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AIM: To examine the relationships between nurses' exposure to workplace violence and self-reports of workplace cognitive failure. DESIGN: A cross-sectional study. METHODS: An online questionnaire was administered in April 2023 to nurses in Michigan, US. Structural equation modelling was used to examine effects of physical and non-physical workplace violence (occupational stressors) and work efficiency and competence development (occupational protective factors) on workplace cognitive failure. RESULTS: Physical violence was a significant predictor of the action subscale of cognitive failure. There were no direct effects of non-physical violence, workplace efficiency, or competence development on any of the workplace cognitive failure dimensions. Both types of violence and efficiency had significant indirect effects on workplace cognitive failure via work-related exhaustion. Work-related exhaustion predicted significantly higher scores for workplace cognitive failure. CONCLUSION: Workplace violence and work efficiency exhibited primarily indirect effects on workplace cognitive failure among nurses via work-related exhaustion. IMPLICATIONS FOR THE PROFESSION AND/OR PATIENT CARE: Nurses experiencing workplace violence may be at increased risk for workplace cognitive failure, especially if they are also experiencing work-related exhaustion. Workplaces that nurses perceive as more efficient can help to mitigate the effects of violence on nurses' cognitive failure. IMPACT: This study addressed the possible effects of workplace violence as well as work efficiency and competence development on nurses' cognitive failure at work. Analyses revealed primarily indirect effects of workplace violence, and indirect protective effects of work efficiency, on nurses' cognitive failure via work-related exhaustion. This research has implications for healthcare organizations and suggests that efforts made by healthcare workplaces to prevent violence and work-related exhaustion, and to enhance work efficiency, may help to mitigate workplace cognitive failure among nurses. REPORTING METHOD: We have followed the STROBE checklist in reporting this study. PATIENT OR PUBLIC CONTRIBUTION: No Patient or public contribution.
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Through Substance Abuse and Mental Health Services Administration funding, Michigan State University (MSU) Extension partnered with MSU's Family Medicine and Health Department of Northwest Michigan to implement trainings for community members and health care providers to increase awareness and improve prevention efforts addressing opioid use disorder (OUD) in rural areas. We formed the Michigan Substance Use Prevention, Education and Recovery (MiSUPER) project to design and evaluate opioid misuse prevention trainings. A socio-ecological prevention model was an underlying conceptual framework for this project and drove strategies used in trainings, products created, and measurement. The purpose of this study is to determine the effectiveness of one-time online educational training events for rural community members and health care providers on community OUD issues, treatment options, and supports for those in recovery. Between 2020 and 2022, rural participants completed pre- and posttraining, and 30-day follow-up evaluation surveys. We report the demographic characteristics of community (n = 451) and provider (n = 59) participants, self-reported knowledge gained, and overall perceptions of the trainings. Findings show community members' knowledge increased from pre- to posttraining (p < .001) and was maintained at 3 months, while providers' knowledge was unchanged over time. Posttraining, community participants felt more comfortable speaking about addiction with family and friends (p < .001), and providers had better knowledge of local resources for patients who could not afford opioid misuse treatments (p < .05). All participants reported gaining knowledge of community resources for opioid misuse prevention, treatment, and recovery (p < .01). Opioid misuse prevention trainings may be most effective when adapted to leverage local resources.
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ABSTRACT: Refugees experience distress from premigration trauma, often exacerbated by postmigration difficulties. To develop effective interventions, risk factors for mental health symptoms need to be determined. Male Iraqi refugees (N = 53) to the United States provided background information and reported predisplacement trauma and psychological health within 1 month of their arrival. An inflammatory biomarker-C-reactive protein (CRP) was assessed approximately 1.5 years after arrival, and a contextual factor-acculturation-and psychological health were assessed 2 years after arrival. We tested whether acculturation and CRP were associated with posttraumatic stress disorder (PTSD) and depression symptoms at the 2-year follow-up, controlling for baseline symptoms, age, body mass index, and predisplacement trauma. Acculturation was inversely related to depression, and CRP was positively related to both PTSD and depression at the 2-year follow-up. Interventions targeting acculturation could help reduce the development of depression symptoms in refugees. The role of CRP in the development of PTSD and depression symptoms warrants further research.
