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3.
BMJ Glob Health ; 9(5)2024 May 07.
Article in English | MEDLINE | ID: mdl-38770813

ABSTRACT

BACKGROUND: Incarcerated mothers are a marginalised group who experience substantial health and social disadvantage and routinely face disruption of family relationships, including loss of custody of their children. To support the parenting role, mothers and children's units (M&Cs) operate in 97 jurisdictions internationally with approximately 19 000 children reported to be residing with their mothers in custody-based settings. AIM: This rapid review aims to describe the existing evidence regarding the models of service delivery for, and key components of, custodial M&Cs. METHOD: A systematic search was conducted of four electronic databases to identify peer-reviewed literature published from 2010 onwards that reported quantitative and qualitative primary studies focused on custody-based M&Cs. Extracted data included unit components, admission and eligibility criteria, evaluations and recommendations. RESULTS: Of 3075 records identified, 35 met inclusion criteria. M&Cs accommodation was purpose-built, incorporated elements of domestic life and offered a family-like environment. Specific workforce training in caring for children and M&Cs evaluations were largely absent. Our systematic synthesis generated a list of key components for M&C design and service delivery. These components include timely and transparent access to information and knowledge for women, evaluation of the impact of the prison environment on M&C, and organisational opportunities and limitations. CONCLUSION: The next generation of M&Cs requires evidence-based key components that are implemented systematically and is evaluated. To achieve this, the use of codesign is a proven method for developing tailored programmes. Such units must offer a net benefit to both mothers and their children.


Subject(s)
Mothers , Child , Female , Humans , Child Custody , Correctional Facilities , Delivery of Health Care , Prisoners , Prisons , Models, Organizational
4.
BMC Med Ethics ; 25(1): 62, 2024 May 22.
Article in English | MEDLINE | ID: mdl-38773588

ABSTRACT

BACKGROUND: Respect for human rights and bioethical principles in prisons is a crucial aspect of society and is proportional to the well-being of the general population. To date, these ethical principles have been lacking in prisons and prisoners are victims of abuse with strong repercussions on their physical and mental health. METHODS: A systematic review was performed, through a MESH of the following words (bioethics) AND (prison), (ethics) AND (prison), (bioethics) AND (jail), (ethics) AND (jail), (bioethics) AND (penitentiary), (ethics) AND (penitentiary), (prison) AND (human rights). Inclusion and exclusion criteria were defined and after PRISMA, 17 articles were included in the systematic review. RESULTS: Of the 17 articles, most were prevalence studies (n.5) or surveys (n.4), followed by cross-sectional studies (n.3), qualitative studies (n.1), retrospective (n.1) and an explanatory sequential mixed-methods study design (n.1). In most cases, the studies associated bioethics with prisoners' access to treatment for various pathologies such as vaccinations, tuberculosis, hepatitis, HIV, it was also found that bioethics in prisons was related to the mental health of prisoners, disability, ageing, the condition of women, the risk of suicide or with the request for end-of-life by prisoners. The results showed shortcomings in the system of maintaining bioethical principles and respect for human rights. CONCLUSIONS: Prisoners, in fact, find it difficult to access care, and have an increased risk of suicide and disability. Furthermore, they are often used as improper organ donors and have constrained autonomy that also compromises their willingness to have end-of-life treatments. In conclusion, prison staff (doctors, nurses, warders, managers) must undergo continuous refresher courses to ensure compliance with ethical principles and human rights in prisons.


