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Biliunaite I, van Gestel L, Hoogendoorn P, Adriaanse M. Value of a quality label and European healthcare professionals' willingness to recommend health apps: An experimental vignette study. J Health Psychol 2025; 30:1278-1290. [PMID: 39096027 PMCID: PMC12052922 DOI: 10.1177/13591053241258205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/04/2024] Open
Abstract
This study aimed to evaluate healthcare professionals' (HCPs') willingness to recommend health apps presented with versus without the CEN-ISO/TS 82304-2 health app quality label. The study was an experimental vignette study describing 12 short hypothetical scenarios, with Label (absent vs present) as a between and Type of App (prevention vs self-monitoring vs healthcare) and Patient Socioeconomic Status (low vs high) as within-subjects factors. The main outcome measure was HCPs' willingness to recommend apps. A total of 116 HCPs took part in the study. A significant main effect of the label was found. Further, HCPs were most willing to recommend self-management apps and more willing to recommend apps to high as opposed to low SES patients. However, the effect of the label did not differ between apps or according to patients' SES. Results confirm that the quality label has potential for increasing willingness to changing HCPs' recommendation behavior.
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Affiliation(s)
| | | | | | - Marieke Adriaanse
- Leiden University Medical Center, The Netherlands
- Leiden University, The Netherlands
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Chauhan GK, Vavken P, Jacob C. Mobile Apps and Wearable Devices for Cardiovascular Health: Narrative Review. JMIR Mhealth Uhealth 2025; 13:e65782. [PMID: 40184552 PMCID: PMC11990656 DOI: 10.2196/65782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2024] [Revised: 02/23/2025] [Accepted: 03/10/2025] [Indexed: 04/06/2025] Open
Abstract
Background Cardiovascular diseases (CVDs) continue to be the leading cause of global morbidity and mortality. Aiming to reduce the risk of CVD development and better manage them, an increasing number of individuals are adopting mobile health (mHealth) apps and wearable devices (wearables). These technologies provide critical insights into heart health and fitness, supporting users to monitor their lifestyle behaviors and adhere to preventative medication. Objective In this review, we aimed to investigate the current state of mHealth apps and wearables designed for cardiovascular health, with a specific focus on the DACH region (Germany, Austria, and Switzerland). We assessed the benefits these technologies provide to clinicians and patients, particularly in addressing unmet needs like sex-specific symptoms, while also examining their potential integration into the broader health care ecosystem. Methods To identify heart health apps, a keyword search was performed on both the Swiss Apple App Store and Google Play Stores. A separate search was performed on Google to identify heart health wearables. The identified apps and wearables were evaluated using the foundational and contextual criteria of the sociotechnical framework for assessing patient-facing eHealth tools. Results After filtering out apps and wearables that did not meet our inclusion criteria, 20 apps and 22 wearables were included in the review. While all the apps were available in the DACH region, only 30% (6/20) were specifically designed for these countries. Only 25% (5/20) of the apps included sex-specific information; 40% (8/20) provided information from evidence-based research, 35% (7/20) provided general health information without academic and clinical references, and 25% (5/20) did not include any evidence-based or general health information. While 20% (4/20) of the included apps had clinical integration features such as clinician dashboards, only 10% (2/20) had the potential to effectively enhance clinician workflows. Privacy policies were present in 95% (19/20) of the apps, with 75% (15/20) adhering to General Data Protection Regulation (GDPR) regulations; 1 app had no data protection policy. Only 20% (4/20) of the apps were medically certified. For wearables, only 9% (2/22) were tailored to the DACH region, and 40% (9/22) addressed women's health. While around 60% (13/22) offered features to support clinical integration, only 9% (2/22) had the potential to improve clinical workflows. More than half (12/22) of the wearables were medically certified, and 77% (17/22) referenced scientific or peer-reviewed research. All wearables included a privacy policy. Conclusions While many mHealth tools for cardiovascular health are available, only a few provide meaningful value to both patients and clinicians or have the potential to integrate effectively into the health care system. Women's sex-specific needs are often overlooked, and the benefits for clinicians are limited. In addition, mHealth apps largely lack robust evidence, whereas wearables showed comparatively stronger support through evidence-based and medical certification.
