Physical working conditions over time: a repeated cross-sectional study in German employees.

BACKGROUND: This study aimed to examine time trends in physical working conditions across and within occupational groups in Germany between 2006 and 2018. METHODS: Logistic regression analyses were conducted using data from the BIBB/BAuA Employment Surveys in 2006, 2012, and 2018, with a total sample size of 59,006 participants. The study investigated changes in various self-reported occupational exposure measures over time, along with demographic shifts in the workforce. RESULTS: The results showed overall improvements in most occupational exposure measures during the study period, alongside an aging and upskilling workforce. However, exposure to awkward postures, microorganisms, and, to a lesser extent, noise increased. Substantial variation was observed between occupational groups, with more favourable trends among white-collar high-skilled and blue-collar low-skilled workers, and less favourable trends among white-collar low-skilled and blue-collar high-skilled workers. CONCLUSIONS: While trends in physical working conditions in Germany are partly promising, some exposures are worsening, and substantial inequalities between occupations persist. As occupational exposures remain common, there is still a need for targeted interventions to improve working conditions, particularly in higher-risk occupations.

Impacts of demographic factors and the COVID-19 pandemic on job stress in Japanese childcare workers.

BACKGROUND: Japan has a shortage of childcare personnel, and the high levels of stress causing turnover in childcare workers must be urgently resolved. However, there is a lack of knowledge regarding the characteristics and influencing factors of job stress in Japanese childcare workers. OBJECTIVE: This study aimed to evaluate the job stress of childcare workers and explore the influence of demographic factors and the COVID-19 pandemic on such stress. METHODS: The data were collected through an Internet survey from 2,472 respondents. A 23-item version of the Brief Job Stress Questionnaire was used to measure occupational stress in childcare workers. The instrument is recommended in the stress-check program implemented as a mental health measure in workplaces in Japan. RESULTS: The percentage of childcare workers with high stress exceeded that of general workers. Multiple regression analyses showed that the only factor affecting all job stressors and social support was the fear of contracting COVID-19. Job stressors and the COVID-19 pandemic had a significant large effect on stress responses. Additionally, being married and having children moderated childcare workers' stress. CONCLUSIONS: This study provided basic data regarding job stress in Japanese childcare workers and compared them with those of other professionals. In the future, it will be necessary to clarify how stress is related to turnover intention and turnover in Japanese childcare workers to promote their career continuity.

Community interpreting in Germany: results of a nationwide cross-sectional study among interpreters.

BACKGROUND: Community interpreters (CIPs) play a crucial role in various community services, including healthcare, when service providers and users do not share a common language. However, there is a lack of evidence-based data on this population globally. This explorative cross-sectional study aims to gain a better understanding of CIPs and their work in Germany. METHODS: A nationwide online survey was conducted among CIPs in Germany to collect data on their qualification background, working conditions, mental health, interpreting-related psychosocial distress and sociodemographics. Participants were recruited through interpreting pools, training institutions and migrant organizations. Data were analyzed descriptively, dependent t-test, multiple logistic and hierarchical stepwise regression analyses were performed to predict participation in interpreting-specific training, interpreting competence and interpreting-related psychosocial distress. RESULTS: Across all 16 federal states, N = 873 responses were used for analysis. Most participants are female (74%), born abroad (77%) and have a high level of education (69%). The vast majority interpret occasionally in their leisure time (44%) and are self-employed/freelance (51%). 34% interpret solely or additional on a voluntary basis (unpaid). The median hours of interpreting per month are 10 h, 75% do not exceed 30 h. On average interpreters work in four different settings. 69% attended any kind of interpreting training with a median of 25 h in total. Interpreting in more settings emerged as an associated factor with participation in training. Of those who have never attended any training, 69% consider themselves as rather/very competent in interpreting. Interpreting more frequently, having less severe anxiety symptoms, getting higher and more often paid and being less satisfied with the payment is associated with self-reported interpreting competence. In total, 36% reported moderate or severe psychosocial distress regarding interpreting. Higher general psychosocial distress and depressive symptoms, higher interpreting frequency and lower payment satisfaction were found to be associated with higher distress regarding interpreting. Additionally, factors such as precarious work conditions, lack of recognition and discrimination (e.g. racism and sexism) were reported as distressing. CONCLUSION: This study provides a first comprehensive evidence-based national database on CIPs in Germany. The findings can be valuable for the development of qualifications, guidelines, policies and the process of professionalizing the field of CIPs.