Subject(s)
Human Rights , Prisoners , Prisons , Humans , Respect , Bioethical Issues , Bioethics , Health Services Accessibility/ethics
5.
Trials ; 25(1): 341, 2024 May 22.
Article in English | MEDLINE | ID: mdl-38778383

ABSTRACT

BACKGROUND: Adolescents and young adults in residential care and correctional institutions face various challenges, leading to negative life outcomes. Implementation barriers within these institutions, such as limited financial and spatial resources, pose significant hurdles to providing necessary support. Web-based approaches address these challenges by offering cost-effective, accessible solutions. This study aims to assess the efficacy of a newly developed web-based version of the existing evidence-based START NOW skills training in fostering emotion regulation and resilience among institutionalized adolescents and young adults. We present the study protocol (Version 5, August 2023) of the trial titled "Implementation of an e-version of the skills training START NOW for promoting emotion regulation and resilience in residential youth care and correctional institutions". METHODS: The study is a monocentric, prospective, confirmatory randomized controlled trial with 150 institutionalized adolescents and young adults with a need to improve resilience (predefined cut-offs). Participating institutions will be randomized to one of three conditions: (i) 9-week web-based group training guided by a facilitator, (ii) 9-week web-based self-help training, (iii) and treatment as usual. The primary endpoint is the change in psychological flexibility, assessed by the Avoidance and Fusion Questionnaire for Youth score, from baseline to follow-up 12 weeks post skills training. Secondary objectives encompass assessing pre-post changes in psychological flexibility and other psychological health-related outcome measures in participating adolescents, young adults, and caretakers from baseline, to post training, and to 12- and 24-week follow-ups. DISCUSSION: This study evaluates the efficacy of START NOW as web-based training for institutionalized adolescents and young adults, providing valuable insights into web-based interventions and aiming to optimize support levels. TRIAL REGISTRATION {2A AND 2B}: ClinicalTrials.gov NCT05313581. Registered on 6 April 2022.


Subject(s)
Emotional Regulation , Resilience, Psychological , Humans , Adolescent , Young Adult , Prospective Studies , Randomized Controlled Trials as Topic , Internet-Based Intervention , Female , Male , Prisons , Residential Facilities , Adolescent Behavior
7.
Lancet Oncol ; 25(5): 553-562, 2024 May.
Article in English | MEDLINE | ID: mdl-38697154

ABSTRACT

BACKGROUND: The growing and ageing prison population in England makes accurate cancer data of increasing importance for prison health policies. This study aimed to compare cancer incidence, treatment, and survival between patients diagnosed in prison and the general population. METHODS: In this population-based, matched cohort study, we used cancer registration data from the National Cancer Registration and Analysis Service in England to identify primary invasive cancers and cervical cancers in situ diagnosed in adults (aged ≥18 years) in the prison and general populations between Jan 1, 1998, and Dec 31, 2017. Ministry of Justice and Office for National Statistics population data for England were used to calculate age-standardised incidence rates (ASIR) per year and age-standardised incidence rate ratios (ASIRR) for the 20-year period. Patients diagnosed with primary invasive cancers (ie, excluding cervical cancers in situ) in prison between Jan 1, 2012, and Dec 31, 2017 were matched to individuals from the general population and linked to hospital and treatment datasets. Matching was done in a 1:5 ratio according to 5-year age group, gender, diagnosis year, cancer site, and disease stage. Our primary objectives were to compare the incidence of cancer (1998-2017); the receipt of treatment with curative intent (2012-17 matched cohort), using logistic regression adjusted for matching variables (excluding cancer site) and route to diagnosis; and overall survival following cancer diagnosis (2012-17 matched cohort), using a Cox proportional hazards model adjusted for matching variables (excluding cancer site) and route to diagnosis, with stratification for the receipt of any treatment with curative intent. FINDINGS: We identified 2015 incident cancers among 1964 adults (1556 [77·2%] men and 459 [22·8%] women) in English prisons in the 20-year period up to Dec 31, 2017. The ASIR for cancer for men in prison was initially lower than for men in the general population (in 1998, ASIR 119·33 per 100 000 person-years [95% CI 48·59-219·16] vs 746·97 per 100 000 person-years [742·31-751·66]), but increased to a similar level towards the end of the study period (in 2017, 856·85 per 100 000 person-years [675·12-1060·44] vs 788·59 per 100 000 person-years [784·62-792·57]). For women, the invasive cancer incidence rate was low and so ASIR was not reported for this group. Over the 20-year period, the incidence of invasive cancer for men in prison increased (incidence rate ratio per year, 1·05 [95% CI 1·04-1·06], during 1999-2017 compared with 1998). ASIRRs showed that over the 20-year period, overall cancer incidence was lower in men in prison than in men in the general population (ASIRR 0·76 [95% CI 0·73-0·80]). The difference was not statistically significant for women (ASIRR 0·83 [0·68-1·00]). Between Jan 1, 2012, and Dec 31, 2017, patients diagnosed in prison were less likely to undergo curative treatment than matched patients in the general population (274 [32·3%] of 847 patients vs 1728 [41·5%] of 4165; adjusted odds ratio (OR) 0·72 [95% CI 0·60-0·85]). Being diagnosed in prison was associated with a significantly increased risk of death on adjustment for matching variables (347 deaths during 2021·9 person-years in the prison cohort vs 1626 deaths during 10 944·2 person-years in the general population; adjusted HR 1·16 [95% CI 1·03-1·30]); this association was partly explained by stratification by curative treatment and further adjustment for diagnosis route (adjusted HR 1·05 [0·93-1·18]). INTERPRETATION: Cancer incidence increased in people in prisons in England between 1998 and 2017, with patients in prison less likely to receive curative treatments and having lower overall survival than the general population. The association with survival was partly explained by accounting for differences in receipt of curative treatment and adjustment for diagnosis route. Improved routine cancer surveillance is needed to inform prison cancer policies and decrease inequalities for this under-researched population. FUNDING: UK National Institute for Health and Care Research, King's College London, and Strategic Priorities Fund 2019/20 of Research England via the University of Surrey.