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Affiliation(s)
- Gauri Kumari Chauhan
- FHNW - University of Applied Sciences Northwestern Switzerland, Bahnhofstrasse 6, Windisch, 5210, Switzerland, 41 562027464
| | - Patrick Vavken
- Vavken Health Lab, Zürich, Switzerland
- ETH, Zürich, Switzerland
- University of St. Gallen, St. Gallen, Switzerland
| | - Christine Jacob
- FHNW - University of Applied Sciences Northwestern Switzerland, Bahnhofstrasse 6, Windisch, 5210, Switzerland, 41 562027464
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Saliasi I, Lan R, Rhanoui M, Fraticelli L, Viennot S, Tardivo D, Clément C, du Sartz de Vigneulles B, Bernard S, Darlington-Bernard A, Dussart C, Bourgeois D, Carrouel F. French Version of the User Mobile Application Rating Scale: Adaptation and Validation Study. JMIR Mhealth Uhealth 2024; 12:e63776. [PMID: 39447142 PMCID: PMC11527390 DOI: 10.2196/63776] [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: 06/29/2024] [Revised: 09/09/2024] [Accepted: 09/12/2024] [Indexed: 10/26/2024] Open
Abstract
Background Managing noncommunicable diseases effectively requires continuous coordination and monitoring, often facilitated by eHealth technologies like mobile health (mHealth) apps. The end-user version of the Mobile Application Rating Scale is a valuable tool for assessing the quality of mHealth apps from the user perspective. However, the absence of a French version restricts its use in French-speaking countries, where the evaluation and regulation of mHealth apps are still lacking, despite the increasing number of apps and their strong relevance in health care. Objective This study aims to translate and culturally adapt a French version of the user Mobile Application Rating Scale (uMARS-F) and to test its overall and internal reliability. Methods Cross-cultural adaptation and translation followed the universalist approach. The uMARS-F was evaluated as part through a cohort study using the French mHealth app "MonSherpa" (Qare). Participants were French-speaking adults with Apple or Android phones, excluding those with difficulty understanding French, prior app use, or physical limitations. They assessed the app using the uMARS-F twice (T1 and T2) 1 week apart. Scores for each section and overall were assessed for normal distribution using the Shapiro-Wilk test and presented as mean (SD), and potential floor or ceiling effects were calculated accordingly. Overall reliability was evaluated using intraclass correlation coefficients and internal reliability using Cronbach α. Concordance between the 3 subscales (objective quality, subjective quality, and perceived impact), 4 sections, and 26 items at T1 and T2 was evaluated using the paired t test (2-tailed) and Pearson correlation. Results In total, 167 participants assessed the app at both T1 and T2 (100% compliance). Among them, 49.7% (n=83) were female, and 50.3% (n=84) were male, with a mean age of 43 (SD 16) years. The uMARS-F intraclass correlation coefficients were excellent for objective quality (0.959), excellent for subjective quality (0.993), and moderate for perceived impact (0.624). Cronbach α was good for objective quality (0.881), acceptable for subjective quality (0.701), and excellent for perceived impact (0.936). The paired t tests (2-tailed) demonstrated similar scores between the 2 assessments (P>.05), and the Pearson correlation coefficient indicated high consistency in each subscale, section, and item (r>0.76 and P<.001). The reliability and validity of the measures were similar to those found in the original English version as well as in the Spanish, Japanese, Italian, Greek, and Turkish versions that have already been translated and validated. Conclusions The uMARS-F is a valid tool for end users to assess the quality of mHealth apps in French-speaking countries. The uMARS-F used in combination with the French version of the Mobile Application Rating Scale could enable health care professionals and public health authorities to identify reliable, high-quality, and valid apps for patients and should be part of French health care education programs.
