{"title":"Using Human Resources Data to Predict Turnover of Community Mental Health Employees: Prediction and Interpretation of Machine Learning Methods.","authors":"Wei Wu, Sadaaki Fukui","doi":"10.1111/inm.13387","DOIUrl":"https://doi.org/10.1111/inm.13387","url":null,"abstract":"<p><p>This study used machine learning (ML) to predict mental health employees' turnover in the following 12 months using human resources data in a community mental health centre. The data contain 621 employees' information (e.g., demographics, job information and client information served by employees) hired between 2011 and 2021 (56.5% turned over during the study period). Six ML methods (i.e., logistic regression, elastic net, random forest [RF], gradient boosting machine [GBM], neural network and support vector machine) were used to predict turnover, along with graphical and statistical tools to interpret predictive relationship patterns and potential interactions. The result suggests that RF and GBM led to better prediction according to specificity, sensitivity and area under the curve (>0.8). The turnover predictors (e.g., past work years, work hours, wage, age, exempt status, educational degree, marital status and employee type) were identified, including those that may be unique to the mental health employee population (e.g., training hours and the proportion of clients with schizophrenia diagnosis). It also revealed nonlinear and nonmonotonic predictive relationships (e.g., wage and employee age), as well as interaction effects, such that past work years interact with other variables in turnover prediction. The study indicates that ML methods showed the predictability of mental health employee turnover using human resources data. The identified predictors and the nonlinear and interactive relationships shed light on developing new predictive models for turnover that warrant further investigations.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141499999","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Dealing With a Stressful Extra Duty: The Intrapersonal Conflict Experiences of Nurses Caring for Survivors of Suicide Attempts on Medical-Surgical Wards.","authors":"Xiao-Chen Lyu, Cheng Chen, Li-Hung Lee, Thitinut Akkadechanunt, Cheng-I Yang, Xiu-Bin Tao","doi":"10.1111/inm.13386","DOIUrl":"https://doi.org/10.1111/inm.13386","url":null,"abstract":"<p><p>Nurses are the frontline professionals caring for patients who have attempted suicide. When clinical nurses learn from medical records or nursing handover, or are proactively informed by patients or family members, that the patients they are caring for have suicidal tendencies, they often experience pressure and face challenges. However, little attention has been given to the experiences of the nurses caring for patients with suicidal intent on medical and surgical wards. We aimed to address this knowledge gap. The purpose of this study was to explore medical and surgical nurses' experiences, especially the internal conflicts they might experience while caring for patients who have a history of attempted suicide. A qualitative descriptive design and semi-structured interviews were used in this study. Twenty-three nurses were recruited and interviewed individually. Data were analysed by qualitative content analysis. The focus of this paper is to examine the emergent theme of intrapersonal conflict experienced by the participants. Nurses' experiences can be clustered into two themes: (1) Pity and annoyance and (2) Hard work does not necessarily pay off. Intrapersonal conflict was identified by participants as considerable fear and anxiety about the possibility of a patient's suicide, as well as a mixture of pity for and annoyance with the patients. Nurses feel sorry for such patients, but they are also annoyed by the extra work required to prevent suicide attempts in the ward. Additionally, having limited time and ability, they see that their hard work does not necessarily pay off and may sometimes lead to punishment. Our findings raise serious concerns about the adequacy of the knowledge of the nurses, their competence and their difficulties in caring for such patients. In addition, there is a need to provide them with appropriate on-the-job education and immediate emotional support relevant to caring for survivors of suicide attempts.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141478255","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Vicki Binnie, Melanie Jessup, Robyne Le Brocque, Amy N B Johnston
{"title":"'I've got to go in there with my armour on': Adverse Childhood Experiences Among Adults Who Frequently Attend Emergency Departments.","authors":"Vicki Binnie, Melanie Jessup, Robyne Le Brocque, Amy N B Johnston","doi":"10.1111/inm.13379","DOIUrl":"https://doi.org/10.1111/inm.13379","url":null,"abstract":"<p><p>Frequent presentations to emergency departments contribute to increased service demands and healthcare costs. Literature suggests these adult presentations may be influenced by childhood adversity. This qualitatively driven, mixed methods study explored the self-perceived role of childhood adversity in the health of adults who frequently attended Australian Emergency Departments and their perceptions of the healthcare they received. Data were collected using validated instruments and semi-structured interviews with 12 purposefully sampled adults who frequently attended emergency departments. Qualitative data were analysed using interpretive phenomenological analysis. Three major themes were