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1.
Healthcare (Basel) ; 12(17)2024 Aug 30.
Artículo en Inglés | MEDLINE | ID: mdl-39273755

RESUMEN

The Work Ability Index (WAI) is the most commonly used tool for evaluating work capacity. Self-assessments made by workers can be influenced by various occupational and emotional factors. We wanted to study the association of work-related factors, such as work annoyance, stress, overcommitment, job satisfaction, social support, and emotional factors, such as anxiety, depression, and happiness, with work ability, in a sample of 490 healthcare workers from an Italian public health company. A principal component analysis indicated the presence of two components of the WAI questionnaire; the first expresses "subjectively estimated work ability" (SEWA), and the second refers to "ill-health-related work ability" (IHRWA). Using stepwise multiple hierarchical linear regression, we identified the factors that best predicted the total score on the WAI and on the two components. The total score was negatively predicted by anxiety, depression, a lack of happiness, low job satisfaction, overcommitment, and work annoyance. Age, being female, anxiety, and occupational stress were associated with a reduction in the IHRWA component score, while overcommitment, work annoyance, a lack of social support, depression, and a lack of happiness were negatively associated with the SEWA component. These results can help interpret those of epidemiological studies and provide guidance on ways to improve work ability.

2.
Artículo en Inglés | MEDLINE | ID: mdl-39200667

RESUMEN

Breast cancer (BC) is the most common invasive neoplasm and affects many women of working age. The return to work (RTW) of female survivors (BCSs) is associated with a better quality of life and longer survival. A tailored intervention to promote RTW was launched in 2022. A year later, the women were contacted to find out if RTW had occurred regularly and what their health conditions were compared to the baseline. BCSs reported excessive fatigue, poor sleep quality, anxiety, depression and reduced work ability; these parameters had not improved significantly compared to the baseline. Thematic analysis of the interviews confirmed the presence of personal, company, and societal factors that could hinder or favor RTW. The interviews demonstrated that, even in an economically developed country that has provided numerous benefits for BCSs, protection is not always effective. Personalized intervention seems necessary to complete the process of reintegrating BCSs into their future working careers.


Asunto(s)
Neoplasias de la Mama , Reinserción al Trabajo , Humanos , Neoplasias de la Mama/psicología , Femenino , Persona de Mediana Edad , Adulto , Supervivientes de Cáncer/psicología , Supervivientes de Cáncer/estadística & datos numéricos , Calidad de Vida
3.
J Occup Rehabil ; 2024 Jun 14.
Artículo en Inglés | MEDLINE | ID: mdl-38874680

RESUMEN

PURPOSE: Many countries have developed clinical decision-making support tools, such as the smart work injury management (SWIM) system in Hong Kong, to predict rehabilitation paths and address global issues related to work injury disability. This study aims to evaluate the accuracy of SWIM by comparing its predictions on real work injury cases to those made by human case managers, specifically with regard to the duration of sick leave and the percentage of permanent disability. METHODS: The study analyzed a total of 442 work injury cases covering the period from 2012 to 2020, dividing them into non-litigated and litigated cases. The Kruskal-Wallis post hoc test with Bonferroni adjustment was used to evaluate the differences between the actual data, the SWIM predictions, and the estimations made by three case managers. The intra-class correlation coefficient was used to assess the inter-rater reliability of the case managers. RESULTS: The study discovered that the predictions made by the SWIM model and a case manager possessing approximately 4 years of experience in case management exhibited moderate reliability in non-litigated cases. Nevertheless, there was no resemblance between SWIM's predictions regarding the percentage of permanent disability and those made by case managers. CONCLUSION: The findings indicate that SWIM is capable of replicating the sick leave estimations made by a case manager with an estimated 4 years of case management experience, albeit with limitations in generalizability owing to the small sample size of case managers involved in the study. IMPLICATIONS: These findings represent a significant advancement in enhancing the accuracy of CDMS for work injury cases in Hong Kong, signaling progress in the field.

