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Levy M, Pauzner M, Rosenblum S, Peleg M. Achieving trust in health-behavior-change artificial intelligence apps (HBC-AIApp) development: a multi-perspective guide. J Biomed Inform 2023:104414. [PMID: 37276948 DOI: 10.1016/j.jbi.2023.104414] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 05/23/2023] [Accepted: 05/30/2023] [Indexed: 06/07/2023]
Abstract
OBJECTIVE Trust determines the success of Health-Behavior-Change Artificial Intelligence Apps (HBC-AIApp). Developers of such apps need theory-based practical methods that can guide them in achieving such trust. Our study aimed to develop a comprehensive conceptual model and development process that can guide developers how to build HBC-AIApp in order to support trust creation among the app's users. METHODS We apply a multi-disciplinary approach where medical informatics, human-centered design, and holistic health methods are integrated to address the trust challenge in HBC-AIApps. The integration extends a conceptual model of trust in AI developed by Jermutus et al., whose properties guide the extension of the IDEAS (integrate, design, assess, and share) HBC-App development process. RESULTS The HBC-AIApp framework consists of three main blocks: (1) system development methods that study the users' complex reality, hence, their perceptions, needs, goals and environment; (2) mediators and other stakeholders who are important for developing and operating the HBC-AIApp, boundary objects that examine users' activities via the HBC-AIApp; and (3) the HBC-AIApp's structural components, AI logic, and physical implementation. These blocks come together to provide the extended conceptual model of trust in HBC-AIApps and the extended IDEAS process. DISCUSSION The developed HBC-AIApp framework drew from our own experience in developing trust in HBC-AIApp. Further research will focus on studying the application of the proposed comprehensive HBC-AIApp development framework and whether applying it supports trust creation in such apps.
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Affiliation(s)
- Meira Levy
- School of Industrial Engineering and Management, Shenkar, the College of Engineering Design and Art, Ramat-Gan, Israel; Department of Information Systems, University of Haifa, Haifa, Israel.
| | - Michal Pauzner
- The Visual Communication Department, Shenkar, the College of Engineering Design and Art, Ramat-Gan, Israel
| | - Sara Rosenblum
- Department of Occupational Therapy, University of Haifa, Haifa, Israel
| | - Mor Peleg
- Department of Information Systems, University of Haifa, Haifa, Israel
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Sharma V, Bains M, Verma R, Verma N, Kumar R. Novel use of logistic regression and likelihood ratios for the estimation of gender of the writer from a database of handwriting features. AUST J FORENSIC SCI 2021. [DOI: 10.1080/00450618.2021.1956587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Vishal Sharma
- Institute of Forensic Science & Criminology, Panjab University, Chandigarh, India
| | - Manjot Bains
- Institute of Forensic Science & Criminology, Panjab University, Chandigarh, India
| | - Rajesh Verma
- Regional Forensic Science Laboratory, Mandi, Himachal Pradesh, India
| | - Neha Verma
- Institute of Forensic Science & Criminology, Panjab University, Chandigarh, India
- Document Division, Forensic Science Laboratory, Rohini, New Delhi, India
| | - Raj Kumar
- Institute of Forensic Science & Criminology, Panjab University, Chandigarh, India
- Forensic Science Laboratory, Madhuban, Karnal, Haryana, India
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Rosenblum S, Cohen Elimelech O. Gender Differences in State Anxiety Related to Daily Function Among Older Adults During the COVID-19 Pandemic: Questionnaire Study. JMIR Aging 2021; 4:e25876. [PMID: 33939623 PMCID: PMC8176945 DOI: 10.2196/25876] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Revised: 03/17/2021] [Accepted: 04/22/2021] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND The COVID-19 pandemic poses a challenge to people's day-to-day functioning and emotional and physical health, especially among older adults. OBJECTIVE The aim of this study is to analyze gender differences in state anxiety, daily functional