identified-The experience of childhood adversity: articulating challenges related to childhood trauma, and the subsequent impacts on participants' health, behaviours, relationships and sense of control; Pursuing safety: exploring action participants took to keep themselves and others safe, with this requirement extending into adulthood and influencing Emergency Department presentations; and Seeking humanising healthcare: identifying challenges participants experienced while seeking care in the Emergency Department. Participants perceived their mental health to be profoundly affected by their past experiences of trauma, leaving them feeling vulnerable at times and more likely to experience re-traumatisation in the Emergency Department. Feelings of stigmatisation during Emergency Department encounters led participants to employ self-protection strategies creating further barriers to recovery. Participants described Emergency Departments as often failing to comprehensively address their healthcare needs. They offered suggestions for more effective care interventions. Findings highlight the need for further research to inform policy and practice when designing and implementing interventions for these adults. Consolidated Criteria for Reporting Qualitative Research (COREQ) guided study reporting.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141422289","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
George C Mubayiwa, Bindu Joseph, Julia Gilbert, Michael Olasoji
{"title":"Nurses' Perspectives on the Proposed Seclusion Elimination in Mental Health Wards.","authors":"George C Mubayiwa, Bindu Joseph, Julia Gilbert, Michael Olasoji","doi":"10.1111/inm.13375","DOIUrl":"https://doi.org/10.1111/inm.13375","url":null,"abstract":"<p><p>Managing consumers with challenging behaviours by way of secluding them has been practiced for centuries. Many countries have attempted to eliminate seclusion but with very limited success. The Victorian government in Australia has embarked on a plan to stop seclusion within the coming 10 years. A qualitative research design using a purposive cluster sampling technique was utilised to understand nurses' perceptions on attempts to eliminate seclusions in acute wards. Semi-structured interviews and a thematic analysis were used to reveal participants' perceptions. Analysis revealed six themes: personal views, staff skills/resources, safety concerns, stakeholders' influence, doubt about elimination and participants' recommendations. Participants were doubtful of seclusion elimination success if there were no major improvements in nurse security, infrastructure, funding and staffing. Further research is required to establish and develop effective alternatives to seclusion.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141422290","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yao Jie Xie, Chun Hao, Longben Tian, Linjia Yan, Xiaoli Liao, Harry Haoxiang Wang, Yang Gao, Dexing Zhang, Zhao-Min Liu, Huilin Cheng, Fei Wan Ngai
{"title":"Influence of Nurses' Perceptions of Government Policies and COVID-19 Risks on Their Mental Health Status: A Web-Based Cross-Sectional Study.","authors":"Yao Jie Xie, Chun Hao, Longben Tian, Linjia Yan, Xiaoli Liao, Harry Haoxiang Wang, Yang Gao, Dexing Zhang, Zhao-Min Liu, Huilin Cheng, Fei Wan Ngai","doi":"10.1111/inm.13382","DOIUrl":"https://doi.org/10.1111/inm.13382","url":null,"abstract":"<p><p>This study aimed to understand nurses' perceptions of COVID-19-related policies and risks during the outbreak of COVID-19 in Hong Kong and to determine how their perceptions influenced their mental health status. A web-based online survey among Hong Kong nurses was conducted. The questionnaire included a self-designed 5-point Likert scale with 17 items to assess the nurses' perceptions of COVID-19-related policies and risks, as well as the Davidson Trauma Scale (DTS), the Perceived Stress Scale (PSS), the Patient Health Questionnaire-2 (PHQ-2) and the Generalised Anxiety Disorder scale (GAD) for measurement of posttraumatic stress disorder (PTSD), stress, depression and anxiety, respectively. Of 592 nurses enrolled, 30.6% had PTSD (DTS total score ≥40), and 80.4%, 19.9% and 16.4% had moderate-to-high levels of stress (PSS-10 score ≥14), depression (PHQ-2 score ≥3) and anxiety (GAD score ≥3), respectively. The top three concerned aspects were 'worried about themselves and friends to suffer this disease' (84.5%), 'insufficient number of isolation wards' (81.8%) and 'insufficient number of personal protective equipment' (74.3%). Logistic regression analyses showed that more negative perception on 'personal protective equipment in the healthcare institutions', 'the confidence in HK's control of COVID-19', 'worried about themselves and friends to suffer this disease' and 'self-perceived risk of infection' indicated higher severity of the four mental health problems (all p < 0.01). The perception on 'public gathering ban', 'the number of isolation wards' and 'expected time to control COVID-19' were significantly associated with PTSD and stress (all p < 0.05). Nurses' perception on government policies and COVID-19 risks played an important role in predicting their mental health status. Policy makers should be aware of nurses' psychological responses and provide timely and targeted emotional support to nurses amid and after the COVID-19 pandemic.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141422288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Esario Iv Daguman, Marie Hutchinson, Richard Lakeman