4.
Artículo en Inglés | MEDLINE | ID: mdl-38541348

RESUMEN

The Work Ability Index (WAI) is the most widely used questionnaire for the self-assessment of working ability. Because of its different applications, shorter versions, and widespread use in healthcare activities, assessing its characteristics is worthwhile. The WAI was distributed online among the employees of a healthcare company; the results were compared with data contained in the employees' personal health records and with absence registers. A total of 340 out of 575 workers (59.1%) participated; 6.5% of them reported poor work ability. Exploratory factor analysis indicated that the one-factor version best described the characteristics of the WAI. The scores of the complete WAI, the shorter form without the list of diseases, and the minimal one-item version (WAS) had equal distribution and were significantly correlated. The WAI score was inversely related to age and significantly lower in women than in men, but it was higher in night workers than in their day shift counterparts due to the probable effect of selective factors. The WAI score was also correlated with absenteeism, but no differences were found between males and females in the average number of absences, suggesting that cultural or emotional factors influence the self-rating of the WAI. Workers tended to over-report illnesses in the online survey compared to data collected during occupational health checks. Musculoskeletal disorders were the most frequently reported illnesses (53%). Psychiatric illnesses affected 21% of workers and had the greatest impact on work ability. Multilevel ergonomic and human factor intervention seems to be needed to recover the working capacity of healthcare workers.


Asunto(s)
Salud Laboral , Evaluación de Capacidad de Trabajo , Masculino , Humanos , Femenino , Estudios Retrospectivos , Estudios Transversales , Sector de Atención de Salud , Encuestas y Cuestionarios
5.
Work ; 77(3): 933-947, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-37807797

RESUMEN

BACKGROUND: The workplace accommodation process is often affected by ineffective and inefficient communications and information exchanges among disabled employees and other stakeholders. Information systems (IS) can play a key role in facilitating a more effective and efficient accommodation process since IS has been shown to facilitate business processes and effect positive organizational changes. OBJECTIVE: Since there is little to no research that exists on IS use to facilitate the workplace accommodation process, this paper, as a critical first step, examines how IS have been used in the accommodation process. METHODS: Thirty-six interviews were conducted with disabled employees from various organizations. Open, axial, and selective coding were part of the analysis. Fuzzy set qualitative comparative analysis was used to identify different levels of IS use based on participants' descriptions. RESULTS: An IS used in the workplace accommodation process consists of electronic request form, accommodation checklist, special budget, specific role, ancillary service, formal policy and procedure. There are different levels of IS use in the current accommodation process. The high-level IS use often results in a better accommodation performance than the low-level IS use, including high efficiency, high effectiveness, and low emotional tolls. Nevertheless, the high-level IS use often uses a specific, inflexible template as well as disregards human elements in the accommodation process. CONCLUSION: This work provides implications that future IS design should raise awareness of disability and accommodation, account for individual differences, involve multiple stakeholder inputs, as well as address the fundamental social issues in the accommodation process.


Asunto(s)
Personas con Discapacidad , Lugar de Trabajo , Humanos , Lugar de Trabajo/psicología , Personas con Discapacidad/psicología , Emociones , Comunicación , Políticas
6.
Afr J Disabil ; 12: 1123, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-38090195

RESUMEN

Background: South African legislation promotes the accommodation of employees with disabilities through enabling modifications and adjustments in the workplace. The literature about the experiences of employees with disabilities in higher education environments regarding accommodation is scant. Filling the gap, this research aimed to explore how employees with disabilities at a South African university cope with disability management practices by means of accommodations. Objectives: The objectives entailed exploring the encounters of employees with disabilities regarding accommodation in the workplace, their beliefs about these encounters and the meaning that the employees with disabilities attached to them. Method: The study design is grounded in the subjectivist epistemology of social constructionism and took on a qualitative approach. The bounded single-case study concerned formative evaluations. The homogeneous purposive sampling strategy amounted to 13 employees with disabilities. Twelve semi-structured interviews were analysed using thematic analysis. Results: The participants relied strongly on self-agency to address splintered or unresponsive disability management practices. To avoid marginalisation, they worked extra hard for securing a rightful place at work. Misconceptions of able-bodied peers or managers triggered psychological stress. Conclusion: Coping with the university's disability management practices is mainly a stressful challenge, consequently endangering people's well-being. Contribution: Exploring the coping of university employees with disabilities through accommodations filled a gap in the literature.