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Aculturación , Proteína C-Reactiva/metabolismo , Depresión , Trauma Psicológico , Refugiados , Trastornos por Estrés Postraumático , Adolescente , Adulto , Depresión/sangre , Depresión/etnología , Depresión/fisiopatología , Estudios de Seguimiento , Humanos , Irak/etnología , Masculino , Persona de Mediana Edad , Trauma Psicológico/sangre , Trauma Psicológico/etnología , Trauma Psicológico/fisiopatología , Trastornos por Estrés Postraumático/sangre , Trastornos por Estrés Postraumático/etnología , Trastornos por Estrés Postraumático/fisiopatología , Estados Unidos/etnología , Adulto JovenRESUMEN
Objective: The study investigated the associations between fine particulate matter (PM2.5; <2.5 µm in diameter), indoor environment, pulmonary function, and healthcare utilization in a vulnerable group of elderly persons with asthma. We hypothesized that environmental conditions were associated with adverse pulmonary health outcomes. Methods: The study involved elderly (n = 76; mean age 64.6 years; 48 women) vulnerable persons in Detroit, Michigan, USA, with physician-diagnosed asthma. Exposure variables included measured outdoor PM2.5, self-rated outdoor and household environmental pollutants. Outcome variables were self-rated and measured pulmonary function, and asthma-related healthcare utilization. Results: Mean ambient PM2.5 concentrations during the study was 14.14 ± (S.D. 6.36) µg/m3 during the summer and 14.20 (6.33) during the winter (p = 0.95). In multiple regression analyses, adjusting for age and gender, mean 6-month concentration of PM2.5 was related to shortness of breath (SHOB; standardized ß = 0.26, p = 0.02) and inversely with self-rated respiratory health (SRRH; ß = 0.28, p = 0.02). However, PM2.5 did not predict lung function (FEV1% predicted and FEV1/FVC). However, PM2.5 was related to use of asthma controller drugs (ß = 0.38, p = 0.001). Participants' air pollution ratings predicted total healthcare utilization (ß = 0.33, p = 0.01). Conclusions: In elderly persons with asthma, living near heavy industry and busy highways, objective and perceived environmental pollution relate to participants' respiratory health and healthcare utilization. Importantly, air pollution might increase use of asthma controller drugs containing corticosteroids with implication for elderly persons' risk to develop osteoporosis and cardiovascular disease.
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Contaminación del Aire/estadística & datos numéricos , Asma/terapia , Composición Familiar , Aceptación de la Atención de Salud/estadística & datos numéricos , Características de la Residencia/estadística & datos numéricos , Anciano , Asma/diagnóstico , Asma/inmunología , Exposición a Riesgos Ambientales/efectos adversos , Exposición a Riesgos Ambientales/estadística & datos numéricos , Salud Ambiental/estadística & datos numéricos , Monitoreo del Ambiente/estadística & datos numéricos , Femenino , Hospitalización/estadística & datos numéricos , Humanos , Masculino , Persona de Mediana Edad , Material Particulado/efectos adversos , Material Particulado/inmunología , Estudios ProspectivosRESUMEN
BACKGROUND: Negative nurse work environments have been associated with nurse bullying and poor nurse health. However, few studies have examined the influence of nurse bullying on actual patient outcomes. PURPOSE: The purpose of the study was to examine the association between nurse-reported bullying and documented nursing-sensitive patient outcomes. METHODS: Nurses (n = 432) in a large US hospital responded to a survey on workplace bullying. Unit-level data for 5 adverse patient events and nurse staffing were acquired from the National Database of Nursing Quality Indicators. Generalized linear models were used to examine the association between bullying and adverse patient events. A Bayesian regression analysis was used to confirm the findings. RESULTS: After controlling for nurse staffing and qualification, nurse-reported bullying was significantly associated with the incidence of central-line-associated bloodstream infections (P < .001). CONCLUSIONS: Interventions to address bullying, a malleable aspect of the nurse practice environment, may help to reduce adverse patient events.