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Affiliation(s)
- Ina Saliasi
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
| | - Romain Lan
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
- Anthropologie Bio-Culturelle, Droit, Éthique et Santé Laboratory (ADES, UMR7268), Aix Marseille University, Centre National de la Recherche Scientifique, Etablissement Français du Sang, Marseille, France
| | - Maryem Rhanoui
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
| | - Laurie Fraticelli
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
| | - Stéphane Viennot
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
- Hospices Civils of Lyon, Lyon, France
| | - Delphine Tardivo
- Anthropologie Bio-Culturelle, Droit, Éthique et Santé Laboratory (ADES, UMR7268), Aix Marseille University, Centre National de la Recherche Scientifique, Etablissement Français du Sang, Marseille, France
| | - Céline Clément
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
- Laboratory “Interpsy”, UR4432, University of Lorraine, Nancy, France
| | - Benjamin du Sartz de Vigneulles
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
| | - Sandie Bernard
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
| | - Adeline Darlington-Bernard
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
| | - Claude Dussart
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
- Hospices Civils of Lyon, Lyon, France
| | - Denis Bourgeois
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
- Hospices Civils of Lyon, Lyon, France
| | - Florence Carrouel
- Laboratory Health Systemic Process (P2S), UR4129 Research Unit, University Claude Bernard Lyon 1, University of Lyon, Lyon, France
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Burke C, Reidy K, Ryan P, Jennings AA. GPs' attitudes towards and experiences of using the Dermabuddy health app for the management of patients with dermatological conditions: a descriptive cross-sectional study. BJGP Open 2024; 8:BJGPO.2024.0038. [PMID: 38580390 PMCID: PMC11523523 DOI: 10.3399/bjgpo.2024.0038] [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: 02/06/2024] [Revised: 03/07/2024] [Accepted: 03/25/2024] [Indexed: 04/07/2024] Open
Abstract
BACKGROUND Dermatological presentations are common in primary care. The digital health space is growing in investment, revenue, and in usership numbers. Doctors utilise mobile health apps for referencing, communicating, and for clinical decision making. Dermabuddy is a secure mobile health app by which information and expertise around skin problems can be shared among a group of medical professionals with the aim of finding the best treatment and management plan. AIM To assess the utility of the Dermabuddy health app for GPs and associated trainees in the Republic of Ireland. DESIGN & SETTING This is a descriptive cross-sectional study, which involved a survey link distributed by email to GPs with Irish Medical Council membership. METHOD GPs were surveyed on their experiences of using the dermatology mobile application, Dermabuddy. RESULTS In total, 203 members took this questionnaire (13.5% response rate). Ninety-six per cent who responded to the statement, 'The app was easy to use', agreed it was 'easy' or 'very easy'. Eighty-seven per cent of those who responded to the statement, 'I would use this app again', agreed they 'definitely would'. Fifty-eight per cent of those who responded to the statement, 'The app is useful for my healthcare practice', gave it a five-star rating. The content of 36 comments included advice for improvement and positive feedback. CONCLUSION The Dermabuddy app was well received by participants in this study. Across all sections of the questionnaire looking at aspects of the app, including ease of use, interface and satisfaction, and usefulness, there was a positive response. Mobile health apps, such as Dermabuddy, may provide alternative solutions to meet the rising challenge of managing patients with dermatological conditions in primary care.
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Affiliation(s)
- Caroline Burke
- Department of General Practice, University College Cork, Cork, Republic of Ireland
| | - Karen Reidy
- Department of Dermatology, University Hospital Galway, Galway, Republic of Ireland
| | - Paul Ryan
- Department of General Practice, University College Cork, Cork, Republic of Ireland
| | - Aisling A Jennings
- Department of General Practice, University College Cork, Cork, Republic of Ireland
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Rivera Romero O, Chae HW, Faienza MF, Vergani E, Cheon CK, Di Mase R, Frasca F, Lee HS, Giavoli C, Kim J, Klain A, Moon JE, Iezzi ML, Yeh J, Aversa A, Rhie YJ, Koledova E. Healthcare professionals' perspectives towards the digitalisation of paediatric growth hormone therapies: expert panels in Italy and Korea. Front Endocrinol (Lausanne) 2024; 15:1419667. [PMID: 39050564 PMCID: PMC11266127 DOI: 10.3389/fendo.2024.1419667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 06/18/2024] [Indexed: 07/27/2024] Open
Abstract
Introduction To analyse the perspectives of healthcare professionals (HCPs) regarding the acceptance of digital health solutions for growth hormone (GH) deficiency care. This study identified factors impacting HCPs' intent to use and recommend digital solutions supporting recombinant-human growth hormone (r-hGH) therapy in Italy and Korea with a use case of connected drug delivery system (Aluetta® with Smartdot™) integrated in a platform for GH treatment support (the Growzen™ digital health ecosystem). Methods Participatory workshops were conducted in Rome, Italy, and Seoul, Korea, to collect the perspectives of 22 HCPs on various predefined topics. HCPs were divided into two teams, each moderated by a facilitator. The workshops progressed in five phases: introduction of the project and experts, capturing views on the current context of digitalisation, perceived usefulness and ease of use of Aluetta® with Smartdot™, exploration of the perception of health technology evolution, and combined team recommendations. Data shared by HCPs on technology acceptance were independently analysed using thematic analysis, and relevant findings were shared and validated with experts. Results HCPs from both Italy and Korea perceived Aluetta® with Smartdot™ and the Growzen™ based digital health ecosystem as user-friendly, intuitive, and easy-to-use solutions. These solutions can result in increased adherence, a cost-effective healthcare system, and medication self-management. Although technology adoption and readiness may vary across countries, it was agreed that using digital solutions tailored to the needs of users may help in data-driven clinical decisions and strengthen HCP-patient relationships. Conclusion HCPs' perspectives on the digitalisation in paediatric GH therapies suggested that digital solutions enable automatic, real-time injection data transmission to support adherence monitoring and evidence-based therapy, strengthen HCP-patient relationships, and empower patients throughout the GH treatment process.