7.
Healthcare (Basel) ; 11(16)2023 Aug 19.
Artículo en Inglés | MEDLINE | ID: mdl-37628540

RESUMEN

Breast cancer (BC) is the most common invasive cancer in the world. Most BC survivors (BCSs) continue working while dealing with cancer-related disabilities. BCSs' return-to-work (RTW) after cancer treatment is an important stage of their recovery and is associated with a higher survival rate. In this study, we addressed the RTW of BCSs with the intention of facilitating this process through direct action in the workplace. Thirty-two women who requested assistance from January to December 2022 were enrolled in the study. Semi-structured interviews and medical examinations were conducted by a team of three physicians. Interviews were analyzed using Thematic Analysis. Moreover, a quantitative cross-sectional study was conducted to compare the health status of BCSs with that of a control group of 160 working women, using standardized questionnaires on work ability, fatigue, sleep problems, anxiety, depression, and happiness. BCSs were also asked to rate the level of organizational justice they perceived at work prior to their illness. From the qualitative analysis emerged three facilitating/hindering themes: (1) person-related factors, (2) company-related factors, and (3) society-related factors. In the quantitative analysis, BCSs had significantly higher scores for anxiety, depression, sleep problems and fatigue, and lower levels of happiness than controls. The RTW of BCSs entails adapting working conditions and providing adequate support. The work-related analysis of each case made it possible to highlight the measures that need to be taken in the workplace to promote RTW. The treatment of cancer should be paired with advice on the best way to regain the ability to work.

9.
Work ; 74(2): 685-697, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-36278370

RESUMEN

BACKGROUND: Work disability management (WDM) interventions have usually focused on a single factor and its impact on outcomes such as employee health or work disability costs. Research on company-level WDM activities and their economic impact is scarce. OBJECTIVE: The aim of this study was to explain the change in company-level work disability costs and their relation to WDM practices, and to identify the mechanisms of impact through which the successful economic outcome emerged. METHODS: The study design was a convergent mixed methods design with a multiple case study. The data from 14 business units concerned business context, personnel, investments in and processes of WDM, and the costs of work disability in 2010-2013. The data were constructed into case descriptions which were analysed using qualitative comparative analysis. The economic analysis was carried out from the employers' perspective. RESULTS: Five business units gained net benefits of approximately 1.5-2.5% of the payroll sum from their investments in WDM. These benefits were characterised by a combination of four strategic processes: i) dismantling barriers to co-operation, ii) improving the visibility of the strategic goals of work ability management in everyday practice, iii) WDM actions targeting the company's main work disability risks, and iv) the facilitation of multi-actor co-operation through co-ordination and flow of information. CONCLUSION: Strategic processes to support the effectiveness of WDM were found. When aiming for economic success in work disability management, in addition to measuring and managing disability costs, it is also essential to maintain collaborative operations in everyday practice.


Asunto(s)
Personas con Discapacidad , Servicios de Salud del Trabajador , Salud Laboral , Humanos , Comercio , Proyectos de Investigación
10.
F1000Res ; 11: 180, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-36111216

RESUMEN

BACKGROUND: As Malaysia struggles with the battle to retain talented workers, the retention of persons with disabilities (PWDs) remains a major challenge in innovation management. Malaysia currently has the lowest retention of PWDs in innovation management in The Association of Southeast Asian Nations (ASEAN). The purpose of this study is to develop a unique framework to enhance the inclusion of PWDs in Malaysia.  Methods: A questionnaire was distributed to 200 PWDs in the central region of Malaysia.   Results: Based on the results of this research, four crucial variables (salary, compensation, career advancement and reward management) contributed to the lack of involvement in innovation management among PWDs in Malaysia.  Conclusions: This study only focuses on 200 PWDs in Malaysia. Despite the fact that PWDs' involvement in innovation management is the lowest, there is a lack of research initiative and practitioner commitment to address this issue. Serving as preliminary research in Malaysia, this study develops a unique framework to fill the gap.