Evolution of work conditions for employees driving for work in France based on data from the 2003, 2010 and 2017 SUMER surveys (Surveillance Médicale des expositions aux risques Professionnels).

INTRODUCTION: The occupational road-accident risk on public roads and the work conditions for professional driving is still an important issue in occupational health despite lower road-accident rates. This study presents the evolution over time of the work-related constraints for these employees based on the Sumer surveys carried out in 2003, 2010 and 2017. METHOD: Data from the 2010 and 2017 surveys were restricted to match the scope of the 2003 survey in order to enable prevalence data to be compared in equivalent populations. The main variable of interest was "driving (car, truck, bus, and other vehicles) on public thoroughfares" for work (during the last week of work: yes/no). Work time characteristics, work rhythm, autonomy and scope for initiative, collective work group, standards and evaluations variables were completed by the occupational health physicians. A self-administered questionnaire was also provided to employees and contained the Job Content Questionnaire, which assesses decision latitude, social support and psychological demands, the reward scale of Siegrist questionnaire, the hostile behaviour with inspired questions for Leymann, sick leave and work accidents during the past 12 months and job satisfaction. Finally, prevention in the workplace was also completed by the occupational health physicians. RESULTS: About 25% of employees in France were exposed to work-related driving in 2017, which was stable in comparison with 2003 and 2010. However, the population was older and there were more females, more often from the clerical staff/middle manager category and working in companies with fewer than 10 employees. Employees exposed to work-related driving were also more frequently exposed to sustained work schedules and physical constraints, but less exposed to psychosocial risks. CONCLUSIONS: The percentage of employees exposed to occupational road accident risk, i.e., exposure to work-related driving, remained stable at about 25% in 2017 compared with previous surveys. These employees were also more frequently exposed to sustained work schedules and physical constraints, but less exposed to psychosocial risks. PRACTICAL APPLICATIONS: Prevention campaigns on work-related road accident risk should be provided to all employees in all companies since all jobs can be concerned.

How to remain in working life with hearing loss - health factors for a sustainable work situation.

BACKGROUND: Persons with hearing loss (HL) are a vulnerable group in working life. Studies have shown that they are more likely than the general population to be in part-time work, to be unemployed, receive disability pension, and to be on sick leave. Many workers with HL also experience unhealthy work conditions, such as jobs where they experience high demands combined with low control as well as safety concerns and social isolation. There is a lack of studies that focus on factors that promote a healthy, sustainable work situation for the target group. OBJECTIVE: To investigate health factors that contribute to a sustainable work situation for employees with HL. METHODS: The current study was a comparative, observational study with a cross-sectional design including a clinical population of adults with HL. Comparisons were made between workers with HL "in work" and workers with HL on "HL-related sick leave". RESULTS: Seven health factors were identified. Those "in work" experienced a healthier work environment as well as lower levels of mental strain, hearing-related work characteristics and content, cognitively demanding work content, hearing-related symptoms, energy-demanding activities, and bodily aches and pain than those on "HL-related sick leave". CONCLUSION: The results demonstrate a clear pattern regarding health factors for a sustainable working life. The type of job was not related to whether an individual was on sick leave or working. Rather, the work climate and the content of the work mattered.

Analysis of job satisfaction among clinical research coordinators.