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Affiliation(s)
| | - Hyun Wook Chae
- Department of Pediatrics, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Maria Felicia Faienza
- Unit of Endocrinology and Rare Endocrine Diseases, Pediatric Hospital Giovanni XXIII, Bari, Italy
- Department of Precision and Regenerative Medicine and Ionian Area, University of Bari “A. Moro”, Bari, Italy
| | - Edoardo Vergani
- Department of Translational Medicine and Surgery, Agostino Gemelli Polyclinic Foundation, IRCCS – Catholic University of the Sacred Heart, Rome, Italy
| | - Chong Kun Cheon
- Department of Pediatrics, Pusan National University Children’s Hospital, Yangsan, Republic of Korea
| | - Raffaella Di Mase
- Pediatric Endocrinology Unit, University Hospital “Federico II”, Naples, Italy
| | - Francesco Frasca
- Endocrinology Section, Department of Clinical and Experimental Medicine, Garibaldi Nesima Hospital, University of Catania, Catania, Italy
| | - Hae Sang Lee
- Department of Pediatrics, Ajou University School of Medicine, Suwon, Republic of Korea
| | - Claudia Giavoli
- Endocrinology Unit, Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico, Milan, Italy
- Department of Clinical Sciences and Community Health, University of Milan, Milan, Italy
| | - Jihyun Kim
- Department of Pediatrics, Dongguk University Ilsan Hospital, Goyang, Republic of Korea
| | - Antonella Klain
- Pediatric Endocrinology Unit, Santobono Pausilipon Children’s Hospital, Naples, Italy
| | - Jung Eun Moon
- Department of Pediatrics, School of Medicine, Kyungpook National University, Kyungpook National University Hospital, Daegu, Republic of Korea
| | - Maria Laura Iezzi
- Pediatric Department, San Salvatore Hospital, University of L’Aquila, L’Aquila, Italy
| | - James Yeh
- Merck Ltd., Seoul, South Korea, an affiliate of Merck KGaA, Darmstadt, Germany
| | - Antonio Aversa
- Section of Endocrinology, Department of Experimental and Clinical Medicine, Magna Graecia University of Catanzaro, Catanzaro, Italy
| | - Young-Jun Rhie
- Department of Pediatrics, Korea University College of Medicine, Seoul, Republic of Korea
| | - Ekaterina Koledova
- Global Medical Affairs, Cardiometabolic and Endocrinology, Merck Healthcare KGaA, Darmstadt, Germany
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Toïgo M, Marc J, Hayot M, Moulis L, Carbonnel F. Quality Assessment of Smartphone Medication Management Apps in France: Systematic Search. JMIR Mhealth Uhealth 2024; 12:e54866. [PMID: 38498042 PMCID: PMC10985613 DOI: 10.2196/54866] [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: 12/09/2023] [Revised: 01/28/2024] [Accepted: 02/06/2024] [Indexed: 03/19/2024] Open
Abstract
BACKGROUND Adherence to medication is estimated to be around 50% for chronically ill patients in high-income countries. Improving the effectiveness of adherence interventions could have a far greater impact on population health than any improvement in specific medical treatments. Mobile health (mHealth) is one of the most effective solutions for helping patients improve their medication intake, notably through the use of mobile apps with reminder systems. With more than 327,000 apps available in the mHealth field, it is difficult for health care professionals and patients alike to choose which apps to recommend and use. OBJECTIVE We aim to carry out a systematic search of medication management smartphone apps available in France that send reminders to patients and assess their quality using a validated scale. METHODS Mobile apps were identified in October and November 2022 after a systematic keyword search on the 2 main app download platforms: App Store (Apple Inc) and Google Play Store. Inclusion criteria were free availability, date of last update, and availability in French. Next, 2 health care professionals independently evaluated the included apps using the French version of the Mobile App Rating Scale (MARS-F), an objective scoring system validated for assessing the overall quality of apps in the mHealth field. An intraclass correlation coefficient was calculated to determine interrater reliability. RESULTS In total, 960 apps were identified and 49 were selected (25 from the App Store and 24 from the Google Play Store). Interrater reliability was