self-actualization, and functional cognition as well as the relationships among those factors in older adults during the COVID-19 pandemic lockdown. METHODS We collected data on the web from a sample of 204 people (102 men and 102 women) aged 60 years and older. In addition to a demographic questionnaire, we used the State-Trait Personality Inventory to assess state anxiety, the Daily Functional Actualization questionnaire to evaluate daily functional self-actualization, and the Daily Living Questionnaire to measure functional cognition. RESULTS Significant gender differences were found for state anxiety (t202=-2.36, P=.02); daily functional self-actualization (t202=2.15, P=.03); and the functional cognition components: complex tasks (Z=-3.07, P=.002); cognitive symptoms that might be interfering (Z=-2.15, P=.028); executive functions (Z=-2.21, P=.024); and executive function monitoring (Z=-2.21, P=.027). Significant medium correlations were found between both state anxiety level and daily functional self-actualization (r=-0.62, P<.001) and functional cognition (r=0.37-0.40, P<.001). Gender predicted 3% of the variance in state anxiety level, while daily functional self-actualization predicted 41% and complex activities (Daily Living Questionnaire) predicted an additional 3% (F3,200=58.01, P<.001). CONCLUSIONS In older adults, anxiety is associated with cognitive decline, which may harm daily functional abilities and lead to social isolation, loneliness, and decreased well-being. Self-awareness and knowledge of gender differences and relationships between common available resources of daily functional self-actualization and functional cognition with anxiety may be strengthening factors in crisis periods such as the COVID-19 pandemic.
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Affiliation(s)
- Sara Rosenblum
- The Laboratory of Complex Human Activity and Participation, Department of Occupational Therapy, University of Haifa, Haifa, Israel
| | - Ortal Cohen Elimelech
- The Laboratory of Complex Human Activity and Participation, Department of Occupational Therapy, University of Haifa, Haifa, Israel
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Engel-Yeger B, Rosenblum S. Executive dysfunctions mediate between altered sensory processing and daily activity performance in older adults. BMC Geriatr 2021; 21:132. [PMID: 33618664 PMCID: PMC7898742 DOI: 10.1186/s12877-021-02032-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 01/18/2021] [Indexed: 12/13/2022] Open
Abstract
BACKGROUND Sensory processing is essential for the interaction with the environment and for adequate daily function. Sensory processing may deteriorate with aging and restrict daily activity performance. Aging may also affect Executive functions (EFs) which are critical for daily activity performance. Yet, most studies refer separately to the impacts of sensory processing or EFs and use clinical evaluations that do not necessarily reflect functional restrictions in real life. This study aims to describe the prevalence of altered sensory processing in the elderly as expressed in daily life scenarios and explore whether EFs mediate between altered sensory processing and daily activity performance in older adults. METHODS This cross-sectional study included 167 healthy independently functioning people aged 65 and above who were living in the community, had sufficient cognitive status and no symptoms of depression (based on the GDS and the MMSE). All participants completed a socio-demographic-health questionnaire, the Adolescent/Adult Sensory Profile, the Behavior Rating Inventory of Executive Function-Adult Version and the Daily Living Questionnaire. RESULTS Altered sensory processing, and mainly by the reduced ability to register and modulate sensory input from daily environment, were prevalent in older adults. Their impacts on daily activity performance were mediated by executive dysfunctions. CONCLUSIONS Executive dysfunctions may worsen the negative effects of altered sensory processing on daily activity performance in older adults. The interaction between EFs and sensory processing should receive growing attention in intervention and prevention programs for older adults, with the emphasis on their expressions and implications on peoples' function in real life context.