{"title":"Uncovering Complexities in Reducing Aggression, Conflict and Restrictive Practices in Acute Mental Healthcare Settings: An Overview of Reviews.","authors":"Esario Iv Daguman, Marie Hutchinson, Richard Lakeman","doi":"10.1111/inm.13376","DOIUrl":"https://doi.org/10.1111/inm.13376","url":null,"abstract":"<p><p>Aggression, conflict and restrictive practices present complexities in acute mental health services, as do implementing service changes to reduce them. Existing published literature needs to offer more high-level guidance on the effectiveness of these service changes and their associated implementation factors. As a result, an overview of systematic reviews was undertaken to identify (i) nonpharmacological interventions to reduce conflict, aggression and restrictive practices in acute mental health settings, and (ii) their effects across different clinical outcomes. A parallel re-extraction from primary studies was then utilised (iii) to identify factors influencing successful intervention implementation. Of 124 articles sourced from nine databases and registries, four reviews were retained for the final analysis, using the direction of effect and tabular and narrative summaries. These reviews included programmes or interventions focused on inpatient adolescent, adult and older adult populations. They reported on alternative containment strategies, risk assessments, Safewards, sensory rooms and equipment, Six Core Strategy-based interventions and staff training. The overview found that a combination of interventions intended to improve relationships and reduce interpersonal conflict may help reduce aggression, conflict and restrictive practices. At the same time, stand-alone staff training and sensory rooms and equipment may have mixed effects. The quality of the evidence linking these interventions to reductions in aggression, conflict and restrictive practices is limited. Successful implementation hinges on multiple factors: intervention characteristics, preparation and planning, evaluation and monitoring, outcome interpretation, stakeholder involvement/investment, staff-related factors and contextual factors. Any implementation initiative may benefit from using pragmatic and complexity-informed research methodologies, including integrating meaningful involvement with service users, peer workers and culturally diverse groups.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141422291","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Enhancing Disability Nursing Practice in Australia: Addressing Educational Preparedness.","authors":"Natasha Jojo, Rhonda L Wilson","doi":"10.1111/inm.13373","DOIUrl":"https://doi.org/10.1111/inm.13373","url":null,"abstract":"<p><p>People with intellectual disabilities (IDs) face significant health challenges, including poor outcomes, limited access to health care, and a 26-year life expectancy gap compared with the general population. This highlights the need for improved public health and social policies to enhance the quality of care in hospital and community settings. An integrated literature review was conducted to examine the state of disability nursing practice in Australia following the implementation of the National Disability Insurance Support (NDIS) scheme. The review included English-language studies published from 2010 to 2023. Systematic searches in five databases resulted in a final sample of 28 studies. The data were then thematically analysed, and the following three themes emerged: Workforce development and professional standards, hospital experience and support needs of individuals with IDs, and nursing curriculum and ID. Study findings suggest that nurses lack preparation for effective health communication with individuals with IDs and their families. Evidence is insufficient to guide nursing practice and policies in ID care. Varying understandings of practice standards exist among nurses. Nursing curriculums in Australia fail to adequately prepare students to manage the unique needs of individuals with IDs, perpetuating the high mortality rates in this population. Specialised nursing practice areas are vital for meeting the complex needs of individuals with IDs. Reintroducing a disability nursing specialty and integrating dedicated study units and clinical placements in undergraduate programmes are recommended steps to improve care outcomes and support the overall well-being of this population.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141319372","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Michael Olasoji, Powell Taylah, Layne Megan, Ting Ting Hui, Adamson Nathan, Buultjens Caroline, Shelley Anderson, Belmore Sue, Bindu Joseph
{"title":"Perspectives of Mental Health Nurses About Sexual Safety in Acute Inpatient Mental Health Units.","authors":"Michael Olasoji, Powell Taylah, Layne Megan, Ting Ting Hui, Adamson Nathan, Buultjens Caroline, Shelley Anderson, Belmore Sue, Bindu Joseph","doi":"10.1111/inm.13370","DOIUrl":"https://doi.org/10.1111/inm.13370","url":null,"abstract":"<p><p>The overall aim of this study is to explore the views of mental health nurses (MHNs) about the sexual safety of consumers receiving care in acute inpatient units. In Australia, people accessing mental health inpatient units have reported feeling unsafe while receiving care including experiences of sexual harassment and abuse from other patients. There has been no study to date that has explored the views of the MHNs providing care. An explorative descriptive qualitative study. Data were collected