excellent (intraclass correlation coefficient 0.92; 95% CI 0.87-0.95; P<.001). The average MARS-F score was 3.56 (SD 0.49) for apps on the App Store and 3.51 (SD 0.46) for those on the Google Play Store, with 10 apps scoring above 4 out of 5. Further, 2 apps were tested in at least one randomized controlled trial and showed positive results. The 2 apps with the highest ratings were Mediteo rappel de médicaments (Mediteo GmbH) and TOM rappel medicaments, pilule (Innovation6 GmbH), available on both platforms. Each app's MARS-F score was weakly correlated with user ratings on the App Store and moderately correlated on the Google Play Store. CONCLUSIONS To our knowledge, this is the first study that used a validated scoring system to evaluate medication management apps that send medication reminders. The quality of the apps was heterogeneous, with only 2 having been studied in a randomized controlled trial with positive results. The evaluation of apps in real-life conditions by patients is necessary to determine their acceptability and effectiveness. Certification of apps is also essential to help health care professionals and patients identify validated apps.
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Affiliation(s)
- Mickael Toïgo
- Department of General Practice, Univ Montpellier, Montpellier, France
| | - Julie Marc
- Department of General Practice, Univ Montpellier, Montpellier, France
| | - Maurice Hayot
- PhyMedExp, Univ Montpellier, CNRS, INSERM, CHU Montpellier, Montpellier, France
| | - Lionel Moulis
- Clinical Research and Epidemiology Unit, Department of Public Health, Univ Montpellier, CHU Montpellier, Montpellier, France
- Pathogenesis and Control of Chronic and Emerging Infections, Univ Montpellier, INSERM, EFS, University of Antilles, Montpellier, France
| | - Francois Carbonnel
- Department of General Practice, Univ Montpellier, Montpellier, France
- Desbrest Institute of Epidemiology and Public Health, Univ Montpellier, INSERM, Montpellier, France
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Dominiak M, Gędek A, Antosik AZ, Mierzejewski P. Mobile health for mental health support: a survey of attitudes and concerns among mental health professionals in Poland over the period 2020-2023. Front Psychiatry 2024; 15:1303878. [PMID: 38559395 PMCID: PMC10978719 DOI: 10.3389/fpsyt.2024.1303878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 03/01/2024] [Indexed: 04/04/2024] Open
Abstract
Introduction Mobile health (mHealth) has emerged as a dynamic sector supported by technological advances and the COVID-19 pandemic and have become increasingly applied in the field of mental health. Aim The aim of this study was to assess the attitudes, expectations, and concerns of mental health professionals, including psychiatrists, psychologists, and psychotherapists, towards mHealth, in particular mobile health self-management tools and telepsychiatry in Poland. Material and methods This was a survey conducted between 2020 and 2023. A questionnaire was administered to 148 mental health professionals, covering aspects such as telepsychiatry, mobile mental health tools, and digital devices. Results The majority of professionals expressed readiness to use telepsychiatry, with a peak in interest during the COVID-19 pandemic, followed by a gradual decline from 2022. Concerns about telepsychiatry were reported by a quarter of respondents, mainly related to difficulties in correctly assessing the patient's condition, and technical issues. Mobile health tools were positively viewed by professionals, with 86% believing they could support patients in managing mental health and 74% declaring they would recommend patients to use them. Nevertheless, 29% expressed concerns about the effectiveness and data security of such tools. Notably, the study highlighted a growing readiness among mental health professionals to use new digital technologies, reaching 84% in 2023. Conclusion These findings emphasize the importance of addressing concerns and designing evidence-based mHealth solutions to ensure long-term acceptance and effectiveness in mental healthcare. Additionally, the study highlights the need for ongoing regulatory efforts to safeguard patient data and privacy in the evolving digital health landscape.