BACKGROUND: While CRCs play a crucial role in clinical trials, their job satisfaction has not received enough attention. OBJECTIVE: To assess the job satisfaction of CRCs and to explore the relevant factors. METHODS: The survey was programmed into an online questionnaire platform and distributed to CRCs in China for self-evaluation. The Minnesota Satisfaction Questionnaire (MSQ) was used to assess job satisfaction, and data on demographic characteristics, working situations, burnout and social support also were collected to identify factors associated with job satisfaction. Data analysis was performed using the R software program. Factors associated with job satisfaction were explored using ordinal logistic regression models. RESULTS: 2,840 participants were included in this survey, and the mean value of overall job satisfaction was characterized as "moderate to not fully satisfied". Additionally, both burnout and overall social support were reported at moderate levels. Ordinal logistic regression analysis revealed that age, monthly income, sleep duration per day, weekly working time, a fixed workplace, subjective support, utilization of support, emotional exhaustion, depersonalization and reduced personal accomplishment were significantly associated with all types of job satisfaction (p <  0.05). Among all the factors, a fixed workplace was more strongly associated with job satisfaction than the other factors (OR = 0.596, p <  0.001). CONCLUSIONS: Implementing the fixed-point CRC mode to promote the provision of a fixed workplace, improving the CRC career development path, increasing income, subjective support and utilization of support, reducing weekly working time, job burnout will help to predict job satisfaction in CRCs.

The impact of alternative arrangements, contingent jobs, and work secured through an app on the well-being of working age adults: Results from the California Work and Health Survey.

BACKGROUND: There is recognition of the growing prevalence of alternative work arrangements, contingent jobs, and work secured through an app. However, there have been few systematic efforts to understand the impact of these forms of work on individuals and households. METHODS: The data derive from the California Work and Health Survey administered to a sample of the working age population of the state solicited through random-digit dialing of cell phone numbers. 4014 individuals completed the survey, 26% of those with an in-service cell phone number. We present odds ratios and 95% confidence intervals from logistic regression estimating the impact of being an independent contractor, in other forms of alternative work arrangements, in contingent jobs, and in work secured through an app, on economic and health status and working conditions in main jobs, with and without adjustment for covariates. RESULTS: Several of the forms of work analyzed are associated with lower earnings and higher rates of wage theft, household poverty, benefit recipiency, and expectation of hardships in food, housing, and medical care in the immediate future. Association between the forms of work and current health status is less consistent. However, several forms of work are associated with working conditions known to be risk factors for subsequent health problems. CONCLUSIONS: Public policy to mitigate the adverse impacts of work, largely developed in the 20th Century when there was an identified workplace, may be insufficient to protect workers' well-being for alternative work arrangements, contingent jobs, and work secured through an app.

[Mental health in the workplace - What role do socioeconomic-, gender-, and migration-related inequalities play?] / Psychische Gesundheit am Arbeitsplatz ­ Welche Rolle spielen sozioökonomische, geschlechterspezifische und migrationsbedingte Ungleichheiten?

BACKGROUND: Risk factors for mental health can be found in socio-economic-, gender- and migration-specific inequalities. These factors and the extent of depression, anxiety, and somatization among employees were examined in the present study. METHODS: As part of the Early Intervention in the Workplace Study (friaa), mentally burdened employees at five locations in Germany were surveyed on socio-demographic-, work-, migration-, and health-related content. Regression analyses were used to examine the relationship between these factors and depression (Patient-Health-Questionnaire-9, PHQ-9), anxiety (Generalized Anxiety Disorder-2, GAD-2), and somatization (Somatic Symptom Scale-8, SSS-8) in the entire sample and in people with migration background (MB). For the latter, acculturation (Frankfurt Acculturation Scale, FRACC) and the perception of burden in terms of demands of immigration (Demands of Immigration Scale, DIS) were also taken into account. RESULTS: On average, the 550 employees (12% with MB) showed clinically relevant depression (M = 13.0, SD = 5.1) (PHQ-9 ≥ 10), anxiety (M = 3.5, SD = 1.7) (GAD ≥ 3) and somatization (M = 13.0, SD = 5.8) (SSS-8 ≥ 12). Female gender was associated with higher anxiety and somatization. Older age and night shift work were associated with higher somatization. DISCUSSION: The results confirm the high level of mental burden among this sample of employees in Germany. In order to maintain their mental health, support measures should be offered, especially for vulnerable groups such as women, older employees, and night shift workers.