Asunto(s)
Personas con Discapacidad , Humanos , Malasia , Encuestas y Cuestionarios
11.
Occup Med (Lond) ; 71(3): 136-143, 2021 06 16.
Artículo en Inglés | MEDLINE | ID: mdl-33830268

RESUMEN

BACKGROUND: Previous work on sickness absence has shown that conversations about return to work can be challenging. The perception of competing interests and multiple stakeholders in the return to work process may also complicate and erode trust, further impacting health and well-being. AIMS: This study aims to explore the themes arising from the experiences of physicians and patients on the impact of health and return to work. The goal was to use these results to develop a Medical Readers' Theatre workshop focusing on negotiating challenging return to work scenarios to serve as an educational support for stakeholders. METHODS: Semi-structured interviews were conducted with 19 physicians and 15 patients from the Canadian Maritime Provinces on their experiences in return to work following an injury or illness. Interviews were recorded, transcribed and thematically analysed. Using the emergent themes, an educational workshop in the modality of Readers' Theatre was developed. RESULTS: The findings confirm there are multiple stakeholders involved in the return to work process and the factors influencing successful return are not always medically related. Six recurring themes were identified for the patient group and five for the physicians', allowing the development of storylines and four return to work scenarios. The scenarios have been used in teaching sessions. CONCLUSIONS: The themes reinforced that challenges in return to work are not always medical in nature. This Readers' Theatre adopts perspectives of patients, physicians and other stakeholders whilst focusing on return to work with the goal of providing engagement in reflective and purposeful discussion.


Asunto(s)
Comunicación , Reinserción al Trabajo , Canadá , Humanos , Motivación , Investigación Cualitativa
12.
J Occup Rehabil ; 31(4): 831-839, 2021 12.
Artículo en Inglés | MEDLINE | ID: mdl-33829365

RESUMEN

Purpose Employers increasingly use 'return to work' (RTW) coordinators to support work ability and extend working careers, particularly among employees with reduced work ability. We examined whether applying this model was associated with changes in employee sickness absence and disability retirements. Methods We used data from the Finnish Public Sector study from 2009 until 2015. Employees where the model was introduced in 2012 constituted the cases (n = 4120, one municipality) and employees where the model was not in use during the follow-up, represented the controls (n = 5600, two municipalities). We analysed risk of disability retirement in 2013-2015 and risk of sickness absence after (2013-2015) vs. before (2009-2011) intervention by case-control status. Results The incidence of disability retirement after the intervention was lower in cases compared to controls both in the total population (hazard ratio HR = 0.49, 95% CI 0.30-0.79) and in the subgroup of participants with reduced work ability (HR = 0.34, 95% CI 0.12-0.99). The risk of sickness absence increased from pre-intervention to post-intervention period both among cases and controls although the relative increase was greater among cases (RRpost- vs. pre-intervention = 1.26, 95% CI 1.14-1.40) than controls (RRpost- vs. pre-intervention = 1.03, 95% CI 0.97-1.08). In the group of employees with reduced work ability, no difference in sickness absence trends between cases and controls was observed. Conclusions These findings suggest that RTW-coordinator model may increase employee sickness absence, but decrease the risk of disability retirement, i.e., permanent exclusion from the labour market.


Asunto(s)
Reinserción al Trabajo , Ausencia por Enfermedad , Finlandia , Humanos , Ocupaciones , Jubilación
13.
J Occup Rehabil ; 31(3): 652-663, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-33528732

