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Rentz DM, Slotkin J, Kaat AJ, Young SR, Dworak EM, Shono Y, Adam H, Nowinski CJ, Pila S, Novack MA, Hosseinian Z, Amagai S, Diaz MV, Almonte-Correa A, Alperin K, Camacho MR, Landavazo B, Nosheny RL, Weiner MW, Gershon RC. Validity and reliability of the Mobile Toolbox Faces and Names memory test. J Neuropsychol 2024. [PMID: 39289902 PMCID: PMC11911242 DOI: 10.1111/jnp.12394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 07/20/2024] [Accepted: 09/02/2024] [Indexed: 09/19/2024]
Abstract
Validation of the Mobile Toolbox Faces and Names associative memory test is presented. Ninety-two participants self-administered Faces and Names in-person; 956 self-administered Faces and Names remotely but took convergent measures in person; and 123 self-administered Faces and Names remotely twice, 14 days apart. Internal consistency (.76-.79) and test-retest reliability (ICC = .73) were acceptable. Convergent validity with WMS-IV Verbal Paired Associates was satisfactory (immediate .54; delayed .58). The findings suggest the remotely administered Faces and Names is a reliable instrument.
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Affiliation(s)
- Dorene M Rentz
- Department of Neurology, Harvard Medical School, Brigham and Women's Hospital, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Jerry Slotkin
- Center for Health Assessment Research and Translation, University of Delaware, Newark, Delaware, USA
| | - Aaron J Kaat
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Stephanie Ruth Young
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Elizabeth M Dworak
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Yusuke Shono
- School of Community and Global Health, Claremont Graduate University, Claremont, California, USA
| | - Hubert Adam
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Cindy J Nowinski
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Sarah Pila
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Miriam A Novack
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Zahra Hosseinian
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Saki Amagai
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Maria Varela Diaz
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Anyelo Almonte-Correa
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | | | - Monica R Camacho
- University of California san Francisco, San Francisco, California, USA
- San Francisco Veteran's Administration Medical Center, Northern California Institute for Research and Education, San Francisco, California, USA
| | - Bernard Landavazo
- University of California san Francisco, San Francisco, California, USA
- San Francisco Veteran's Administration Medical Center, Northern California Institute for Research and Education, San Francisco, California, USA
| | - Rachel L Nosheny
- University of California san Francisco, San Francisco, California, USA
- San Francisco Veteran's Administration Medical Center, Northern California Institute for Research and Education, San Francisco, California, USA
| | - Michael W Weiner
- University of California san Francisco, San Francisco, California, USA
- San Francisco Veteran's Administration Medical Center, Northern California Institute for Research and Education, San Francisco, California, USA
| | - Richard C Gershon
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
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3
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van den Berg RL, de Boer C, Zwan MD, Jutten RJ, van Liere M, van de Glind MCABJ, Dubbelman MA, Schlüter LM, van Harten AC, Teunissen CE, van de Giessen E, Barkhof F, Collij LE, Robin J, Simpson W, Harrison JE, van der Flier WM, Sikkes SAM. Digital remote assessment of speech acoustics in cognitively unimpaired adults: feasibility, reliability and associations with amyloid pathology. Alzheimers Res Ther 2024; 16:176. [PMID: 39090738 PMCID: PMC11293000 DOI: 10.1186/s13195-024-01543-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2024] [Accepted: 07/24/2024] [Indexed: 08/04/2024]
Abstract
BACKGROUND Digital speech assessment has potential relevance in the earliest, preclinical stages of Alzheimer's disease (AD). We evaluated the feasibility, test-retest reliability, and association with AD-related amyloid-beta (Aβ) pathology of speech acoustics measured over multiple assessments in a remote setting. METHODS Fifty cognitively unimpaired adults (Age 68 ± 6.2 years, 58% female, 46% Aβ-positive) completed remote, tablet-based speech assessments (i.e., picture description, journal-prompt storytelling, verbal fluency tasks) for five days. The testing paradigm was repeated after 2-3 weeks. Acoustic speech features were automatically extracted from the voice recordings, and mean scores were calculated over the 5-day period. We assessed feasibility by adherence rates and usability ratings on the System Usability Scale (SUS) questionnaire. Test-retest reliability was examined with intraclass correlation coefficients (ICCs). We investigated the associations between acoustic features and Aβ-pathology, using linear regression models, adjusted for age, sex and education. RESULTS The speech assessment was feasible, indicated by 91.6% adherence and usability scores of 86.0 ± 9.9. High reliability (ICC ≥ 0.75) was found across averaged speech samples. Aβ-positive individuals displayed a higher pause-to-word ratio in picture description (B = -0.05, p = 0.040) and journal-prompt storytelling (B = -0.07, p = 0.032) than Aβ-negative individuals, although this effect lost significance after correction for multiple testing. CONCLUSION Our findings support the feasibility and reliability of multi-day remote assessment of speech acoustics in cognitively unimpaired individuals with and without Aβ-pathology, which lays the foundation for the use of speech biomarkers in the context of early AD.