Lightweight Ghost Enhanced Feature Attention Network: An Efficient Intelligent Fault Diagnosis Method under Various Working Conditions.

Recent advancements in applications of deep neural network for bearing fault diagnosis under variable operating conditions have shown promising outcomes. However, these approaches are limited in practical applications due to the complexity of neural networks, which require substantial computational resources, thereby hindering the advancement of automated diagnostic tools. To overcome these limitations, this study introduces a new fault diagnosis framework that incorporates a tri-channel preprocessing module for multidimensional feature extraction, coupled with an innovative diagnostic architecture known as the Lightweight Ghost Enhanced Feature Attention Network (GEFA-Net). This system is adept at identifying rolling bearing faults across diverse operational conditions. The FFE module utilizes advanced techniques such as Fast Fourier Transform (FFT), Frequency Weighted Energy Operator (FWEO), and Signal Envelope Analysis to refine signal processing in complex environments. Concurrently, GEFA-Net employs the Ghost Module and the Efficient Pyramid Squared Attention (EPSA) mechanism, which enhances feature representation and generates additional feature maps through linear operations, thereby reducing computational demands. This methodology not only significantly lowers the parameter count of the model, promoting a more streamlined architectural framework, but also improves diagnostic speed. Additionally, the model exhibits enhanced diagnostic accuracy in challenging conditions through the effective synthesis of local and global data contexts. Experimental validation using datasets from the University of Ottawa and our dataset confirms that the framework not only achieves superior diagnostic accuracy but also reduces computational complexity and accelerates detection processes. These findings highlight the robustness of the framework for bearing fault diagnosis under varying operational conditions, showcasing its broad applicational potential in industrial settings. The parameter count was decreased by 63.74% compared to MobileVit, and the recorded diagnostic accuracies were 98.53% and 99.98% for the respective datasets.

Work-related suicide: Evolving understandings of etiology & intervention.

Previously published analyses of suicide case investigations suggest that work or working conditions contribute to 10%-13% of suicide deaths. Yet, the way in which work may increase suicide risk is an underdeveloped area of epidemiologic research. In this Commentary, we propose a definition of work-related suicide from an occupational health and safety perspective, and review the case investigation-based and epidemiologic evidence on work-related causes of suicide. We identified six broad categories of potential work-related causes of suicide, which are: (1) workplace chemical, physical, and psychosocial exposures; (2) exposure to trauma on the job; (3) access to means of suicide through work; (4) exposure to high-stigma work environments; (5) exposure to normative environments promoting extreme orientation to work; and (6) adverse experiences arising from work-related injury or illness. We summarise current evidence in a schema of potential work-related causes that can also be applied in workplace risk assessment and suicide case investigations. There are numerous implications of these findings for policy and practice. Various principle- and evidence-based workplace intervention strategies for suicide prevention exist, some of which have been shown to improve suicide-prevention literacy, reduce stigma, enhance helping behaviours, and in some instances maybe even reduce suicide rates. Prevailing practice in workplace suicide prevention, however, overly emphasises individual- and illness-directed interventions, with little attention directed to addressing the working conditions that may increase suicide risk. We conclude that a stronger emphasis on improving working conditions will be required for workplace suicide prevention to reach its full preventive potential.

Influence of floor inclination on handle push and pull forces production of the upper limb.

Floor inclination can alter hand force production, and lower limb kinetics, affecting control operations, and threatening operator safety in various domains, such as aviation, naval, construction industry, or agriculture. This study investigates the effects of different floor inclinations, on handle push or pull force production. Participants performed maximal isometric contraction tasks requiring to exert a maximal voluntary force either by pulling or pushing a handle, at different floor inclinations from -30° to +30° about the transverse and longitudinal axes. Maximal hand force and Ground Reaction Forces about both feet were recorded. The results revealed non-equivalent variations in hand and feet responses as a function of inclination angle. Specifically, there was a significant reduction in handle push-pull force production, up to 70% (p < 0.001) for extreme inclinations, around both axes. This study provides critical data for design engineers, highlighting the challenge of production forces at steep angles.