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Affiliation(s)
- Monika Dominiak
- Department of Pharmacology, Institute of Psychiatry and Neurology, Warsaw, Poland
| | - Adam Gędek
- Department of Pharmacology, Institute of Psychiatry and Neurology, Warsaw, Poland
- Praski Hospital, Warsaw, Poland
| | - Anna Z. Antosik
- Department of Psychiatry, Faculty of Medicine, Collegium Medicum, Cardinal Wyszynski University, Warsaw, Poland
| | - Paweł Mierzejewski
- Department of Pharmacology, Institute of Psychiatry and Neurology, Warsaw, Poland
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Weik L, Fehring L, Mortsiefer A, Meister S. Understanding inherent influencing factors to digital health adoption in general practices through a mixed-methods analysis. NPJ Digit Med 2024; 7:47. [PMID: 38413767 PMCID: PMC10899241 DOI: 10.1038/s41746-024-01049-0] [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: 10/18/2023] [Accepted: 02/16/2024] [Indexed: 02/29/2024] Open
Abstract
Extensive research has shown the potential value of digital health solutions and highlighted the importance of clinicians' adoption. As general practitioners (GPs) are patients' first point of contact, understanding influencing factors to their digital health adoption is especially important to derive personalized practical recommendations. Using a mixed-methods approach, this study broadly identifies adoption barriers and potential improvement strategies in general practices, including the impact of GPs' inherent characteristics - especially their personality - on digital health adoption. Results of our online survey with 216 GPs reveal moderate overall barriers on a 5-point Likert-type scale, with required workflow adjustments (M = 4.13, SD = 0.93), inadequate reimbursement (M = 4.02, SD = 1.02), and high training effort (M = 3.87, SD = 1.01) as substantial barriers. Improvement strategies are considered important overall, with respondents especially wishing for improved interoperability (M = 4.38, SD = 0.81), continued technical support (M = 4.33, SD = 0.91), and improved usability (M = 4.20, SD = 0.88). In our regression model, practice-related characteristics, the expected future digital health usage, GPs' digital affinity, several personality traits, and digital maturity are significant predictors of the perceived strength of barriers. For the perceived importance of improvement strategies, only demographics and usage-related variables are significant predictors. This study provides strong evidence for the impact of GPs' inherent characteristics on barriers and improvement strategies. Our findings highlight the need for comprehensive approaches integrating personal and emotional elements to make digitization in practices more engaging, tangible, and applicable.
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Affiliation(s)
- Lisa Weik
- Health Care Informatics, Faculty of Health, School of Medicine, Witten/Herdecke University, Witten, Germany
| | - Leonard Fehring
- Helios University Hospital Wuppertal, Department of Gastroenterology, Witten/Herdecke University, Wuppertal, Germany
- Faculty of Health, School of Medicine, Witten/Herdecke University, Witten, Germany
| | - Achim Mortsiefer
- General Practice II and Patient-Centredness in Primary Care, Institute of General Practice and Primary Care, Faculty of Health, School of Medicine, Witten/Herdecke University, Witten, Germany
| | - Sven Meister
- Health Care Informatics, Faculty of Health, School of Medicine, Witten/Herdecke University, Witten, Germany.
- Department Healthcare, Fraunhofer Institute for Software and Systems Engineering ISST, Dortmund, Germany.
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Jiang S, Xiong M, Rao X, Liang J, Zhu X, Fu H, Chen J, Wang C. Medical Personnel Behavior Preferences for Providing mHealth Service in China: A Discrete Choice Experiment. Risk Manag Healthc Policy 2023; 16:2405-2418. [PMID: 38024491 PMCID: PMC10646158 DOI: 10.2147/rmhp.s430636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 10/30/2023] [Indexed: 12/01/2023] Open
Abstract
Purpose This study aims to investigate factors affecting medical personnel behavioral preferences for providing mHealth in China, so as to provide decision-making basis for mHealth providers and managers to encourage more doctors to participate in mHealth service delivery. Methods Typical case sampling techniques were applied in a hospital setting to conduct a discrete choice experimental questionnaire survey of doctors (n=216) concerning mHealth preferences between July and October 2022. A conditional logit model was used to assess medical personnel preferences for each attribute and level of mHealth services. Results Length of service, information security, subjects of treatment and financial compensation all have a significant effect on medical staff's preference for providing mHealth services (p < 0.05). In terms of service duration and financial compensation, medical staff preferred mHealth services that provided shorter service duration and higher financial compensation; in terms of information security, medical staff preferred mHealth services with confidentiality of diagnostic and therapeutic information compared to information disclosure; and in terms of treatment targets, medical staff preferred the general population compared to key populations, such as pregnant women, the elderly, infants and children. Conclusion The preference of medical professionals to provide mHealth services is affected by a variety of factors. By enhancing the confidentiality of information in mHealth services, providing more options for service recipients, increasing their financial compensation, and shortening the duration of the service or increasing the number of service hours that can be adjusted can guide improvement of mHealth services and promoting of its adoption among medical professionals.