Subject(s)
Neoplasms , Prisoners , Humans , Female , Male , England/epidemiology , Incidence , Middle Aged , Neoplasms/epidemiology , Neoplasms/mortality , Neoplasms/therapy , Adult , Prisoners/statistics & numerical data , Aged , Young Adult , Adolescent , Prisons/statistics & numerical data , Cohort Studies , Registries/statistics & numerical data
8.
AMA J Ethics ; 26(5): E399-407, 2024 May 01.
Article in English | MEDLINE | ID: mdl-38700524

ABSTRACT

Antimicrobial resistance is a global threat that inequitably affects minoritized populations, including Black, Latinx, and Indigenous people-especially in carceral settings-and is largely driven by inappropriate antimicrobial prescribing practices. People whose identities are minoritized are more likely to be incarcerated, and people who are incarcerated experience higher disease risk than people who are not incarcerated. This article draws on a case of dental infection suffered by a woman who is incarcerated to consider key ethical and clinical complexities of antimicrobial prescribing in carceral settings.


Subject(s)
Antimicrobial Stewardship , Humans , Antimicrobial Stewardship/ethics , Female , Anti-Bacterial Agents/therapeutic use , Prisoners , Inappropriate Prescribing/prevention & control , Prisons , Adult
9.
Rev Bras Enferm ; 77(2): e20230246, 2024.
Article in English, Portuguese | MEDLINE | ID: mdl-38747810

ABSTRACT

OBJECTIVE: to understand the Generalized Resistance Deficits of people deprived of liberty with hypertension in a Brazilian prison unit. METHOD: qualitative research, anchored in Salutogenesis, carried out with 38 people with hypertension from a Brazilian prison unit, from February to July 2022, with a semi-structured interview with open-ended questions, whose analysis was thematic, explaining the limitations to health in prison. RESULTS: 13 Generalized Resistance Deficits were reported, mostly related to the prison environment and, to a lesser extent, to the social group and the individual, respectively. Living in prison for people with hypertension implies living with a high number of Generalized Resistance Deficits, accentuating the movement towards the disease pole. FINAL CONSIDERATIONS: knowing Generalized Resistance Deficits allows directing health promotion to support the use of available Generalized Resistance Resources and contributes to the expansion of intersectoral policies.