RESUMEN

Purpose There is an absence of evidence-based guidance to support workplace stakeholders in the effective delivery of return-to-work (RTW) messages. Our study examines the specific RTW communication practices and their impact on the management of work disability. Methods Within two large and complex healthcare organizations, semi-structured interviews were conducted with workplace stakeholders (e.g., supervisors, union representatives, disability management professionals and workers' compensation representatives) and workers who had previously experienced sickness absence related to an occupational injury or illness. For workplace stakeholders interview questions asked about their roles and responsibilities in the RTW process, and specific communication strategies and messages that were used at different phases of the RTW process. For worker participants, interview questions explored RTW experiences and the impact of communication on work re-integration. An interpretative descriptive approach was used to inductively examine themes from interviews to create ways of understanding phenomena that yielded applied findings. Results Forty participants were interviewed including workplace stakeholders and workers. Participants frequently described effective RTW communication as messages that were delivered by a workplace stakeholder that included the content required by an injured worker to navigate the organizational disability management process and utilized specific strategies to address the perceived attitudes and perceptions held by an injured worker regarding work re-integration. Workplace stakeholders described five specific communication strategies including relaying messages of support, optimizing the timing of communication, careful word choice, framing messages, and tailoring communication to the injured worker.  Conclusion RTW communication is an active process that requires a strategic approach. Effective communication practices represent an important strategy for workplace stakeholders to address the barriers held by injured workers and foster early and sustained RTW.


Asunto(s)
Traumatismos Ocupacionales , Reinserción al Trabajo , Comunicación , Humanos , Indemnización para Trabajadores , Lugar de Trabajo
14.
Int Arch Occup Environ Health ; 94(4): 689-697, 2021 May.
Artículo en Inglés | MEDLINE | ID: mdl-33389081

RESUMEN

PURPOSE: A work disability negotiation takes place between a supervisor, the disabled employee and the occupational health service (OHS) to support the disabled employee in returning to their work, often with temporary work accommodation. The objective of this study was to define the factors of a work disability negotiation with OHS that supported or hindered supervisors in their task/role in work disability management. METHODS: The study setting comprised two parts: the creation of survey questions and the actual survey of supervisors (N = 254) from six public and private organizations in Finland. Of these, 133 (52%) had participated in one or more work disability negotiations. The responses covered about 240 work disability cases and considerably more negotiations. RESULTS: The study identified four key elements that the supervisors expressed as major success factors in the negotiations. First, it was crucial that the supervisors learned about the employee's health restrictions and understood the issues relating to their work disability. Second, the parties should aim for common solutions and conclusions through collaboration. Third, active participation of all the negotiation parties is important. The supervisors gave a high rating to OHS taking their views seriously. Last, the supervisors appreciated collaboration in a constructive atmosphere. CONCLUSION: In order for a negotiation to help supervisors in their challenges, it should reach solutions, conclusions and a restructured comprehension of the work disability problem in a constructive atmosphere and with active communication between stakeholders.


Asunto(s)
Evaluación de la Discapacidad , Personas con Discapacidad/psicología , Relaciones Interprofesionales , Negociación/psicología , Reinserción al Trabajo , Adulto , Femenino , Finlandia , Humanos , Masculino , Persona de Mediana Edad , Servicios de Salud del Trabajador , Organización y Administración , Encuestas y Cuestionarios
15.
G Ital Med Lav Ergon ; 43(4): 357-368, 2021 Dec.
Artículo en Italiano | MEDLINE | ID: mdl-35049160

RESUMEN

SUMMARY: Background. Disability Management (DM) was born to improve workers' health and to optimize return to work for people with disabilities. Objectives. The objective of this study was to elaborate a review of reviews published in literature on the use of Disability Management in international contexts and the strategies used to facilitate the return to work for individuals with cronic disabilities or post injury. Methods. The present review was carried out by consulting the Pubmed and Scopus database from 1994 to January 2021, according to the PRISMA guidelines. Initially, the duplicates were removed. Then, the eligible studies were selected through a multistep approach (title evaluation, abstract and full-text). The systematic reviews were evaluated using the AMSTAR method, while for the narrative reviews the INSA scale was used. Results. The research produced 186 results. Following the removal of the duplicates and articles with no available or not pertinent full text, 51 reviews were included: 17 systematic and 34 narrative. The analyzed studies were related to the DM policies of the United States, Canada and UK. Ten topics emerged, the most frequent ones including: possible solutions to adopt in the event of workers with musculo-skeletal diseases (50% of the studies); legal matters regarding issues of mental health and stress (41.2%). The quality of the articles was generally high. Discussion. The systematic review showed that the research activity on DM is conducted mainly in the Anglo-Saxon world. This review can give some interesting insights for the full implementation of DM at the national level.