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Affiliation(s)
- Shuai Jiang
- The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, People’s Republic of China
- Institute for Hospital Management of Henan Province, Zhengzhou, Henan, People’s Republic of China
| | - Man Xiong
- School of Health Management, Southern Medical University, Guangzhou, Guangdong, People’s Republic of China
| | - Xinyi Rao
- School of Health Management, Southern Medical University, Guangzhou, Guangdong, People’s Republic of China
| | - Jieting Liang
- School of Health Management, Southern Medical University, Guangzhou, Guangdong, People’s Republic of China
| | - Xinghan Zhu
- School of Health Management, Southern Medical University, Guangzhou, Guangdong, People’s Republic of China
| | - Hang Fu
- The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, People’s Republic of China
- Institute for Hospital Management of Henan Province, Zhengzhou, Henan, People’s Republic of China
| | - Jiangyun Chen
- School of Health Management, Southern Medical University, Guangzhou, Guangdong, People’s Republic of China
| | - Chengzeng Wang
- The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, People’s Republic of China
- Institute for Hospital Management of Henan Province, Zhengzhou, Henan, People’s Republic of China
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van Kessel R, Roman-Urrestarazu A, Anderson M, Kyriopoulos I, Field S, Monti G, Reed SD, Pavlova M, Wharton G, Mossialos E. Mapping Factors That Affect the Uptake of Digital Therapeutics Within Health Systems: Scoping Review. J Med Internet Res 2023; 25:e48000. [PMID: 37490322 PMCID: PMC10410406 DOI: 10.2196/48000] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Revised: 05/31/2023] [Accepted: 06/16/2023] [Indexed: 07/26/2023] Open
Abstract
BACKGROUND Digital therapeutics are patient-facing digital health interventions that can significantly alter the health care landscape. Despite digital therapeutics being used to successfully treat a range of conditions, their uptake in health systems remains limited. Understanding the full spectrum of uptake factors is essential to identify ways in which policy makers and providers can facilitate the adoption of effective digital therapeutics within a health system, as well as the steps developers can take to assist in the deployment of products. OBJECTIVE In this review, we aimed to map the most frequently discussed factors that determine the integration of digital therapeutics into health systems and practical use of digital therapeutics by patients and professionals. METHODS A scoping review was conducted in MEDLINE, Web of Science, Cochrane Database of Systematic Reviews, and Google Scholar. Relevant data were extracted and synthesized using a thematic analysis. RESULTS We identified 35,541 academic and 221 gray literature reports, with 244 (0.69%) included in the review, covering 35 countries. Overall, 85 factors that can impact the uptake of digital therapeutics were extracted and pooled into 5 categories: policy and system, patient characteristics, properties of digital therapeutics, characteristics of health professionals, and outcomes. The need for a regulatory framework for digital therapeutics was the most stated factor at the policy level. Demographic characteristics formed the most iterated patient-related factor, whereas digital literacy was considered the most important factor for health professionals. Among the properties of digital therapeutics, their interoperability across the broader health system was most emphasized. Finally, the ability to expand access to health care was the most frequently stated outcome measure. CONCLUSIONS The map of factors developed in this review offers a multistakeholder approach to recognizing the uptake factors of digital therapeutics in the health care pathway and provides an analytical tool for policy makers to assess their health system's readiness for digital therapeutics.