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Affiliation(s)
- Batya Engel-Yeger
- Department of Occupational Therapy, Faculty of Social Welfare and Health Sciences, University of Haifa, Aba Hushi, 199, Mount Carmel, 3498838, Haifa, Israel.
| | - Sara Rosenblum
- Department of Occupational Therapy, Faculty of Social Welfare and Health Sciences, University of Haifa, Aba Hushi, 199, Mount Carmel, 3498838, Haifa, Israel
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Febbo DD, Lunardini F, Malavolti M, Pedrocchi A, Borghese NA, Ferrante S. IoT ink pen for ecological monitoring of daily life handwriting. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2020; 2020:5749-5752. [PMID: 33019280 DOI: 10.1109/embc44109.2020.9175999] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
The analysis of the writing gesture has been successfully investigated in the diagnosis of age-related diseases, but the current technologies and methods still do not allow the ecological daily monitoring of handwriting, mostly because they rely on standardized writing protocols. In this study, we first designed and validated a novel electronic ink pen, equipped with motion and writing force sensing, for the ecological daily-life monitoring of handwriting in uncontrolled environments. We used the pen to acquire writing activities from healthy adults, from which we computed useful handwriting and tremor indicators. We evaluated the reliability of our measurements by computing the intraclass correlation coefficients (ICC) and the minimal detectable changes (MDC). Moderate to excellent reliability were obtained for all the handwriting indicators computed in two different writing tasks. MDC values can be used as reference to discriminate a real change in the handwriting parameters from a measurement error in longitudinal studies. These results pave the way towards the use of the pen for daily life handwriting monitoring.
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Thorpe DE, Alty JE, Kempster PA. Health at the writing desk of John Ruskin: a study of handwriting and illness. MEDICAL HUMANITIES 2020; 46:31-45. [PMID: 31366718 DOI: 10.1136/medhum-2018-011600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 01/10/2019] [Indexed: 06/10/2023]
Abstract
Though John Ruskin (1819-1900) is remembered principally for his work as a theorist, art critic and historian of visual culture, he wrote exhaustively about his health in his correspondence and diaries. Ruskin was prone to recurring depressive and hypochondriacal feelings in his youth and adulthood. In 1871, at the age of 52 years, he developed an illness with relapsing psychiatric and neurological features. He had a series of attacks of brain disturbance, and a deterioration of his mental faculties affected his writing for years before curtailing his career a decade before he died. Previous writers have suggested he had a psychiatric malady, perhaps schizophrenia or schizoaffective disorder. But the more obvious conclusion from a close medical reading of Ruskin's descriptions of his illness is he had some sort of 'organic' brain illness. This paper aims to give insight into the relationship between Ruskin's state of well-being and the features of his writing through a palaeographical study of his letters and diary entries. We examine the handwriting for physical traces of Ruskin's major brain illness, guided by the historical narrative of the illness. We also examine Ruskin's recording of his experiences for what they reveal about the failure of his health and its impact on his work. Ruskin's handwriting does not have clear-cut pathological features before around 1885, though suggestions of subtle writing deficits were present as early as 1876. After 1887, Ruskin's handwriting shows fixed pathological signs-tremor, disturbed letter formation and features that reflect a slow and laborious process of writing. These observations are more than could be explained by normal ageing, and suggest the presence of a neurological deficit affecting writing control. Our findings are consistent with conclusions that we drew from the historical record-that John Ruskin had an organic neurological disorder with cognitive, behavioural, psychiatric and motor effects.