Asunto(s)
Salud Mental , Proyectos de Investigación , Humanos
16.
J Occup Rehabil ; 31(1): 107-118, 2021 03.
Artículo en Inglés | MEDLINE | ID: mdl-32681441

RESUMEN

Purpose Supervisors play an important role during the return to work (RTW) of injured workers. Yet little research has been done on the actions associated with this role or the contexts in which they are taken. The purpose of this study was to develop courses of action to promote supervisors' involvement in the process aimed at achieving sustainable RTW for workers following a work-related musculoskeletal disorder (MSD), and to verify their pertinence, feasibility, and applicability in practice. Methods A two-phase qualitative method was used. (1) Secondary content analysis of 46 interviews of 14 workers post-MSD and 32 other actors in the RTW process, conducted during a prior case study, yielded proposals for courses of action composed of specific actions for supervisors. (2) The pertinence, feasibility, and applicability of these courses of action and specific actions were explored, first, through a self-administered questionnaire to initiate individual reflection, and later in greater depth through focus groups to identify the different contexts in which they might be applicable. Thematic analysis was performed for each phase. Results Eight proposed courses of action, including specific concrete actions and conditions influencing supervisors' involvement, were developed by the researchers and generally perceived as pertinent and feasible by the participants. Several aspects of the organizational context appeared to influence implementation of these courses of action within the organizations. Conclusion Organizational context appears to influence the application of these courses of action, as do the conditions under which they are implemented.


Asunto(s)
Enfermedades Musculoesqueléticas , Reinserción al Trabajo , Grupos Focales , Humanos , Encuestas y Cuestionarios , Lugar de Trabajo
17.
Afr Health Sci ; 21(3): 1440-1450, 2021 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-35222609

RESUMEN

BACKGROUND: Job retention, long-term absenteeism and medical boarding pay-outs are significant concerns for employers within the public health care sector of South Africa. OBJECTIVE: To describe disability management policies, procedures and programmes of employees following impairment and disability in a public-private healthcare facility in South Africa. METHODS: An exploratory qualitative study design was used with key informants in senior management and nursing managers (n=12) selected via purposive sampling. Audio-recorded data from semi-structured interviews and a focus group were thematically analysed using inductive reasoning. RESULTS: There is poor adherence to occupational health and disability management policies and the current referral process is informal with managers using discretion to manage employees with ill health and acquired disability. The procedures prescribed in the policy and procedure on incapacity and ill-health-retirement need to be followed, and an early return to work programme within the health care facility needs to be implemented. CONCLUSIONS: Despite South Africa having many policies on recruitment and reasonable accommodations, there is a lack of implementation of these policies. An integrated disability management policy and programme encompassing health prevention, early return to work strategies, vocational rehabilitation and the implementation of reasonable accommodation is required to ensure that employees who have acquired disabilities or ill health are successful in the workplace.


Asunto(s)
Salud Laboral , Lugar de Trabajo , Atención a la Salud , Humanos , Rehabilitación Vocacional , Sudáfrica
18.
Artículo en Inglés | MEDLINE | ID: mdl-33147861

RESUMEN

The progressive ageing of the working population and the increase in related chronic diseases tend to affect working capacity. The aim of this study was to evaluate a Workplace Disability Management Program (WDMP) within a pediatric hospital. Absenteeism due to healthcare workers' (HCWs) pre- and post- WDMP and the related costs were used for the program evaluation. The Return on Investment (ROI), the Break-Even Analysis (BEA) and the value of the average annual productivity of HCWs who took advantage of the Disability Management (DM) interventions to assess the economic impact of the program, were also used. The HCWs enrolled in the program were 131 (approximately 4% of hospital staff), of which 89.7% females and with an average age of 50.4 years (SD ± 8.99). Sick leave days of the HCWs involved decreased by 66.6% in the year following the end of WDMP compared to the previous one (p < 0.001). The total estimated cost reduction of absenteeism is 427,896€ over a year. ROI was equal to 27.66€. BEA indicated that the break-even point was reached by implementing the program on 3.27 HCWs. The program evaluation demonstrated the particular effectiveness of the implemented WDMP model, acting positively on the variables that affect productivity and the limitation to work.