Future healthcare professionals on working conditions in Poland: perspective of medical university students.

BACKGROUND: Students of medical universities, future employees, will have an impact on the shaping healthcare system. It is important to know and understand their opinions on the factors affecting working conditions and, consequently, changes necessary to improve effectiveness of health care. Students' expectations can contribute to the changing working conditions for graduates and bring added value to health system redefinition. MATERIAL AND METHODS: The study used factor analysis to check whether its use was justified. Reliability analysis was performed and structure indicators were determined for each question. The anonymous survey was conducted from September 2017 until March 2018; 1205 students were randomly selected for the sample. RESULTS: Eighty percent of the students declared interest in healthcare changes, >50% reported that the main factors influencing the work were competencies, financing, medical equipment and organization. Over 90% of the respondents indicated too long wait times for an appointment with a specialist and admission to hospital as the reason for the low efficiency of healthcare, whereas >80% of the survey participants considered insufficient funding to be a barrier. The need for changing the financing scheme was underlined by >90% of the students, and of health priorities by about 80%. Approximately 71% of the respondents were in favour of limiting the role of government in decision-making processes and introducing changes into the education system. CONCLUSIONS: Students' views on organizational and financial factors of working conditions can contribute to improvement in systemic solutions at both micro and macro levels. Limiting the role of politicians in planning and implementing reforms can motivate employees to be more creative and decisive. Analysis of opinions can bring added value to health policy and systemic changes and should be extended by further research results after the COVID-19 pandemic. Students' interest in healthcare reform encourages reflection on enriching education with managerial skills. Med Pr Work Health Saf. 2024;75(4).

Decoding Nursing Job Demands: A Multicenter Cross-Sectional Descriptive Study Assessing Nursing Workload in Hospital Medical-Surgical Wards.

Background: Nursing workload is largely studied but poorly explored under physical, mental, and emotional dimensions. Currently, only a limited number of variables have been linked to nursing workload and work contexts. Purpose: The study aimed to investigate whether it is feasible to identify variables that consistently correlate with nursing workload and others that are specific to the context. Methods: We employed a descriptive correlational analysis and a cross-sectional design. Data were collected through a survey distributed to registered nurses working across Italy, at the conclusion of randomly assigned morning or afternoon shifts. Results: We received 456 surveys from 195 shifts, collected from nurses in four public and two private hospitals. Commonly associated variables with nursing workload dimensions included patient complexity of care, admission/discharge or transfer, informing patients/relatives, contacting physicians, and unscheduled activities. Variables categorized as setting-specific were patient isolation and specialties, nurse-to-patient ratio, adequacy of staff in the shift, peer collaboration, healthcare documentation, educating others, and medical urgency. Conclusions: In summary, certain variables consistently correlate with nursing workload across settings, while others are specific to the context of care. It is imperative for nurses and nurse managers to measure the nursing workload in various dimensions, enabling the prompt implementation of improvement actions.

Workplace Violence Against Nurses in Psychiatric Hospitals in Oman: A cross-sectional multi-centre study.