Subject(s)
Hypertension , Prisoners , Qualitative Research , Humans , Hypertension/complications , Hypertension/psychology , Male , Brazil , Adult , Middle Aged , Prisoners/psychology , Prisoners/statistics & numerical data , Female , Prisons/statistics & numerical data , Prisons/standards , Interviews as Topic/methods
10.
PLoS One ; 19(5): e0303768, 2024.
Article in English | MEDLINE | ID: mdl-38758761

ABSTRACT

This research delves into the intricate interplay between perceived organizational support, proactive personality, and voice behavior. Furthermore, it establishes the pivotal role of work engagement as a mediating factor within the articulated research model. The study engaged 287 healthcare professionals within correctional institutions and detention centers in Indonesia, employing a dual-phase questionnaire distribution to capture the dynamic aspects of the participants' experiences. Utilizing the statistical technique of Partial Least Square-Structural Equation Modeling with the SmartPLS 4 program as an analysis tool, the collected data underwent comprehensive analysis. The outcomes reveal that proactive personality significantly influences voice behavior both directly and indirectly through its impact on work engagement. Conversely, perceived organizational support directly influences work engagement but does not exhibit a direct impact on voice behavior. These findings underscore the significance of proactive personality in fostering a conducive environment for constructive organizational change from a grassroots perspective. The study suggests that organizations prioritize the cultivation of proactive personality traits to stimulate voice behavior, thereby facilitating ongoing improvements and sustainable organizational progress.


Subject(s)
Organizational Culture , Personality , Prisons , Humans , Male , Female , Adult , Surveys and Questionnaires , Indonesia , Health Personnel/psychology , Work Engagement
11.
PLoS One ; 19(5): e0288182, 2024.
Article in English | MEDLINE | ID: mdl-38743716

ABSTRACT

BACKGROUND: There are 10 million admissions to U.S. prisons and jails each year. More than half of those admitted have mental health problems. The goal of this article is to inform: (1) implementation of evidence-based mental health treatments in prisons and jails, an important effort that needs more evidence to guide it; (2) psychotherapy and interpersonal psychotherapy (IPT) training efforts, especially in low-resource settings. METHODS: A randomized hybrid effectiveness-implementation trial of group IPT for major depressive disorder (MDD) in state prisons found that IPT increased rates of MDD remission and lowered posttraumatic stress disorder symptoms relative to prison treatment as usual. The trial used prison counselors, only some of whom had prior psychotherapy training/experience, to deliver IPT. IPT treatment adherence was high (96%), but trial training and supervision were too costly to be scalable outside the trial. The current article reports results from a planned qualitative analysis of 460 structured implementation and supervision documents in that trial to describe training and supervision processes and lessons learned, inform training recommendations, and facilitate future work to optimize training and supervision for under-resourced settings. RESULTS: Themes identified in implementation and supervision process notes reflected: work on psychotherapy basics (reflective listening, focusing on emotions, open-ended questions, specific experiences), IPT case conceptualization (forming a conceptualization, what is and is not therapeutic work, structure and limit setting, structure vs. flexibility), IPT techniques (enhancing social support, role plays, communication analysis), psychotherapy processes (alliance repair, managing group processes), and managing difficult situations (avoidance, specific clients, challenging work settings). Counselors were receptive to feedback; some relied on study supervisors for support in managing stressful prison working conditions. CONCLUSIONS: Findings can be used to make future training and supervision more efficient. Based on our results, we recommend that initial and refresher training focus on IPT case conceptualization, steps for addressing each IPT problem area, and reflective listening. We also recommend supervision through at least counselors' first two rounds of groups. More low-cost, scalable training methods are needed to get mental health treatment to individuals who need it most, who are often served in challenging, low-resource settings such as prisons. This is a mental health access and equity issue. TRIAL REGISTRATION: The trial was registered at clinicaltrials.gov (NCT01685294).


