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Li M, Shang X, Liu N, Pan X, Han F. Knowledge Management in Relationship Among Abusive Management, Self-Efficacy, and Corporate Performance Under Artificial Intelligence. JOURNAL OF GLOBAL INFORMATION MANAGEMENT 2022. [DOI: 10.4018/jgim.307067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The purpose is to explore the application potential of HCI (Human-Computer Interaction) technology under AI (Artificial Intelligence) in enterprise performance evaluation and the influence of abusive management and self-efficacy on enterprise performance. Guided by psychological theory, employees from a listed real estate enterprise are selected, and the research themes of abusive management, self-efficacy, and employee performance are assumed. Afterward, the employee job satisfaction and performance evaluation model and system interface based on deep learning BPNN (BackPropagation Neural Network), SVM (Support Vector Machine) regression, and HCI are innovatively proposed. The results show that the HCI interface can be accessed accurately according to the employee's verbal instructions. BPNN model has reached the best performance at the iteration of 70times, and all indexes have reached the expected employee satisfaction.
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Affiliation(s)
- Moye Li
- Key Laboratory of Island Tourism Resource Data Mining and Monitoring, Ministry of Culture and Tourism, Sanya, China
| | | | - Na Liu
- Liaocheng University, China
| | - Xingchen Pan
- Business School, Gansu University of Political Science and Law, Gansu, China
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Exploring the Relationship between Abusive Management, Self-Efficacy and Organizational Performance in the Context of Human–Machine Interaction Technology and Artificial Intelligence with the Effect of Ergonomics. SUSTAINABILITY 2022. [DOI: 10.3390/su14041949] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
(1) Background: Our study aims to explore the impact of abusive management and self-efficacy on corporate performance in the context of artificial intelligence-based human–machine interaction technology in enterprise performance evaluation. (2) Methods: Surveys were distributed to 578 participants in selected international companies in Turkey, Taiwan, Japan, and China. To reduce uncertainty and errors, the surveys were rigorously evaluated and did not show a normal distribution, as it was determined that 85 participants did not consciously fill out the questionnaires, and the questionnaires from the remaining 493 participants were used. By using the evaluation model of employee satisfaction based on a back propagation (BP) neural network, we explored the manifestation and impact of abusive management and self-efficacy. Using the listed real estate businesses as an example, we proposed a deep learning BP neural network-based employee job satisfaction evaluation model and a human–machine technology-based employee performance evaluation system under situational perception, according to the design requirements of human–machine interaction. (3) Results: The results show that the human–machine interface can log in according to the correct verbal instructions of the employees. In terms of age and education level variables, employees’ perceptions of leaders’ abusive management and self-efficacy are significantly different from their job performances, respectively (p < 0.01). (4) Conclusions: artificial intelligence (AI)-based human–machine interaction technology, malicious management, and self-efficacy directly affect enterprise performance and employee satisfaction.
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Palsson TS, Boudreau S, Høgh M, Herrero P, Bellosta-Lopez P, Domenech-Garcia V, Langella F, Gagni N, Christensen SW, Villumsen M. Education as a strategy for managing occupational-related musculoskeletal pain: a scoping review. BMJ Open 2020; 10:e032668. [PMID: 32051307 PMCID: PMC7045149 DOI: 10.1136/bmjopen-2019-032668] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND Musculoskeletal (MSK) pain is the primary contributor to disability worldwide. There is a growing consensus that MSK pain is a recurrent multifactorial condition underpinned by health and lifestyle factors. Studies suggest that education on work-related pain and individualised advice could be essential and effective for managing persistent MSK pain. OBJECTIVE The objective of this scoping review was to map the existing educational resources for work-related MSK (WRMSK) pain, and the effects of implementing educational strategies in the workplace on managing WRMSK pain. METHODS This scoping review assessed original studies that implemented and assessed education as a strategy to manage WMSK pain. Literature search strategies were developed using thesaurus headings (ie, MeSH and CINAHL headings) and free-text search including words related to MSK in an occupational setting. The search was carried out in PubMed, CINAHL, Cochrane Library and Web of Science in the period 12-14 February 2019. RESULTS A total of 19 peer-reviewed articles were included and the study design, aim and outcomes were summarised. Of the 19 peer-reviewed articles, 10 randomised controlled trial (RCT) studies assessed the influence of education on work-related MSK pain. Many studies provided a limited description of the education material and assessed/used different methods of delivery. A majority of studies concluded education positively influences work-related MSK pain. Further, some studies reported additive effects of physical activity or ergonomic adjustments. CONCLUSIONS There is a gap in knowledge regarding the best content and delivery of education of material in the workplace. Although beneficial outcomes were reported, more RCT studies are required to determine the effects of education material as compared with other interventions, such as exercise or behavioural therapy.