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Affiliation(s)
- Rosanne L van den Berg
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands.
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands.
- Department of Clinical, Neuro and Developmental Psychology, Faculty of Movement and Behavioral Sciences, VU University, Amsterdam, The Netherlands.
| | - Casper de Boer
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Marissa D Zwan
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Roos J Jutten
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Mariska van Liere
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Marie-Christine A B J van de Glind
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
- Alzheimer Center Groningen, Department of Neurology, Department of Neuropsychology and Department of Internal Medicine, University Medical Center Groningen, Groningen, The Netherlands
- Alzheimer Center Erasmus MC and Department of Neurology, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Mark A Dubbelman
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Lisa Marie Schlüter
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Argonde C van Harten
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Charlotte E Teunissen
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
- Neurochemistry Laboratory and Biobank, Department of Laboratory Medicine, Amsterdam Neuroscience, Amsterdam University Medical Center, Vrije Universiteit, Amsterdam, The Netherlands
| | - Elsmarieke van de Giessen
- Department of Radiology & Nuclear Medicine, Amsterdam University Medical Center, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Brain Imaging, Amsterdam, The Netherlands
| | - Frederik Barkhof
- Amsterdam Neuroscience, Brain Imaging, Amsterdam, The Netherlands
- Queen Square Institute of Neurology and Centre for Medical Image Computing, University College London, London, UK
| | - Lyduine E Collij
- Amsterdam Neuroscience, Brain Imaging, Amsterdam, The Netherlands
- Clinical Memory Research Unit, Department of Clinical Sciences, Faculty of Medicine, Lund University, Malmö, Lund, Sweden
| | | | | | - John E Harrison
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands
- Scottish Brain Sciences, Edinburgh, UK
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Wiesje M van der Flier
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
- Department of Epidemiology and Biostatistics, Amsterdam Neuroscience, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Sietske A M Sikkes
- Alzheimer Center Amsterdam, Neurology, Amsterdam University Medical Center, De Boelelaan 1118, Amsterdam, 1081 HZ, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
- Department of Clinical, Neuro and Developmental Psychology, Faculty of Movement and Behavioral Sciences, VU University, Amsterdam, The Netherlands
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4
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Tran S, Smith L, Carter S. Understanding Patient Perspectives on the Use of Gamification and Incentives in mHealth Apps to Improve Medication Adherence: Qualitative Study. JMIR Mhealth Uhealth 2024; 12:e50851. [PMID: 38743461 PMCID: PMC11134245 DOI: 10.2196/50851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 12/20/2023] [Accepted: 03/27/2024] [Indexed: 05/16/2024] Open
Abstract
BACKGROUND Medication nonadherence remains a significant health and economic burden in many high-income countries. Emerging smartphone interventions have started to use features such as gamification and financial incentives with varying degrees of effectiveness on medication adherence and health outcomes. A more consistent approach to applying these features, informed by patient perspectives, may result in more predictable and beneficial results from this type of intervention. OBJECTIVE This qualitative study aims to identify patient perspectives on the use of gamification and financial incentives in mobile health (mHealth) apps for medication adherence in Australian patients taking medication for chronic conditions. METHODS A total of 19 participants were included in iterative semistructured web-based focus groups conducted between May and December 2022. The facilitator used exploratory prompts relating to mHealth apps, gamification, and financial incentives, along with concepts raised from previous focus groups. Transcriptions were independently coded to develop a set of themes. RESULTS Three themes were identified: purpose-driven design, trust-based standards, and personal choice. All participants acknowledged gamification and financial incentives as potentially effective features in mHealth apps for medication adherence. However, they also indicated that the effectiveness heavily depended on implementation and execution. Major concerns relating to gamification and financial incentives were perceived trivialization and potential for medication abuse, respectively. CONCLUSIONS The study's findings provide a foundation for developers seeking to apply these novel features in an app intervention for a general cohort of patients. However, the study highlights the need for standards for mHealth apps for medication adherence, with particular attention to the use of gamification and financial incentives. Future research with patients and stakeholders across the mHealth app ecosystem should be explored to formalize and validate a set of standards or framework.
