a two-step individual participant data meta-analysis (IPDMA) to overcome challenges related to cross-jurisdictional data sharing. This method allows for consistent analysis across countries while protecting sensitive individual data.

Risk Assessment

The study will evaluate the Oxford Risk of Recidivism Tool (OxRec) in Nordic contexts to identify prisoners at high risk of re-offending who could benefit from targeted substance use treatment or other interventions.

Qualitative Approach

Ethnographic fieldwork and semi-structured interviews will explore the challenges to successful treatment within the prison environment. Qualitative data will provide context and depth to the quantitative findings, enhancing understanding of the processes influencing SUDs and treatment outcomes.

Research Opportunity in Nordic Settings

The Nordic countries' comprehensive health and social service registries and collaborative research environment create a unique opportunity for this study. The similarities across these countries make comparisons and the identification of best practices easier.

Study Population and Data Sources

The study will analyze data from approximately 500,000 individuals across Scandinavian prison systems, linking prison records with national registries on causes of death, prescriptions, patient health, crime, and socioeconomic conditions.

Data Analysis

Due to ethical constraints in randomized controlled trials for SUD treatment, the study will employ causal inference methods for analyzing observational data from the linked registries. Qualitative data will be analyzed thematically to uncover challenges to treatment and the role of the prison environment.

Ethics

The project prioritizes ethical considerations, particularly given the vulnerable population. Data will be handled confidentially, and all procedures will adhere to ethical guidelines and regulations. Informed consent will be obtained for all qualitative research participants.

User Involvement

A user organization, WayBack, is actively involved in the project, influencing research questions, participant recruitment, and dissemination of results, ensuring the research is relevant and accessible to those it affects.

Potential Impact

The study aims to contribute to the UN's Sustainable Development Goals by improving knowledge, identifying treatment gaps and potential discrimination, and informing best-practice interventions for SUDs in prison settings.

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Abstract

## Background: A large proportion of the prison population experiences substance use disorders (SUDs), which are associated with poor physical and mental health, social marginalization, and economic disadvantage. Despite the global situation characterized by the incarceration of large numbers of people with SUD and the health problems associated with SUD, people in prison are underrepresented in public health research.

## Objective: The overall objective of the PriSUD (Diagnosing and Treating Substance Use Disorders in Prison)-Nordic project is to develop new knowledge that will contribute to better mental and physical health, improved quality of life, and better life expectancies among people with SUD in prison.

## Methods: PriSUD-Nordic is based on a multidisciplinary mixed method approach, including the methodological perspectives of both quantitative and qualitative methods. The qualitative part includes ethnographic fieldwork and semistructured interviews. The quantitative part is a registry-based cohort study including national registry data from Norway, Denmark, and Sweden. The national prison cohorts will comprise approximately 500,000 individuals and include all people imprisoned in Norway, Sweden, and Demark during the period from 2000 to 2019. The project will investigate the prison population during three different time periods: before imprisonment, during imprisonment, and after release.

## Results: PriSUD-Nordic was funded by The Research Council of Norway in December 2019, and funding started in 2020. Data collection is ongoing and will be completed in the first quarter of 2022. Data will be analyzed in spring 2022 and the results will be disseminated in 2022-2023. The PriSUD-Nordic project has formal ethical approval related to all work packages.

## Conclusions: PriSUD-Nordic will be the first research project to investigate the epidemiology and the lived experiences of people with SUD in the Nordic prison population. Successful research in this field will have the potential to identify significant areas of benefit and will have important implications for ongoing policy related to interventions for SUD in the prison population.

Summary

Lots of people leave prison every year, and many have problems with drugs or alcohol. This is a big health problem because people with these problems often die younger. A big study called PriSUD-Nordic is looking at this problem in the Nordic countries (like Norway, Sweden, and Denmark). They're using lots of information from different places to learn more about what helps and what doesn't.

Overview

The study uses two main ways to learn things: looking at information from government records (like who was in prison, what health problems they had, etc.) and talking to people who have been in prison. This helps them see the whole picture.

Epidemiological Approach (WP I)

Researchers will use information from government records about everyone in prison. This is a good way to learn about lots of people at once. It's like looking at a huge puzzle to see the big picture of what happens to people who were in prison.

Risk Assessment (WP II)

This part uses special tools to help figure out who is most likely to have problems again after leaving prison. It's like a game where they try to predict what might happen next, so they can help those who need it most.

Qualitative Approach (WP III)

Researchers will also talk to people who have been in prison to understand their experiences. This helps them to understand what's happening beyond the numbers in the records. It is like listening to people tell their stories to understand their struggles.

Research Opportunity in Nordic Prison Settings

The Nordic countries are great for this kind of research because they keep very good records about people's health and lives. This makes it easy to study what helps people after prison.

Study Population and Data Sources

The study will look at information about lots of people who have been in prison in Norway, Sweden, and Denmark. They will look at many different records, like prison records, death records, health records, and even police records.

Data Analysis Plan

The study will use special ways to analyze all this information. This is important because it helps them figure out what's really causing problems.

Ethics Approval

The study makes sure it's safe and fair for everyone involved. They follow special rules to protect people's privacy.

User Involvement

People with experience of being in prison are helping with the study. This means the research will be better because it includes their perspectives.

Results

The study is happening now, and the results will be shared soon.

The Potential Impact of the Proposed Research

This study will help to improve the lives of people who have been in prison and have problems with drugs or alcohol. It will help create better ways to help people recover and reduce their chances of going back to prison.

Establishing a New Knowledge Base

The study will help us understand what causes people to have problems with drugs and alcohol, and this will help people create better ways to prevent those problems.

Identifying Treatment Gaps and Potential Discrimination in Treatment

The study will look for problems in the way people get help. It will check if some groups of people are getting less help than others.

Providing Best-Practice Interventions

The study will help find the best ways to help people who have problems with drugs and alcohol while they are in prison and afterward.

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Footnotes and Citation

Cite

Bukten, A., Lokdam, N. T., Skjærvø, I., Ugelvik, T., Skurtveit, S., Gabrhelík, R., ... & Stavseth, M. R. (2022). PriSUD-Nordic—diagnosing and treating substance use disorders in the prison population: protocol for a mixed methods study. JMIR research protocols, 11(3), e35182.

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