Subject(s)
Depressive Disorder, Major , Interpersonal Psychotherapy , Prisons , Humans , Depressive Disorder, Major/therapy , Male , Female , Adult , Psychotherapy/methods , Prisoners/psychology , Treatment Outcome
13.
Ann Epidemiol ; 94: 81-90, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38710239

ABSTRACT

PURPOSE: Identifying predictors of opioid overdose following release from prison is critical for opioid overdose prevention. METHODS: We leveraged an individually linked, state-wide database from 2015-2020 to predict the risk of opioid overdose within 90 days of release from Massachusetts state prisons. We developed two decision tree modeling schemes: a model fit on all individuals with a single weight for those that experienced an opioid overdose and models stratified by race/ethnicity. We compared the performance of each model using several performance measures and identified factors that were most predictive of opioid overdose within racial/ethnic groups and across models. RESULTS: We found that out of 44,246 prison releases in Massachusetts between 2015-2020, 2237 (5.1%) resulted in opioid overdose in the 90 days following release. The performance of the two predictive models varied. The single weight model had high sensitivity (79%) and low specificity (56%) for predicting opioid overdose and was more sensitive for White non-Hispanic individuals (sensitivity = 84%) than for racial/ethnic minority individuals. CONCLUSIONS: Stratified models had better balanced performance metrics for both White non-Hispanic and racial/ethnic minority groups and identified different predictors of overdose between racial/ethnic groups. Across racial/ethnic groups and models, involuntary commitment (involuntary treatment for alcohol/substance use disorder) was an important predictor of opioid overdose.


Subject(s)
Decision Trees , Opiate Overdose , Humans , Male , Opiate Overdose/epidemiology , Adult , Female , Massachusetts/epidemiology , Opioid-Related Disorders/epidemiology , Opioid-Related Disorders/ethnology , Prisoners/statistics & numerical data , Prisons/statistics & numerical data , Middle Aged , Analgesics, Opioid/poisoning , Analgesics, Opioid/adverse effects , Ethnicity/statistics & numerical data , Young Adult
15.
J Law Med ; 31(1): 42-69, 2024 May.
Article in English | MEDLINE | ID: mdl-38761389

ABSTRACT

People are sent to prison as punishment and not to experience additional punishment. Nevertheless, this principle is habitually violated in Australia: prisoners frequently receive health care that is inferior to health care that is available in the general community. Numerous official inquiries have identified deficiencies in prisoner health services, notwithstanding the apparent intention of legislative provisions and non-statutory guidelines and policies in various jurisdictions to ensure prisoners receive appropriate health care. This article proposes law reforms to address this human rights crisis. It recommends the passage of uniform legislation in all Australian jurisdictions that stipulates minimum prison health care service standards, as well as mechanisms for ensuring they are implemented. The article also suggests that, in the short-term, until prison health care is significantly improved, substandard health care for prisoners should be treated as a potentially mitigating sentencing factor that can reduce the length of a defendant's prison term.


Subject(s)
Human Rights , Prisoners , Humans , Prisoners/legislation & jurisprudence , Australia , Human Rights/legislation & jurisprudence , Prisons/legislation & jurisprudence , Delivery of Health Care/legislation & jurisprudence , Health Services Accessibility/legislation & jurisprudence
16.
PLoS One ; 19(5): e0303062, 2024.
Article in English | MEDLINE | ID: mdl-38758971