Objectives: This study aimed to assess the prevalence of workplace violence (WPV) against nurses in Oman's psychiatric hospitals and explore associated factors. Methods: This cross-sectional study was conducted between October and December 2021 and included all tertiary mental healthcare hospitals in Oman (Al Masarra Hospital and Sultan Qaboos University Hospital, Muscat, Oman). The participants completed a sociodemographic survey and a questionnaire on WPV in the health sector. Results: A total of 106 participants (response rate = 80.3%) were included in this study. Most were female (52.8%) and Omani (72.6%) and aged 30-39 years. WPV prevalence was high (90.6%), with verbal (86.8%) and physical violence (57.5%) being the most common types. WPV incidents were more frequent on weekdays (26.4%) and during morning shifts (34%), while 81.1% of the nurses worked in shifts and had direct physical contact with patients (83.0%). The majority (92.5%) were aware of standardised WPV reporting procedures and 89.7% confirmed the presence of such procedures in hospitals. WPV was more prevalent among nurses in inpatient wards (P = 0.047). Conclusion: WPV against nurses in Omani psychiatric hospitals is alarmingly high. Future studies should investigate contributing factors among healthcare providers and emphasise violence prevention by providing staff nurses with effective training to handle violent incidents involving psychiatric patients.

Proud but Powerless: A Qualitative Study of Homecare Workers´ Work Experiences and Their Suggestions for How Care for Homebound Older Adults Can Be Improved.

Many older adults with complex care needs live at home due to ageing-in-place policies. This study explored homecare workers' experiences and suggestions for improvements of care. Twelve semi-structured interviews were analyzed thematically, and revealed pride, capability, and satisfaction in their work, yet they feel undervalued and lack support. They advocate for integrated care models, recognition of their competence, flexible work approaches, and committed leadership. This would enhance patient care and address their own working conditions, addressing concerns from being relegated to the bottom of the hierarchy. They emphasize the need for comprehensive approaches, spanning from housekeeping to end-of-life palliative care.

Willingness to pay for improved working conditions of nurses: Results from a factorial survey experiment in Germany.

BACKGROUND: Many countries face substantial shortages of skilled nurses. With an aging population and global demographic changes, developing a skilled workforce of nurses has become one of the central challenges for public health care. The recent COVID-19 pandemic has exacerbated labor shortages, which pose a threat to the quality of publicly provided health care. Improving nurses' working conditions could be a means by which to address the global shortages of nurses. However, in countries with public health care, such improvements may come with additional costs in the form of higher taxes or social security contributions. Therefore, such improvements partly depend on people's willingness to pay (WTP) for them. OBJECTIVE: In this paper, we investigate workers' willingness to pay for improvements in the working conditions of nurses. DESIGN: This study is a factorial survey experiment included as part of an online survey. SETTING(S): The factorial survey experiment was implemented within the high-frequency online panel survey "Life and Employment in Times of Corona" (IAB-HOPP) conducted by the Institute for Employment Research (Germany). PARTICIPANTS: We analyze data from N = 2128 survey participants; our main analysis consists of N = 6384 responses from those participants. METHODS: Our research is based on a factorial survey experiment (vignette analysis) designed to quantitatively measure the willingness to pay for various improvements in the working conditions of nurses. We use random effect models and mixed models to estimate the individual-level willingness to pay for these improvements. RESULTS: Our results show that the survey participants are generally willing to pay for particular policies aimed at improving the working conditions of nurses. However, the amount that respondents are willing to pay varies with the type of policy changes. Survey participants exhibit a high willingness to pay for increases in minimum wages for nurses and wage-related improvements in general. We find, however, a lower willingness to pay for the right to participate in training courses aimed at reducing work-related stress. CONCLUSIONS: The broad support for improvements in the working conditions of nurses provides policymakers with some guidance in implementing policy measures that might address labor shortages in the nursing sector. REGISTRATION: There was no preregistration. TWEETABLE ABSTRACT: Many people are willing to pay extra to improve the working conditions of nurses. Wage-related increases for nurses show the highest willingness to pay.

Working Conditions, Worker Rights, and Managerial Domination During the COVID-19 Pandemic: Assessing Their Toll on Precariously Employed Workers and Family Well-Being.