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Acoso Escolar/estadística & datos numéricos , Cateterismo Venoso Central/efectos adversos , Hospitales , Incidencia , Personal de Enfermería en Hospital , Lugar de Trabajo , Adulto , Infecciones Relacionadas con Catéteres/complicaciones , Estudios Transversales , Femenino , Humanos , Pacientes Internos/estadística & datos numéricos , Personal de Enfermería en Hospital/psicología , Personal de Enfermería en Hospital/estadística & datos numéricos , Estudios Retrospectivos , Encuestas y Cuestionarios , Estados UnidosRESUMEN
AIMS: To identify organizational determinants of bullying and resulting work disengagement among hospital nurses. DESIGN: A cross-sectional, web-based, anonymous questionnaire study. METHODS: The questionnaire was administered in 2017 to all Registered Nurses in a regional healthcare system in the United States (N = 1,780), with 331 complete responses. Logistic regression was used to identify factors associated with personally experiencing and witnessing bullying, respectively. Linear regression was conducted to identify organizational factors associated with disengagement due to bullying. RESULTS: Psychological safety, a measure of team trust and respect, was inversely associated with being personally bullied and witnessing bullying. Being personally bullied, but not witnessing bullying, was associated with disengagement due to bullying. Psychological safety and competence development, a measure of opportunities to develop skills and knowledge at work, were both inversely associated with disengagement due to bullying. CONCLUSION: Hospital units characterized by trust and respect among nurses are less likely to have a culture of bullying. Both psychological safety and competence development have a protective effect on nurse disengagement from the workplace due to bullying. Interventions to mitigate and prevent bullying and work disengagement among nurses should encompass efforts to enhance psychological safety and opportunities for competence development. IMPACT: Bullying is a pervasive hazard in the nursing profession that contributes to unhealthy workplaces. Nurse managers and staff nurses should work together to establish psychologically safe environments where nurses dare to discuss tough issues like bullying. This research contributes to understanding the characteristics of work environments in which nurses can thrive and work effectively.
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Actitud del Personal de Salud , Acoso Escolar/psicología , Acoso Escolar/estadística & datos numéricos , Personal de Enfermería en Hospital/psicología , Personal de Enfermería en Hospital/estadística & datos numéricos , Lugar de Trabajo/psicología , Lugar de Trabajo/estadística & datos numéricos , Adulto , Estudios Transversales , Femenino , Humanos , Masculino , Persona de Mediana Edad , Encuestas y Cuestionarios , Estados UnidosRESUMEN
AIMS: There is a lack of studies examining the association between waterpipe smoking and mental well-being among adolescents. This study sought to determine whether waterpipe smoking is associated with mental well-being and other risk and health behaviours in adolescents. METHODS: A questionnaire was distributed to 1006 adolescents in grades 9-12 (with a response rate of >95%), containing questions on measures of stress, mental energy and sleep. In addition, the questionnaire assessed risk and health behaviours, including use of a waterpipe, cigarettes, e-cigarettes, snus, alcohol, narcotics, gambling and exercise. Logistic regression was used to assess factors associated with waterpipe use. RESULTS: Thirty-seven per cent ( n=371) of the participants had used a waterpipe at some point. Waterpipe use was associated with lower mental energy (odds ratio [OR] = 0.90, 95% confidence interval [CI] 0.81-0.99), higher stress (OR = 1.10, 95% CI 1.02-1.20) and use of cigarettes (OR = 3.82, 95% CI 2.33-6.03), e-cigarettes (OR = 3.26, 95% CI 2.12-4.99), snus (OR = 2.29, 95% CI 2.12-4.99), alcohol (OR = 1.92, 95% CI 1.07-3.44) and narcotics (OR = 3.64, 95% CI 1.75-7.58). Waterpipe use was not significantly associated with gambling, exercise or sleep quality. CONCLUSIONS: Waterpipe use in adolescents is associated with worse mental well-being, as well as use of other nicotine products, alcohol and narcotics. Prospective studies are needed to delineate causal and temporal relationships further between waterpipe use and mental well-being and its relationship to other risky behaviours in order to design effective prevention programs.