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Affiliation(s)
- Deborah E Thorpe
- Trinity Long Room Hub Arts & Humanities Institute, University of Dublin Trinity College, Dublin, Ireland
- The Department of Electronic Engineering, University of York, York, UK
| | - Jane E Alty
- Department of Neurology, Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom
- School of Medicine, University of Leeds, Leeds, United Kingdom
- Hull York Medical School, University of York, York, United Kingdom
| | - Peter A Kempster
- Department of Neurosciences, Monash Medical Centre, Clayton, Victoria, Australia
- Department of Medicine, Monash University, Clayton, Victoria, Australia
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Yuliza E, Amalia N, Rahmayanti HD, Munir MM, Khairurrijal K, Abdullah M. How human age affects the signature’s curvature, density and amplitude to wavelength ratio and its potential application for countering document falsification. AUST J FORENSIC SCI 2019. [DOI: 10.1080/00450618.2019.1664633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Elfi Yuliza
- Department of Physics, Bandung Institute of Technology, Bandung, Indonesia
| | - Nadya Amalia
- Department of Physics, Bandung Institute of Technology, Bandung, Indonesia
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Impedovo D, Pirlo G, Vessio G, Angelillo MT. A Handwriting-Based Protocol for Assessing Neurodegenerative Dementia. Cognit Comput 2019. [DOI: 10.1007/s12559-019-09642-2] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Fogel Y, Josman N, Rosenblum S. Functional abilities as reflected through temporal handwriting measures among adolescents with neuro-developmental disabilities. Pattern Recognit Lett 2019. [DOI: 10.1016/j.patrec.2018.07.006] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Moetesum M, Siddiqi I, Vincent N, Cloppet F. Assessing visual attributes of handwriting for prediction of neurological disorders—A case study on Parkinson’s disease. Pattern Recognit Lett 2019. [DOI: 10.1016/j.patrec.2018.04.008] [Citation(s) in RCA: 49] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Impedovo D, Pirlo G. Dynamic Handwriting Analysis for the Assessment of Neurodegenerative Diseases: A Pattern Recognition Perspective. IEEE Rev Biomed Eng 2019; 12:209-220. [DOI: 10.1109/rbme.2018.2840679] [Citation(s) in RCA: 63] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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An Experimental Protocol to Support Cognitive Impairment Diagnosis by using Handwriting Analysis. ACTA ACUST UNITED AC 2018. [DOI: 10.1016/j.procs.2018.10.141] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Schiegg M, Thorpe D. Historical Analyses of Disordered Handwriting: Perspectives on Early 20th-Century Material From a German Psychiatric Hospital. WRITTEN COMMUNICATION 2017; 34:30-53. [PMID: 28408774 PMCID: PMC5367742 DOI: 10.1177/0741088316681988] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Handwritten texts carry significant information, extending beyond the meaning of their words. Modern neurology, for example, benefits from the interpretation of the graphic features of writing and drawing for the diagnosis and monitoring of diseases and disorders. This article examines how handwriting analysis can be used, and has been used historically, as a methodological tool for the assessment of medical conditions and how this enhances our understanding of historical contexts of writing. We analyze handwritten material, writing tests and letters, from patients in an early 20th-century psychiatric hospital in southern Germany (Irsee/Kaufbeuren). In this institution, early psychiatrists assessed handwriting features, providing us novel insights into the earliest practices of psychiatric handwriting analysis, which can be connected to Berkenkotter's research on medical admission records. We finally consider the degree to which historical handwriting bears semiotic potential to explain the psychological state and personality of a writer, and how future research in written communication should approach these sources.
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Affiliation(s)
- Markus Schiegg
- University of Augsburg, Lehrstuhl für Deutsche Sprachwissenschaft, Augsburg, Germany
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Kalman YM, Kavé G, Umanski D. Writing in a Digital World: Self-Correction While Typing in Younger and Older Adults. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2015; 12:12723-34. [PMID: 26473904 PMCID: PMC4626996 DOI: 10.3390/ijerph121012723] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/28/2015] [Revised: 09/29/2015] [Accepted: 09/30/2015] [Indexed: 11/27/2022]
Abstract
This study examined how younger and older adults approach simple and complex computerized writing tasks. Nineteen younger adults (age range 21–31, mean age 26.1) and 19 older adults (age range 65–83, mean age 72.1) participated in the study. Typing speed, quantitative measures of outcome and process, and self-corrections were recorded. Younger adults spent a lower share of their time on actual typing, and demonstrated more prevalent use of delete keys than did older adults. Within the older group, there was no correlation between the total time spent on the entire task and the number of corrections, but increased typing speed was related to more errors. The results suggest that the approach to the task was different across age groups, either because of age or because of cohort effects. We discuss the interplay of speed and accuracy with regard to digital writing, and its implications for the design of human-computer interactions.