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Affiliation(s)
| | | | - Morten Høgh
- Department of Health Science and Technology, Aalborg Universitet, Aalborg, Denmark
| | - Pablo Herrero
- Physiotherapy, San Jorge University, Zaragoza, Spain
| | - Pablo Bellosta-Lopez
- Department of Physiotherapy, Faculty of Health Sciences, University of San Jorge, Villanueva de Gallego, Aragón, Spain
| | - Victor Domenech-Garcia
- Department of Physiotherapy, Faculty of Health Sciences, University of San Jorge, Villanueva de Gallego, Aragón, Spain
| | - Francesco Langella
- Orthopedic and Traumatology, IRCCS Istituto Ortopedico Galeazzi, Milano, Lombardia, Italy
| | - Nicolo Gagni
- Orthopedic and Traumatology, IRCCS Istituto Ortopedico Galeazzi, Milano, Lombardia, Italy
| | - Steffan Wittrup Christensen
- Department of Health Science and Technology, Aalborg Universitet, Aalborg, Denmark
- Department of Physiotherapy, University College of Northern Denmark, Aalborg, Denmark
| | - Morten Villumsen
- Department of Health Science and Technology, Aalborg Universitet, Aalborg, Denmark
- Aalborg Municipality, Aalborg, Denmark
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Page MJ, O'Connor DA, Malek M, Haas R, Beaton D, Huang H, Ramiro S, Richards P, Voshaar MJH, Shea B, Verhagen AP, Whittle SL, van der Windt DA, Gagnier JJ, Buchbinder R. Patients' experience of shoulder disorders: a systematic review of qualitative studies for the OMERACT Shoulder Core Domain Set. Rheumatology (Oxford) 2019; 58:kez046. [PMID: 30843587 DOI: 10.1093/rheumatology/kez046] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2018] [Revised: 01/27/2019] [Indexed: 11/14/2022] Open
Abstract
OBJECTIVES To describe the experiences (including symptoms and perceived impacts on daily living) of people with a shoulder disorder. METHODS Systematic review of qualitative studies. We searched for eligible qualitative studies indexed in Ovid MEDLINE, Ovid Embase, CINAHL (EBSCO), SportDiscus (EBSCO) and Ovid PsycINFO up until November 2017. Two authors independently screened studies for inclusion, appraised their methodological quality using the Critical Appraisal Skills Programme checklist, used thematic synthesis methods to generate themes describing the experiences reported by participants and assessed the confidence in the findings using the Grading of Recommendations Assessment, Development and Evaluation Confidence in Evidence from Reviews of Qualitative research (GRADE-CERQual) approach. RESULTS The inclusion criteria were met by eight studies, which included 133 participants (49 females and 84 males) with either rotator cuff disease, adhesive capsulitis, proximal humeral fracture, shoulder instability or unspecified shoulder pain. We generated seven themes to describe what people in the included studies reported experiencing: pain; physical function/activity limitations; participation restriction; sleep disruption; cognitive dysfunction; emotional distress; and other pathophysiological manifestations (other than pain). There were interactions between the themes, with particular experiences impacting on others (e.g. pain leading to reduced activities and sleep disruption). Following grading of the evidence, we considered it likely that most of the review findings were a reasonable representation of the experiences of people with shoulder disorders. CONCLUSION Patients with shoulder disorders contend with considerable disruption to their life. The experiences described should be considered by researchers seeking to select the most appropriate outcomes to measure in clinical trials and other research studies in people with shoulder disorders.