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Fumar en Pipa de Agua/epidemiología , Adolescente , Femenino , Conductas Relacionadas con la Salud , Humanos , Masculino , Trastornos Mentales/epidemiología , Asunción de Riesgos , Encuestas y Cuestionarios , Suecia/epidemiología , Adulto JovenRESUMEN
PURPOSE: This study examined refugees' resource needs and utilization over time, investigated the relationships between pre-displacement/socio-demographic variables and resource needs and utilization, and explored the role of resource needs and utilization on psychiatric symptom trajectories. METHODS: Iraqi refugees to the United States (N = 298) were assessed upon arrival and at 1-year intervals for 2 years for socio-demographic variables and pre-displacement trauma experiences, their need for and utilization of 14 different resources, and PTSD and depressive symptoms. RESULTS: Although refugees reported reduction of some needs over time (e.g., need for cash assistance declined from 99 to 71 %), other needs remained high (e.g., 99 % of refugees reported a need for health care at the 2-year interview). Generally, the lowest needs were reported after 2 years, and the highest utilization occurred during the first year post-arrival. Pre-displacement trauma exposure predicted high health care needs but not high health care utilization. Both high need for and use of health care predicted increasing PTSD and depressive symptoms. Specifically, increased use of psychological care across the three measurement waves predicted more PTSD and depression symptoms at the 2-year interview. CONCLUSIONS: Differences emerged between need for and actual use of resources, especially for highly trauma-exposed refugees. Resettlement agencies and assistance programs should consider the complex relationships between resource needs, resource utilization, and mental health during the early resettlement period.
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Depresión/epidemiología , Necesidades y Demandas de Servicios de Salud , Aceptación de la Atención de Salud/estadística & datos numéricos , Refugiados/psicología , Trastornos por Estrés Postraumático/epidemiología , Adulto , Femenino , Estudios de Seguimiento , Humanos , Irak/etnología , Masculino , Refugiados/estadística & datos numéricos , Factores Socioeconómicos , Estados Unidos/epidemiología , Adulto JovenRESUMEN
Patients have become increasingly well informed with higher expectations to be involved in decision-making processes regarding their care and treatment. However, few studies have examined the impact of patient involvement on health care providers' partnership-building communication. The aim of this study was to measure and explore the self-reported effects of patient involvement on the work of physicians and nurses. A questionnaire survey was distributed among cardiology staff in 12 Swedish hospitals (N = 488, response rate 67%). The sample was comprised of registered nurses (RNs, n = 303), licensed practical nurses (LPNs, n = 132), and physicians (MDs, n = 53). Confirmatory factor analysis was used to examine seven questionnaire statements concerning implications of patient involvement for one's clinical work. Regression analyses were used to examine factors associated with staff's partnership-building communication. Analysis confirmed two distinct factors accounting for 57% of the total variance, representing both negative-"Hassles"-and positive-"Uplifts"-aspects of patient involvement. Regression analyses revealed that only positive aspects (i.e., uplifts) of patient involvement predicted staff behavior aimed at involving patients. Working with actively involved patients may be a source of stress, both negative and positive, for health care professionals. By developing work routines for involving patients in their care, health care workplaces may help health care professionals to buffer the negative effects, and enhance the positive effects, of that stress.
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Personal de Salud/psicología , Cuidados de Enfermería en el Hogar , Participación del Paciente , Estrés Psicológico/etiología , Adulto , Análisis Factorial , Femenino , Humanos , Masculino , Encuestas y Cuestionarios , SueciaRESUMEN
Previous refugee research has been unable to link pre-displacement trauma with unemployment in the host country. The current study assessed the role of pre-displacement trauma, post-displacement trauma, and the interaction of both trauma types to prospectively examine unemployment in a random sample of newly-arrived Iraqi refugees. Participants (N = 286) were interviewed three times over the first two years post-arrival. Refugees were assessed for pre-displacement trauma exposure, post-displacement trauma exposure, a history of unemployment in the country of origin and host country, and symptoms of posttraumatic stress disorder (PTSD) and depression. Analyses found that neither pre-displacement nor post-displacement trauma independently predicted unemployment 2 years post-arrival; however, the interaction of pre and post-displacement trauma predicted 2-year unemployment. Refugees with high levels of both pre and post-displacement trauma had a 91% predicted probability of unemployment, whereas those with low levels of both traumas had a 20% predicted probability. This interaction remained significant after controlling for sociodemographic variables and mental health upon arrival to the US. Resettlement agencies and community organizations should consider the interactive effect of encountering additional trauma after escaping the hardships of the refugee's country of origin.