ABSTRACT

Correctional centres (termed here 'prisons') are at high risk of COVID-19 and have featured major outbreaks worldwide. Inevitable close contacts, frequent inmate movements, and a disproportionate burden of co-morbidities mean these environments need to be prioritised in any public health response to respiratory pathogens such as COVID-19. We developed an individual-based SARS-CoV-2 transmission model for the prison system in New South Wales, Australia - incorporating all 33 correctional centres, 13,458 inmates, 578 healthcare and 6,909 custodial staff. Potential COVID-19 disease outbreaks were assessed under various mitigation strategies, including quarantine on entry, isolation of cases, rapid antigen testing of staff, as well as immunisation.Without control measures, the model projected a peak of 472 new infections daily by day 35 across the prison system, with all inmates infected by day 120. The most effective individual mitigation strategies were high immunisation coverage and prompt lockdown of centres with infected inmates which reduced outbreak size by 62-73%. Other than immunisation, the combination of quarantine of inmates at entry, isolation of proven or suspected cases, and widespread use of personal protective equipment by staff and inmates was the most effective strategy. High immunisation coverage mitigates the spread of COVID-19 within and between correctional settings but is insufficient alone. Maintaining quarantine and isolation, along with high immunisation levels, will allow correctional systems to function with a low risk of outbreaks. These results have informed public health policy for respiratory pathogens in Australian correctional systems.


Subject(s)
COVID-19 , Disease Outbreaks , Models, Theoretical , Prisons , Quarantine , SARS-CoV-2 , COVID-19/epidemiology , COVID-19/prevention & control , COVID-19/transmission , Humans , Prisons/statistics & numerical data , Disease Outbreaks/prevention & control , New South Wales/epidemiology , SARS-CoV-2/isolation & purification , Personal Protective Equipment
17.
Soc Sci Med ; 349: 116894, 2024 May.
Article in English | MEDLINE | ID: mdl-38648708

ABSTRACT

The collapse of the Soviet Union triggered an escalation of the tuberculosis (TB) epidemic in many post-Soviet countries, including Ukraine. The main reasons for this situation include both the approach to TB care and the concentration of TB cases in prisons. The neoliberal approach to TB care system reform promises the optimization of treatment terms, "dehospitalization" and "despecialization" of the system of care, and a different type of control, established through digital technologies. One such technology is the "e-TB Manager", which was designated as a national TB registry, including in the prison system in 2012. In prison, where everyone "is to be fixed" and isolated, the uncertainty of patients' movements seems to be avoided by pre-existing conditions. In practice, however, the vertically aligned, centralized organizational structure of the post-Soviet prison implies a constant need to link its elements together through "coerced" mobility carried out in secrecy. Treatment in exile may not be the primary goal of such a practice, but it becomes the result when prisoners from numerous prison facilities are sent to a limited number of prison TB hospitals. The integration of the e-TB Manager as a tool to enable the tracking of patient movements and, consequently, improve the efficiency of diagnostic and treatment processes in prison, can be seen as both a purely technical measure and a "magic bullet". In this article, we argue that, in the case of Ukrainian prisons, the neoliberal approach and the Soviet socialist approach to gaining control over TB indeed adapt and reinforce each other but fail to compete meaningfully. The fragmented implementation of one is absorbed by the fundamental and resilient nature of the other to produce and reproduce the state of "post-Soviet limbo". We use the "post-Soviet limbo" as an overall framework aimed at conceptualizing the post-Soviet transformation as a combination of efforts to avoid and manage the uncertainty of TB treatment, especially in prison. We examine the empirical case of coerced mobility of prisoners who require TB treatment, seeking to trace how this process is reflected in the e-TB Manager. We provide a more in-depth picture of this journey with details gathered from qualitative research materials to situate numbers and variables in their contexts, deconstructing the way the data are recorded according to the logic of the system in which they are produced.