Precarious Employment (PE) is characterized by job, income, and benefit insecurities. Studies surrounding PE and well-being have been predominantly quantitative, leaving a gap in rich descriptions of employment experiences. We recruited a sample of 40 adults aged 25-55 who were involved in PE during the beginning of the COVID-19 pandemic or lost employment due to the pandemic. Semi-structured interviews were administered. Employment and income insecurities were common and had negative impacts on the well-being of participants and their families. Uncertainty about future employment prospects and job and income loss resulted in chronic distress. Other insecurities-access to benefits, violation of worker rights, worker safety-was also reported as impacting well-being. The COVID-19 pandemic deepened insecurities, hardships, and distress among workers with PE conditions. Given the myriad insecurities experienced by those engaged in PE, the focus of precarious work research should also include working conditions, violation of worker rights, and managerial domination.

Leadership at work and risk of treatment for depressive and anxiety disorders in Denmark. A nationwide prospective study with register-based follow up.

Positive leadership behaviours at work are associated with worker well-being and performance. However there is less knowledge about whether exposure to low levels of positive leadership behaviours increase workers' risk of clinical mental disorders. We investigated whether low levels of positive leadership behaviours are prospectively associated with risk of treatment for depressive and anxiety disorders. In a cohort study, we linked survey data from 59,743 respondents from the Work Environment and Health in Denmark survey with national health register data. Leadership behaviours were measured with an eight-item scale. Treatment was defined as redeemed prescription for antidepressants or anxiolytics or hospital treatment for depression or anxiety. Using Cox proportional hazard regression, adjusting for demographic variables, job type and sector, adverse life events and childhood adversities, we estimated the association between leadership behaviours at baseline and risk of treatment during follow-up. We identified 999 cases of depression and anxiety treatment during follow-up. Compared to high levels of leadership behaviours, exposure to medium low and low levels were associated with an increased risk of treatment after adjustment for covariates. The results suggest that low levels of positive leadership behaviours are associated with an increased risk of treatment for depressive or anxiety disorders.

Multi-mode fault diagnosis datasets of gearbox under variable working conditions.

The gearbox is a critical component of electromechanical systems. The occurrence of multiple faults can significantly impact system accuracy and service life. The vibration signal of the gearbox is an effective indicator of its operational status and fault information. However, gearboxes in real industrial settings often operate under variable working conditions, such as varying speeds and loads. It is a significant and challenging research area to complete the gearbox fault diagnosis procedure under varying operating conditions using vibration signals. This data article presents vibration datasets collected from a gearbox exhibiting various fault degrees of severity and fault types, operating under diverse speed and load conditions. These faults are manually implanted into the gears or bearings through precise machining processes, which include health, missing teeth, wear, pitting, root cracks, and broken teeth. Several kinds of actual compound faults are also encompassed. The development of these datasets facilitates testing the effectiveness and reliability of newly developed fault diagnosis methods.

Working conditions, missed care and patient experience in home care nursing in Italy: An observational study.

INTRODUCTION: The aging of the population requires an appropriate knowledge of the type of care that needs to be provided to inform healthcare policies. In Italy, neither home care nursing, nor the patient experiences have ever been described. OBJECTIVES: To describe the characteristics of nurses and care recipients involved in home care. METHODS: A descriptive cross-sectional study conducted in 18 Italian Regions. Between April and October 2023, data from nurses and patients involved in home care were collected through two surveys. Psychosocial conditions in workplaces, missed care, and care experiences were assessed using validated tools. Descriptive statistics and Pearson's correlations were performed. RESULTS: A total of 46 local healthcare units were included in this study, with a total of 2549 nurses and 4709 care recipients. Nurses (mean age 46.60; 79.48% female; 44.68% regional nursing diploma as the highest qualification) reported good working conditions (42.37; SD = 12.25; range = 0-100) and a high mean number of missed care activities (5.11; SD = 3.19; range 0-9). Most nurses (83.41%) reported high levels of job satisfaction, while 20.28% intended to leave their job. Patients (mean age 75.18; 57.57% female; 36.95% primary school), on the other hand, rated positively the care they had received (8.23; range = 0-10). CONCLUSIONS: Despite the perception of critical issues at work and some missed care, satisfaction in nurses and patients was high. These data constitute a preliminary snapshot of the studied phenomena, which will be investigated through more in-depth analyses.