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Depresión , Refugiados/psicología , Trastornos por Estrés Postraumático , Desempleo , Adulto , Femenino , Humanos , Irak , Masculino , Salud Mental , Adulto JovenRESUMEN
OBJECTIVES: To evaluate a wireless smart phone-assisted (SPA) system that assesses ongoing heart rate (HR) and HR-triggered participant reports of momentary stress when HR is elevated during daily life. This SPA system was used to determine the independent and interactive roles of chronic and momentary work stress on HR reactivity among female managers. METHODS: A sample of 40 female managers reported their chronic work stress and wore the SPA system during a regular workday. They provided multiple reports of their momentary stress, both when triggered by increased HR and at random times. Relationships among chronic stress, momentary stress, and HR were analyzed with hierarchical linear modeling. RESULTS: Both chronic work stress (b = 0.08, standard error [SE] = 0.03, p = .003) and momentary work stress (b = 1.25, SE = 0.62, p = .052) independently predicted greater HR reactivity, adjusting for baseline HR, age, smoking, caffeine, alcohol use, and momentary physical activity levels. More importantly, chronic and momentary stress significantly interacted (b = 1.00, SE = 0.04, p = .036); high momentary stress predicted elevated HR only in the context of high chronic stress. CONCLUSIONS: Female managers who experience chronic work stress displayed elevated cardiac reactivity during momentary stress at work. The joint assessment of chronic stress and momentary stress and their relationship to physiological functioning during work clarifies the potential health risks associated with work stress. Moreover, this wireless SPA system captures the immediate subjective context of individuals when physiological arousal occurs, which may lead to tailored stress management programs in the workplace.
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Frecuencia Cardíaca/fisiología , Corazón/fisiopatología , Estrés Psicológico/fisiopatología , Adulto , Teléfono Celular , Femenino , Humanos , Persona de Mediana Edad , Monitoreo Ambulatorio/métodos , Lugar de Trabajo/psicologíaRESUMEN
Many Iraqi refugees suffer from posttraumatic stress. Efficient, culturally sensitive interventions are needed, and so we adapted narrative exposure therapy into a brief version (brief NET) and tested its effects in a sample of traumatized Iraqi refugees. Iraqi refugees in the United States reporting elevated posttraumatic stress (N = 63) were randomized to brief NET or waitlist control conditions in a 2:1 ratio; brief NET was 3 sessions, conducted individually, in Arabic. Positive indicators (posttraumatic growth and well-being) and symptoms (posttraumatic stress, depressive, and somatic) were assessed at baseline and 2- and 4-month follow-up. Treatment participation (95.1% completion) and study retention (98.4% provided follow-up data) were very high. Significant condition by time interactions showed that those receiving brief NET had greater posttraumatic growth (d = 0.83) and well-being (d = 0.54) through 4 months than controls. Brief NET reduced symptoms of posttraumatic stress (d = -0.48) and depression (d = -0.46) more, but only at 2 months; symptoms of controls also decreased from 2 to 4 months, eliminating condition differences at 4 months. Three sessions of brief NET increased growth and well-being and led to symptom reduction in highly traumatized Iraqi refugees. This preliminary study suggests that brief NET is both acceptable and potentially efficacious in traumatized Iraqi refugees.
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Terapia Implosiva , Terapia Narrativa , Refugiados/psicología , Trastornos por Estrés Postraumático/terapia , Adulto , Asistencia Sanitaria Culturalmente Competente , Depresión/etiología , Depresión/terapia , Femenino , Humanos , Irak/etnología , Masculino , Persona de Mediana Edad , Trastornos Somatomorfos/etiología , Trastornos Somatomorfos/terapia , Trastornos por Estrés Postraumático/psicología , Estados UnidosRESUMEN
OBJECTIVE: To determine the efficacy of a primary prevention program designed to improve psychobiological responses to stress among urban police officers. METHODS: A random sample of 37 police cadets received complementary training in psychological and technical techniques to reduce anxiety and enhance performance when facing a series of police critical incidents. Training was done by Special Forces officers, trained by the authors in imaging. A random sample of 38 cadets, receiving training as usual, was followed in parallel. Assessment of somatic and psychological health, and stress biomarkers, was done at baseline, immediately following training, and after 18 months as regular police officers. Comparison was done using two-way repeated analysis of variance (ANOVA) and logistic regression. RESULTS: The intervention group improved their general health and problem-based coping as compared to the control group. They also demonstrated lower levels of stomach problems, sleep difficulties, and exhaustion. Training was associated with an OR of 4.1 (95% CI, 1.3-13.7; p < 0.05) for improved GHQ scores during the study as compared to no changes or worsening score. CONCLUSIONS: This first primary prevention study of high-risk professions demonstrates the validity and functional utility of the intervention. Beneficial effects lasted at least during the first 2 years on the police force. It is suggested that preventive imagery training in first responders might contribute to enhanced resiliency.