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Affiliation(s)
- Matthew J Page
- School of Public Health and Preventive Medicine, Monash University, Melbourne
| | - Denise A O'Connor
- Monash Department of Clinical Epidemiology, Cabrini Institute, Malvern
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne
| | - Mary Malek
- Monash University, Clayton, Victoria, Australia
| | - Romi Haas
- Monash Department of Clinical Epidemiology, Cabrini Institute, Malvern
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne
| | - Dorcas Beaton
- Institute of Health & Work and the University of Toronto, Toronto, Ontario, Canada
| | - Hsiaomin Huang
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Sofia Ramiro
- Department of Rheumatology, Leiden University Medical Center, Leiden
- Zuyderland Medical Center, Heerlen, The Netherlands
| | - Pamela Richards
- Academic Rheumatology Bristol, University of Bristol, Bristol, UK
| | - Marieke J H Voshaar
- Department of Psychology, Health and Technology, University of Twente, Enschede, The Netherlands
| | - Beverley Shea
- Ottawa Hospital Research Institute, Clinical Epidemiology Program
- School of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada
| | | | - Samuel L Whittle
- Rheumatology Unit, The Queen Elizabeth Hospital, Adelaide, South Australia, Australia
| | - Danielle A van der Windt
- Arthritis Research UK Primary Care Centre, Institute for Primary Care and Health Sciences, Keele University, Keele, UK
| | - Joel J Gagnier
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
- Department of Epidemiology, School of Public Health, University of Michigan, Ann Arbor, MI, USA
| | - Rachelle Buchbinder
- Monash Department of Clinical Epidemiology, Cabrini Institute, Malvern
- Department of Epidemiology and Preventive Medicine, School of Public Health and Preventive Medicine, Monash University, Melbourne
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Fassier JB, Sarnin P, Rouat S, Péron J, Kok G, Letrilliart L, Lamort-Bouché M. Interventions Developed with the Intervention Mapping Protocol in Work Disability Prevention: A Systematic Review of the Literature. JOURNAL OF OCCUPATIONAL REHABILITATION 2019; 29:11-24. [PMID: 29948471 DOI: 10.1007/s10926-018-9776-8] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Purposes Intervention mapping (IM) is a protocol for developing effective behavior change interventions. It has been used for 10 years to develop work disability prevention (WDP) interventions, but it is not known to what extent and with what success. The main objective of this study was to review the effectiveness of these interventions. Secondary objectives were to review their fidelity to the IM protocol, their theoretical frameworks and their content. Methods A search strategy was conducted in MEDLINE, Web of Science, PsycINFO, Pascal, Francis, and BDSP. All titles and abstracts were reviewed. A standardized extraction form was developed. All included studies were reviewed by two reviewers blinded to each other. Results Eight WDP interventions were identified aimed at return to work (RTW; n = 6) and self-management at work (n = 2). RTW interventions targeted workers with stress-related mental disorders (n = 1), low back pain (n = 1), musculoskeletal disorders (n = 1), cancer (n = 2) and gynecological surgery (n = 1). The fidelity to the IM protocol was weaker for the participatory planning group. Matrices of change, change methods, and applications were systematically reported. The main theoretical frameworks used were the attitude-social influence-self efficacy model (n = 4) and the theory of planned behavior (n = 2). Half of the interventions included a workplace component (n = 4). Two interventions were reported as effective, and one partially effective. Conclusion The IM protocol is used in WDP since 2007. The participative dimension appears underused. Few theoretical frameworks were used. Implications are to better consider the stakeholders involvement, and mobilize theoretical frameworks with greater attempts to intervene on the work environment.
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Affiliation(s)
- J B Fassier
- Univ Lyon, Université Claude Bernard Lyon 1, Unité mixte de recherche Epidémiologique et de Surveillance Transport Travail Environnement, UMRESTTE UMR T 9405, 8 Avenue Rockefeller, 69008, Lyon, France.