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Affiliation(s)
- Yoram M Kalman
- The Department of Management and Economics, The Open University, 1 University Road, 43537 Ra'anana, Israel.
| | - Gitit Kavé
- The Department of Education and Psychology, The Open University, 1 University Road, 43537 Ra'anana, Israel.
| | - Daniil Umanski
- The Department of Management and Economics, The Open University, 1 University Road, 43537 Ra'anana, Israel.
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Camicioli R, Mizrahi S, Spagnoli J, Büla C, Demonet JF, Vingerhoets F, von Gunten A, Santos-Eggimann B. Handwriting and pre-frailty in the Lausanne cohort 65+ (Lc65+) study. Arch Gerontol Geriatr 2015; 61:8-13. [PMID: 25910643 DOI: 10.1016/j.archger.2015.01.006] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2014] [Revised: 01/01/2015] [Accepted: 01/06/2015] [Indexed: 11/18/2022]
Abstract
BACKGROUND Frailty is detected by weight loss, weakness, slow walking velocity, reduced physical activity or poor endurance/exhaustion. Handwriting has not been examined in the context of frailty, despite its functional importance. OBJECTIVE Our goal was to examine quantitative handwriting measures in people meeting 0, 1, and 2 or more (2+) frailty criteria. We also examined if handwriting parameters were associated with gait performance, weakness, poor endurance/exhaustion and cognitive impairment. METHODS From the population-based Lc65+, 72 subjects meeting 2+ frailty criteria with complete handwriting samples were identified. Gender-matched controls meeting 1 criterion or no criteria were identified. Cognitive impairment was defined by a Mini-Mental State Examination score of 25 or less or the lowest 20th percentile of Trail Making Test Part B. Handwriting was recorded using a writing tablet and measures of velocity, pauses, and pressure were extracted. RESULTS Subjects with 2+ criteria were older, had more health problems and need for assistance but had higher education. No handwriting parameter differed between frailty groups (age and education adjusted). Writing velocity was not significantly slower among participants from the slowest 20th percentile of gait velocity but writing pressure was significantly lower among those from the lowest 20th percentile of grip strength. Poor endurance/exhaustion was not associated with handwriting measures. Low cognitive performance was related to longer pauses. CONCLUSIONS Handwriting parameters might be associated with specific aspects of the frailty phenotype, but not reliably with global definitions of frailty at its earliest stages among subjects able to perform handwriting tests.
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Affiliation(s)
- Richard Camicioli
- Department of Medicine (Neurology), University of Alberta, Edmonton, Alberta, Canada.
| | - Seymour Mizrahi
- Institute of Social and Preventive Medicine (IUMSP), University Hospital Medical Centre, University of Lausanne, Lausanne, Switzerland
| | - Jacques Spagnoli
- Institute of Social and Preventive Medicine (IUMSP), University Hospital Medical Centre, University of Lausanne, Lausanne, Switzerland
| | - Christophe Büla
- Service of Geriatric Medicine and Rehabilitation, Department of Medicine, University of Lausanne Medical Centre (CHUV), University of Lausanne, Lausanne, Switzerland
| | - Jean-François Demonet
- Service of Neurology, Department of Clinical Neurosciences, University of Lausanne Medical Centre (CHUV), Lausanne 1011, Switzerland; Leenaards Memory Centre - CHUV, Clinical Neurosciences Department, Vaud University Hospital, Lausanne, Switzerland
| | - François Vingerhoets
- Service of Neurology, Department of Clinical Neurosciences, University of Lausanne Medical Centre (CHUV), Lausanne 1011, Switzerland
| | - Armin von Gunten
- Service of Old Age Psychiatry, Department of Psychiatry, University of Lausanne Medical Centre (CHUV), University of Lausanne, Lausanne, Switzerland
| | - Brigitte Santos-Eggimann
- Institute of Social and Preventive Medicine (IUMSP), University Hospital Medical Centre, University of Lausanne, Lausanne, Switzerland
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