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Enfermedades Profesionales/prevención & control , Policia , Prevención Primaria/métodos , Estrés Psicológico/prevención & control , Población Urbana , HumanosRESUMEN
There is growing evidence that the COVID-19 pandemic has had a severe impact on the nursing profession worldwide. Occupational strain has disrupted nurses' emotional wellbeing and may have led to negative coping behaviors, such as increased substance use, which could impair cognitive functioning. The aim of this study was to examine whether increased substance use in a sample of U.S. nurses during the pandemic was related to greater workplace cognitive failure. An online questionnaire was administered in May 2020 to Michigan nurses statewide via three nursing organizations (n = 695 respondents). A path model was used to test the direct effects of reported increased substance use on workplace cognitive failure and via parallel psychological mediators. The model had excellent fit to the observed data, with statistically significant, unique mediating effects of greater symptoms of anxiety (b = 0.236, z = 2.22, p = 0.027), posttraumatic stress disorder (b = 0.507, z = 4.62, p < 0.001) and secondary trauma (b = 1.10, z = 2.82, p = 0.005). Importantly, the direct effect of increased substance use on workplace cognitive failure was not statistically significant independent of the mediators (b = 0.133, z = 0.56, p = 0.576; 95% confidence interval: -0.33, 0.60). These results point to the importance of further delineating the mechanistic pathways linking adverse stress to workplace cognitive failure. As we emerge from the pandemic, healthcare systems should focus resources on supporting cognitive health by addressing the psychological and emotional welfare of nurses, many of whom may be struggling with residual trauma and increased substance use.
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COVID-19 , Enfermeras y Enfermeros , Trastornos Relacionados con Sustancias , Humanos , COVID-19/epidemiología , Pandemias , Emociones , Adaptación Psicológica , Trastornos Relacionados con Sustancias/epidemiologíaRESUMEN
OBJECTIVE: To determine whether obstructive sleep apnea mediates the relationship between posttraumatic stress disorder (PTSD) and psychosomatic and somatic disorders and its implications for self-rated health (SRH) among Iraqi immigrants in the United States. METHODS: A random sample of immigrants who had left Iraq before the 1991 Gulf War (n = 145) or after (n = 205) and are residing in metropolitan Detroit responded to a structured interview covering questions on sociodemographics, premigration trauma, SRH, physician-diagnosed and -treated obstructive sleep apnea, somatic disorders, and psychosomatic disorders. Structural equation modeling was used to evaluate the relationship between premigration trauma scores and health, as well as to explore mediating pathways between PTSD, obstructive sleep apnea, and health. RESULTS: The prevalence of obstructive sleep apnea among post-Gulf Warimmigrants (30.2%) was significantly higher than among pre-Gulf War immigrants (0.7%; p < .001). Premigration trauma scores were positively associated with depression and PTSD. Structural equation modeling supported a model in which obstructive sleep apnea mediated the relationship between PTSD and psychosomatic and somatic disorders. Premigration trauma also related directly to SRH. CONCLUSIONS: Part of the PTSD-associated adverse health effects observed in Iraqi immigrants is mediated by obstructive sleep apnea. Because sleep apnea in the current study is based on medical history and current treatment, there is a need for future confirmatory polysomnographic studies.