Asunto(s)
Personas con Discapacidad , Ausencia por Enfermedad , Lugar de Trabajo , Absentismo , Niño , Análisis Costo-Beneficio , Femenino , Hospitales , Humanos , Masculino , Persona de Mediana Edad , Proyectos Piloto , Evaluación de Programas y Proyectos de Salud
19.
Work ; 67(2): 395-406, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-33044220

RESUMEN

BACKGROUND: Workers with persistent disabling low back pain (LBP) often encounter difficulty staying at work. Self-management (SM) programs can offer interesting avenues to help workers stay at work. OBJECTIVE: To establish the plausibility of a logic model operationalizing a SM program designed to help workers with persistent disabling LBP stay at work. METHODS: We used a qualitative design. A preliminary version of the logic model was developed based on the literature and McLaughlin et al.'s framework for logic models. Clinicians in work rehabilitation completed an online survey on the plausibility of the logic model and proposed modifications, which were discussed in a focus group. Thematic analyses were performed. RESULTS: Participants (n = 11) found the model plausible, contingent upon a few modifications. They raised the importance of making more explicit the margin of maneuver or "job leeway" for a worker who is trying to stay at work and suggested emphasizing a capability approach. Enhancing the workers' perceived self-efficacy and communication skills were deemed essential tasks of the model. CONCLUSION: A plausible logic model for a SM program designed for workers with disabling LBP stay at work was developed. The next step will be to assess its acceptability with potential users.


Asunto(s)
Dolor de la Región Lumbar , Automanejo , Grupos Focales , Humanos , Lógica , Dolor de la Región Lumbar/terapia , Encuestas y Cuestionarios
20.
J Occup Rehabil ; 30(3): 354-361, 2020 09.
Artículo en Inglés | MEDLINE | ID: mdl-32236811

RESUMEN

PURPOSE: This paper aims to illustrate an example of how to set up a work injury database: the Smart Work Injury Management (SWIM) system. It is a secure and centralized cloud platform containing a set of management tools for data storage, data analytics, and machine learning. It employs artificial intelligence to perform in-depth analysis via text-mining techniques in order to extract both dynamic and static data from work injury case files. When it is fully developed, this system can provide a more accurate prediction model for cost of work injuries. It can also predict return-to-work (RTW) trajectory and provide advice on medical care and RTW interventions to all RTW stakeholders. The project will comprise three stages. Stage one: to identify human factors in terms of both facilitators and barriers RTW through face-to-face interviews and focus group discussions with different RTW stakeholders in order to collect opinions related to facilitators, barriers, and essential interventions for RTW of injured workers; Stage two: to develop a machine learning model which employs artificial intelligence to perform in-depth analysis. The technologies used will include: 1. Text-mining techniques including English and Chinese work segmentation as well as N-Gram to extract both dynamic and static data from free-style text as well as sociodemographic information from work injury case files; 2. Principle component/independent component analysis to identify features of significant relationships with RTW outcomes or combine raw features into new features; 3. A machine learning model that combines Variational Autoencoder, Long and Short Term Memory, and Neural Turning Machines. Stage two will also include the development of an interactive dashboard and website to query the trained machine learning model. Stage three: to field test the SWIM system. CONCLUSION: SWIM ia secure and centralized cloud platform containing a set of management tools for data storage, data analytics, and machine learning. When it is fully developed, SWIM can provide a more accurate prediction model for the cost of work injuries and advice on medical care and RTW interventions to all RTW stakeholders. ETHICS: The project has been approved by the Ethics Committee for Human Subjects at the Hong Kong Polytechnic University and is funded by the Innovation and Technology Commission (Grant # ITS/249/18FX).


Asunto(s)
Inteligencia Artificial , Evaluación de la Discapacidad , Reinserción al Trabajo , Empleo , Grupos Focales , Hong Kong , Humanos
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