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Affiliation(s)
- Steven Tran
- School of Pharmacy, Faculty of Medicine and Health, University of Sydney, Camperdown, Australia
| | - Lorraine Smith
- School of Pharmacy, Faculty of Medicine and Health, University of Sydney, Camperdown, Australia
| | - Stephen Carter
- School of Pharmacy, Faculty of Medicine and Health, University of Sydney, Camperdown, Australia
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5
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Young SR, McManus Dworak E, Byrne GJ, Jones CM, Yoshino Benavente J, Yao L, Curtis LM, Varela Diaz M, Gershon R, Wolf M, Nowinski C. Protocol for a construct and clinical validation study of MyCog Mobile: a remote smartphone-based cognitive screener for older adults. BMJ Open 2024; 14:e083612. [PMID: 38569699 PMCID: PMC11148704 DOI: 10.1136/bmjopen-2023-083612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Accepted: 03/12/2024] [Indexed: 04/05/2024] Open
Abstract
INTRODUCTION Annual cognitive screening in older adults is essential for early detection of cognitive impairment, yet primary care settings face time constraints that present barriers to routine screening. A remote cognitive screener completed on a patient's personal smartphone before a visit has the potential to save primary care clinics time, encourage broader screening practices and increase early detection of cognitive decline. MyCog Mobile is a promising new remote smartphone-based cognitive screening app for primary care settings. We propose a combined construct and clinical validation study of MyCog Mobile. METHODS AND ANALYSIS We will recruit a total sample of 300 adult participants aged 65 years and older. A subsample of 200 healthy adult participants and a subsample of 100 adults with a cognitive impairment diagnosis (ie, dementia, mild cognitive impairment, cognitive deficits or other memory loss) will be recruited from the general population and specialty memory care centres, respectively. To evaluate the construct validity of MyCog Mobile, the healthy control sample will self-administer MyCog Mobile on study-provided smartphones and be administered a battery of gold-standard neuropsychological assessments. We will compare correlations between performance on MyCog Mobile and measures of similar and dissimilar constructs to evaluate convergent and discriminant validity. To assess clinical validity, participants in the clinical sample will self-administer MyCog Mobile on a smartphone and be administered a Mini-Cog screener and these data will be combined with the healthy control sample. We will then apply several supervised model types to determine the best predictors of cognitive impairment within the sample. Area under the receiver operating characteristic curve, accuracy, sensitivity and specificity will be the primary performance metrics for clinical validity. ETHICS AND DISSEMINATION The Institutional Review Board at Northwestern University (STU00214921) approved this study protocol. Results will be published in peer-reviewed journals and summaries provided to the study's funders.
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Affiliation(s)
- Stephanie Ruth Young
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Elizabeth McManus Dworak
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Greg J Byrne
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Callie Madison Jones
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Julia Yoshino Benavente
- Division of General Internal Medicine, Northwestern University, Chicago, Illinois, USA
- Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Lihua Yao
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Laura M Curtis
- Division of General Internal Medicine, Northwestern University, Chicago, Illinois, USA
- Geriatrics, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Maria Varela Diaz
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Richard Gershon
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
| | - Michael Wolf
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
- Division of General Internal Medicine, Northwestern University, Chicago, Illinois, USA
| | - Cindy Nowinski
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA
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