- Hospices civils de Lyon, service de médecine et santé au travail, Lyon, France.
| | - P Sarnin
- Univ Lyon, Université Lumière Lyon 2, GREPS - EA 4163 (Groupe de recherche en psychologie sociale), Lyon, France
| | - S Rouat
- Univ Lyon, Université Lumière Lyon 2, GREPS - EA 4163 (Groupe de recherche en psychologie sociale), Lyon, France
| | - J Péron
- Univ Lyon, Université Claude Bernard Lyon 1, Laboratoire de Biométrie et Biologie Evolutive LBBE - UMR 5558, Lyon, France
- Service d'oncologie médicale. Institut de Cancérologie des Hospices Civils de Lyon (IC-HCL), Pierre-Bénite, France
| | - G Kok
- Department of Work and Social Psychology, Maastricht University, Maastricht, The Netherlands
| | - L Letrilliart
- Univ Lyon, Université Claude Bernard Lyon 1, Health Services and Performance Research, HESPER Université Lyon 2, Lyon, France
- Univ Lyon, Université Claude Bernard Lyon 1, Collège Universitaire de médecine générale, 8 Avenue Rockefeller, 69008, Lyon, France
| | - M Lamort-Bouché
- Univ Lyon, Université Claude Bernard Lyon 1, Unité mixte de recherche Epidémiologique et de Surveillance Transport Travail Environnement, UMRESTTE UMR T 9405, 8 Avenue Rockefeller, 69008, Lyon, France
- Univ Lyon, Université Claude Bernard Lyon 1, Collège Universitaire de médecine générale, 8 Avenue Rockefeller, 69008, Lyon, France
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Vooijs M, Leensen MCJ, Hoving JL, Wind H, Frings-Dresen MHW. Perspectives of People with a Chronic Disease on Participating in Work: A Focus Group Study. JOURNAL OF OCCUPATIONAL REHABILITATION 2017; 27:593-600. [PMID: 28101790 PMCID: PMC5709457 DOI: 10.1007/s10926-016-9694-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Purpose To explore solutions that people with a chronic disease use to overcome difficulties they experience regarding participating in work, and the support they require to identify or implement these solutions. Methods Focus groups were held to explore solutions and support requirements of people with a chronic disease. Participants were recruited through a research institution's patient panel, a patient federation and personal networks. Analysis was conducted by means of open and selective coding, using the MAXQDA software package. Results Five focus groups were held with 19 participants with different chronic diseases. Solutions that were identified included learning to accept and cope with the disease, which is frequently supported by family and friends. Disclosing the disease to employers and colleagues, identifying active ways to help with duties, and implementing adaptations to the work environment were all effective solutions with the help, empathy and understanding of people in the work environment. Solutions mostly supported by patient associations included providing sufficient information about the disease, relevant help and protective legal regulations regarding work participation. Finally, health professionals could support solutions such as incorporating periods of rest, promoting self-efficacy and gaining insight into an individual's ability to participate in work. Conclusions People with a chronic disease suggested various solutions that can help overcome difficulties surrounding participating in work. Support from friends and family, patient associations, employers, colleagues and occupational health professionals is needed to help identify and implement suitable solutions.
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Affiliation(s)
- Marloes Vooijs
- Coronel Institute of Occupational Health, Academic Medical Center, University of Amsterdam, P.O. Box 22700, 1100 DE, Amsterdam, The Netherlands.
| | - Monique C J Leensen
- Coronel Institute of Occupational Health, Academic Medical Center, University of Amsterdam, P.O. Box 22700, 1100 DE, Amsterdam, The Netherlands
| | - Jan L Hoving
- Coronel Institute of Occupational Health, Academic Medical Center, University of Amsterdam, P.O. Box 22700, 1100 DE, Amsterdam, The Netherlands
- Research Institution for Insurance Medicine, Amsterdam, The Netherlands
| | - Haije Wind
- Coronel Institute of Occupational Health, Academic Medical Center, University of Amsterdam, P.O. Box 22700, 1100 DE, Amsterdam, The Netherlands
- Research Institution for Insurance Medicine, Amsterdam, The Netherlands
| | - Monique H W Frings-Dresen
- Coronel Institute of Occupational Health, Academic Medical Center, University of Amsterdam, P.O. Box 22700, 1100 DE, Amsterdam, The Netherlands
- Research Institution for Insurance Medicine, Amsterdam, The Netherlands
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