through semi-structured interviews involving n = 8 MHNs working on a metropolitan acute inpatient unit recruited using purposive convenience sampling. Data were analysed using thematic analysis. The findings of this study highlighted the themes of 'It's everyone's job to keep the patient safe', 'Going over expectations', 'Impact on patients' and 'Built environment'. Participants in this study believed that the sexual safety of patients in the inpatient unit is everyone's responsibility and that it was important during the admission process to ensure patients are aware of how to both seek help if needed and ensure that their actions or behaviours do not pose sexual safety concerns in others. Ensuring sexual safety in the mental health inpatient units is a complex issue that requires evidence-based multipronged interventions involving all key stakeholders within the units.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141319373","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Michael Olasoji, Kathryn Henderson, Liza Hopkins, Sandra Keppich-Arnold, Bindu Joseph
{"title":"Views of Mental Health Nurses on Responding to Clinical Aggression on General Wards.","authors":"Michael Olasoji, Kathryn Henderson, Liza Hopkins, Sandra Keppich-Arnold, Bindu Joseph","doi":"10.1111/inm.13377","DOIUrl":"https://doi.org/10.1111/inm.13377","url":null,"abstract":"<p><p>The overall aim of this study was to explore the views of mental health nurses (MHNs) about their experience of responding to workplace violence (WPV) and aggression (code greys and blacks) within acute general wards. WPV continues to pose a significant source of challenge within healthcare settings despite several initiatives that have been trialled over the years. It has the potential to impact patient care and overall staff health and well-being. Nurses play a significant role in the management of WPV; hence, it is important to understand how they respond to and manage incidents of WPV. The study design was an explorative descriptive qualitative design. Data were collected through semi-structured interviews involving n = 10 MHNs working within a mental health consultation liaison team that responds to incidents of violence and aggression (codes grey and black) in acute general wards. Participants were recruited using a convenient sampling method. Data were analysed using thematic analysis. The findings of this study highlighted the following themes: (1) Patient care (subthemes: patient frustration with hospital processes, lack of time and resources); (2) Staffing skills and confidence (subthemes: lack of adequate training, inability to intervene early and communication skills); (3) Understanding patient behaviours (subthemes: it's a psychiatry problem and zero tolerance approach). The management of WPV within acute hospital settings needs to be given due attention by healthcare services. Although a number of organisations are developing measures and guidelines to manage WPV, there is still a gap in the ability of general nursing staff to properly manage such incidences. Proper attention needs to be taken to the training of staff.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141312608","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Anne Grant, Claire McCartan, Gavin Davidson, Lisa Bunting, Julie Cameron, Orla McBride, Ciaran Mulholland, Jamie Murphy, Emma Nolan, Dirk Schubotz, Mark Shevlin
{"title":"Prevalence and risk factors of parental mental health problems: A cross-sectional study.","authors":"Anne Grant, Claire McCartan, Gavin Davidson, Lisa Bunting, Julie Cameron, Orla McBride, Ciaran Mulholland, Jamie Murphy, Emma Nolan, Dirk Schubotz, Mark Shevlin","doi":"10.1111/inm.13365","DOIUrl":"https://doi.org/10.1111/inm.13365","url":null,"abstract":"<p><p>An understanding of the prevalence and risk factors of parental mental health problems is important for early intervention and prevention measures and shaping services for parents and their children. However, large representative surveys of parental mental health problems and associated risk factors are lacking. The aim of this study was to estimate prevalence rates of parental mental health problems using a standardised measure of psychiatric morbidity (General Health Questionnaire; GHQ-12), in a representative sample of parents and caregivers of children and young people (2-19 years) in Northern Ireland. Further, this study explored associated risk factors of parental mental health problems. A random household survey of parents and children was conducted between June 2019 and March 2020. Parental responses on demographic, economic, familial and psychological measures were collected (N = 2815) and 22% of parents and caregivers screened positive for mental health problems. The STROBE checklist for observational research was adhered to. Multivariate logistic regression indicated that being in receipt of benefits, having poor family support, a history of adverse childhood experiences, a history of exposure to politically motivated violence (the Troubles), and a child with conduct problems and poor health were all independent risk factors of increased parental mental health problems. Findings will help to inform future commissioning and development of services and broaden understanding of the correlates of parental mental health problems.</p>","PeriodicalId":94051,"journal":{"name":"International journal of mental health nursing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141312607","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}