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Emigrantes e Inmigrantes/estadística & datos numéricos , Trastornos Psicofisiológicos/epidemiología , Apnea Obstructiva del Sueño/epidemiología , Trastornos por Estrés Postraumático/epidemiología , Adulto , Estudios Transversales , Depresión/epidemiología , Emigrantes e Inmigrantes/psicología , Femenino , Guerra del Golfo , Estado de Salud , Humanos , Irak/etnología , Masculino , Persona de Mediana Edad , Trastornos Psicofisiológicos/etnología , Apnea Obstructiva del Sueño/etnología , Trastornos por Estrés Postraumático/etnología , Estados Unidos/epidemiologíaRESUMEN
Physician stress is associated with near misses and adverse medical events. However, little is known about physiological mechanisms linking stress to such events. We explored the utility of machine learning to determine whether the catabolic stress hormone cortisol and the anabolic, anti-stress hormone dehydroepiandrosterone sulfate (DHEA-S), as well as the cortisol to DHEA-S ratio relate to near misses in emergency medicine residents during active duty in a trauma 1 emergency department. Compared to statistical models better suited for inference, machine learning models allow for prediction in situations that have not yet occurred, and thus better suited for clinical applications. This exploratory study used multiple machine learning models to determine possible relationships between biomarkers and near misses. Of the various models tested, support vector machine with radial bias function kernels and support vector machine with linear kernels performed the best, with training accuracies of 85% and 79% respectively. When evaluated on a test dataset, both models had prediction accuracies of around 80%. The pre-shift cortisol to DHEA-S ratio was shown to be the most important predictor in interpretable models tested. Results suggest that interventions that help emergency room physicians relax before they begin their shift could reduce risk of errors and improve patient and physician outcomes. This pilot demonstrates promising results regarding using machine learning to better understand the stress biology of near misses. Future studies should use larger groups and relate these variables to information in electronic medical records, such as objective and patient-reported quality measures.
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Medicina de Emergencia , Potencial Evento Adverso , Deshidroepiandrosterona/metabolismo , Humanos , Hidrocortisona/metabolismo , Aprendizaje Automático , Estrés FisiológicoRESUMEN
BACKGROUND: There has been a substantial decline in in-person care in inpatient and outpatient settings during the ongoing COVID-19 pandemic. Avoidance of needed in-person care may contribute to an avoidable decline in patient health and an increase in mortality. While several systems and behavioral theories have been put forward to explain the decline, there is a lack of studies informed by patients' own experiences. The current study applied a socio-ecological model encompassing patient, environmental, and institutional-related variables to examine patient-reported factors associated with avoidance of in-person care. METHODS: Between October and December 2020, a total of 3840 persons responded to a nationwide online questionnaire that was administered using ResearchMatch and Facebook. Self-reported avoidance of in-person care among those who needed it was the main outcome. Multivariable logistic regression analysis was used to identify factors associated with avoidance of needed care. FINDINGS: Out of a total of 3372 respondents who reported that they needed in-person care during the early phase of the pandemic, 257 (7.6%) avoided it. Patient-related variables associated with avoiding needed care included younger age (odds ratio (OR), 1.46, 95% CI 1.11 to 1.94, p<0.01; <45 y/o vs 45+), inability to afford care (OR = 1.65, 95% CI 1.17 to 2.34, p<0.01), and greater COVID-related stress (OR = 1.36, CI 1.01 to 1.83, p<0.05). More frequent discussions about COVID with family and friends was the only significant environment-related avoidance of care variable (OR = 1.39, 95% CI 1.01-1.91, p < .05). Institution-related care avoidance variables included a negative patient healthcare experience rating (OR 1.83, 95% CI 1.38 to 2.42, p<0.001), poor awareness of the institution's safety protocol (OR = 1.79, 95% CI 1.28 to 2.51, p<0.01), and low ratings of the institution's effectiveness in communicating their safety protocol (OR = 3.45, 95% CI 1.94 to 6.12, p<0.001). The final model predicted 11.9% of the variance in care avoidance. CONCLUSIONS: These results suggest that care avoidance of in-person care during the initial phase of the pandemic was influenced by a patient's demographics as well as environmental and healthcare institutional factors. Patients' previous experiences and their awareness of healthcare systems' safety protocols are important factors in care avoidance.