Subject(s)
Prisoners , Prisons , Tuberculosis , Humans , Ukraine/epidemiology , Prisoners/statistics & numerical data , Prisoners/psychology , Tuberculosis/therapy , Tuberculosis/drug therapy , Tuberculosis/epidemiology , Uncertainty , USSR , Male
18.
Nurse Pract ; 49(5): 41-47, 2024 05 01.
Article in English | MEDLINE | ID: mdl-38662496

ABSTRACT

BACKGROUND: Serious mental illness (SMI) is more common among adults in correctional settings than in the general population. No standard exists for SMI screening across correctional settings; SMI therefore often goes undetected in these facilities. Placing individuals with unidentified SMI who are incarcerated in general population cells increases their risk for self-harming behaviors, suicide, and for being victims or perpetrators of exploitation and violence. METHODS: This article describes a quantitative, descriptive study conducted to evaluate the use of the Brief Jail Mental Health Screen (BJMHS) tool to screen for possible SMI among individuals in a jail setting. RESULTS: A total of 89 individuals who were incarcerated in one jail setting were screened either with the facility's internally developed standard medical questionnaire (SMQ) or with the BJMHS. Findings showed that 28% screened positive for possible SMI using the BJMHS as compared with only 3% using the SMQ. CONCLUSION: The BJMHS flagged a higher number of possible instances of SMI than the jail's SMQ, potentially signifying its screening superiority. Identification of SMI leads to better care for individuals who are incarcerated, and it increases safety for the individual with SMI, the greater jail population, and jail staff. Findings from this study were shared with system leadership, which has replaced other screening tools with the BJMHS in at least 250 correctional facilities throughout the US.


Subject(s)
Correctional Facilities , Mass Screening , Mental Disorders , Prisoners , Humans , Mental Disorders/diagnosis , Mental Disorders/epidemiology , Mental Disorders/nursing , Adult , Male , Female , Prisoners/statistics & numerical data , Surveys and Questionnaires , Middle Aged , Prisons
19.
Sci Rep ; 14(1): 9890, 2024 04 30.
Article in English | MEDLINE | ID: mdl-38688956

ABSTRACT

Community correction institutions in China frequently employ the Symptom Checklist-90 (SCL-90) and the health survey brief (SF-12) as primary tools for psychological assessment of community correctional prisoners. However, in practical application, the SCL-90 Checklist faces issues such as complex item numbers, overall low cultural level of the subjects, and insufficient professional level of the administrators. The SF-12 health survey brief, as a preliminary screening tool, although only has 12 questions, to some extent simplifies the evaluation process and improves work efficiency, it is prone to missed screening. The research team collected 17-dimensional basic characteristic data and corresponding SCL-90 and SF-12 data from 25,480 samples of community correctional prisoners in Zhejiang Province, China. This study explored the application of multi-label multi-classification algorithms and oversampling techniques in building machine learning models to delve into the correlation between the psychological health risks of community correctional prisoners and their characteristic data. Inspired by computerized adaptive testing (CAT), we constructed an adaptive and efficient screening model for community correctional prisoners through experimental comparisons, based on the binary relevance algorithm with sample oversampling. This screening model personalize the assessment process by dynamically matching participants with the most relevant subset (s) of the nine dimensions of the SCL-90 based on their individual characteristics. Thus, adaptive dynamic simplification and personalized recommendation of the SCL-90 scale between question groups were achieved for the specific group of community correctional prisoners. As a screening tool for psychological symptoms of community correctional prisoners, this model significantly simplifies the number of questions compared to SCL-90, with a simplification rate of up to 65%. However, it achieves this simplification while maintaining excellent performance. The accuracy reached 0.66, with a sensitivity of 0.754, and an F1 score of 0.649. This innovation simplified the assessment process, reduced the assessment time, improved work efficiency, and enhanced the ability to judge the specificity of community correctional prisoners population. Compared to the SF-12, although the simplification rate and accuracy of the model are slightly lower than those of the SF-12, the sensitivity increased by 42.26%, and the F1 score improved by 15.28%. This means the model greatly reduces the possibility of missed screening, effectively preventing prisoners with abnormal psychological or mental states from losing control due to missed screening, and even committing suicide, self injury, or injuring others.


Subject(s)
Machine Learning , Prisoners , Humans , Prisoners/psychology , Male , Adult , Female , Middle Aged , China/epidemiology , Mass Screening/methods , Algorithms , Young Adult , Prisons
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