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COVID-19 , COVID-19/epidemiología , Humanos , Pacientes Internos , Pandemias , Medición de Resultados Informados por el PacienteRESUMEN
INTRODUCTION: Refugees are at increased risk for trauma-related mental health disorders, including anxiety, depression, and post-traumatic stress disorder (PTSD). The underlying biological mechanisms linking trauma to mental disorders need additional study, and the possible pathophysiological role of the immune system is attracting increasing interest. In this study, we investigated whether two well-known pro-inflammatory cytokines (interleukin (IL-8) and IL-6) are associated with mental health symptoms in Middle Eastern refugees displaced to the United States. METHODS: Refugees (n=64, mean age=37.6 years) ages ranged from 21 to 74 years (mean=37.62, SD=11.84) were interviewed one month after arrival in Michigan, United States, using a validated survey in Arabic. Questions covered pre-displacement trauma, current anxiety, depression, and PTSD symptoms. Blood, collected immediately following the interview, was analyzed for the levels of interleukins. Multivariate linear regression was used to determine the association between mental health symptoms and IL-6 and IL-8. RESULTS: In multivariate modeling, older age (ß=0.37; p<0.01) and anxiety (ß=0.31; p<0.05) were positively associated with IL-8. Age (ß=0.28; p<0.05) and pre-displacement trauma (ß=0.40; p<0.05) were positively associated with IL-6. Depression (ß=-0.38) was negatively associated with IL-6. CONCLUSION/RELEVANCE: This study of inflammatory biomarkers suggests the possibility of differential associations between mental health symptoms (anxiety and depression) and pro-inflammatory markers (IL-6 and IL-8). To enhance our ability to prevent and more effectively treat trauma-exposed refugees, we need to better understand the neuroinflammatory mechanisms contributing to mental disorders.
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INTRODUCTION: Much research has focused on the role played by families in cigarette smoking behavior. However, there is a lack of such research for hookah (waterpipe) smoking. This study focuses on the role of family members' hookah smoking behaviors as a possible risk factor for hookah smoking. METHODS: Eight hundred and one adults in southeast Michigan responded to an anonymous self-administered survey regarding personal and family members' hookah smoking behavior and perceptions of health risks related to hookah smoking. Multinomial logistic regression modeling was used to examine risk factors for hookah use. RESULTS: The prevalence of current hookah smoking in the study population was 26%. The odds ratio for an individual to smoke hookah were 9.5 (95% CI = 2.37-38.47, p < .01), 8.6 (95% CI = 3.92-19.02, p < .001), and 1.2 (95% CI = 1.14-1.41, p < .05) if the father, mother, or sibling, respectively, smoked hookah at home. Male gender and younger age were also significantly associated with hookah smoking. Household hookah smoking behaviors were also significant risk factors among former hookah smokers compared with nonsmokers, but there were no significant risk factors when comparing former hookah smokers with current hookah smokers. CONCLUSIONS: Having a father, mother, or sibling smoking hookah at home, male gender and younger age are significant risk factors for current hookah smoking.
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Familia/psicología , Fumar/psicología , Adulto , Composición Familiar , Femenino , Humanos , Modelos Logísticos , Masculino , Michigan , Factores de Riesgo , Fumar/efectos adversos , Factores Socioeconómicos , Adulto JovenRESUMEN
BACKGROUND: Stress and stress-related disorders are common in primary care. The stress-related needs for patients are often unmet partially due to the time and resource constraints inherent to many primary care settings. We examined the relative significance of key demographic and lifestyle factors related to stress among primary care patients. This information is unknown and needed to strategize these increasingly limited resources. METHODS: We distributed surveys to 100 consecutive adult patients in each of four family medicine centres in metropolitan Detroit between 2006 and 2007. Hierarchical multivariable regression analyses were used to assess the relative significance of the demographic and lifestyle factors related to stress. RESULTS: Of the 400 distributed surveys, 315 (78.7%) answered a minimum of 70% of the questions and were included in the analysis. The lifestyle factors [exercise, body mass index (BMI), sleep, social support, recovery or self-care skills (such as the ability to rest, relax and recuperate)] explained 39% (P < 0.001) of the variance in stress compared to 10% (P < 0.001) by the demographic factors (age, gender, race, employment, education and marital status). Stress was inversely related to sleep (P < 0.001), recovery (P < 0.001) and social support (P = 0.02) and positively to education (P < 0.001). CONCLUSIONS: The modifiable lifestyle factors explained significantly more of perceived stress among primary care patients than the demographic factors. Sleep and recovery had the biggest inverse relationship with stress, which suggests that they should be the primary target for assessment and intervention in patients who report stress or stress-related disorders.