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Affiliation(s)
- Robin van Kessel
- LSE Health, Department of Health Policy, London School of Economics and Political Science, London, United Kingdom
- Department of International Health, Care and Public Health Research Institute, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, Netherlands
| | - Andres Roman-Urrestarazu
- Department of Psychiatry, University of Cambridge, Cambridge, United Kingdom
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, United States
| | - Michael Anderson
- LSE Health, Department of Health Policy, London School of Economics and Political Science, London, United Kingdom
| | - Ilias Kyriopoulos
- LSE Health, Department of Health Policy, London School of Economics and Political Science, London, United Kingdom
| | - Samantha Field
- Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Giovanni Monti
- LSE Health, Department of Health Policy, London School of Economics and Political Science, London, United Kingdom
| | - Shelby D Reed
- Duke Clinical Research Institute, Duke University School of Medicine, Durham, NC, United States
| | - Milena Pavlova
- Department of Health Services Research, Care and Public Health Research Institute, Faculty of Health Medicine and Life Science, Maastricht University, Maastricht, Netherlands
| | - George Wharton
- LSE Health, Department of Health Policy, London School of Economics and Political Science, London, United Kingdom
| | - Elias Mossialos
- LSE Health, Department of Health Policy, London School of Economics and Political Science, London, United Kingdom
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
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11
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Kheirinejad S, Visuri A, Suryanarayana SA, Hosio S. Exploring mHealth applications for self-management of chronic low back pain: A survey of features and benefits. Heliyon 2023; 9:e16586. [PMID: 37346357 PMCID: PMC10279785 DOI: 10.1016/j.heliyon.2023.e16586] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Revised: 05/19/2023] [Accepted: 05/22/2023] [Indexed: 06/23/2023] Open
Abstract
The adoption of Mobile Health (mHealth) for self-management is growing. mHealth solutions are commonly used in public healthcare and health services, where they are appreciated for their ease of use, broad reach, and wide acceptance. Chronic Low Back Pain (CLBP) is one of the most common health problems and a leading cause of disability. As such, it imposes a tremendous burden on patients and society. Studies have proposed that mHealth self-management solutions, such as mobile applications, can supplement traditional care methods and benefit patients, particularly in self-managing CLBP easier. To this end, the number of available mobile applications for CLBP has increased. This paper i) provides an overview of scientific studies on mobile applications for CLBP management from three different viewpoints: researchers, health professionals, and patients, ii) uncovers the application features that were seen as beneficial in the studies, and iii) contrasts the currently available applications for CLBP in Google Play Store and Apple App Store against the discovered features. The findings show that "Personalization and customization" is the most significant feature as it is beneficial from stakeholders' viewpoint and is represented by most applications. In contrast, "Gamification" and "Artificial intelligence" are the least significant features, indicating a lack of attention from application creators and researchers in this area.
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12
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Ting A, McLachlan C. Dr. Smartphone, can you support my trauma? An informatics analysis study of App Store apps for trauma- and stressor-related disorders. PeerJ 2023; 11:e15366. [PMID: 37187512 PMCID: PMC10178213 DOI: 10.7717/peerj.15366] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 04/16/2023] [Indexed: 05/17/2023] Open
Abstract
Background Psychological trauma is prevalent in developed countries, with prevalence rates and treatment needs exceeding health system capacity. As telemedicine and out-of-patient care are promoted, there has been an expansion of digital apps to compliment therapeutic stages in psychological trauma. To date there are no reviews that have compared these apps and their clinical utility. This study aims to identify the availability of trauma- and stressor-related mhealth apps, assess their functionality, and review their therapeutic abilities. Methodology The authors conducted a systematic search using an iPhone 13 Pro in the Australian IOS App Store to extract trauma- and stressor-related apps that resulted from the search criteria. A cross-adaptation of the Mobile App Rating Scale (MARS) and the Comprehensive App Evaluation Model (CAEM) were used as a framework to produce the mTrauma App Evaluation Conceptual Model and Informatics Framework. App content descriptors were analysed based on their general characteristics, usability, therapeutic focus, clinical utility, data integration. Following an applicability in concordance with psychological trauma-informed delivery. Results A total of 234 apps resulting from the search strategy were screened, with 81 apps that met the inclusion criteria. The majority of apps were marketed to 4+ to 17+ years of age, categorised as 'health and fitness', with the highest target markets observed for adolescents, children, parents, clinicians, and clients. A total of 43 apps (53.1%) contained a trauma-informed specified section, and 37 (45.7%) incorporated a section useful to support trauma-related symptoms. A significant number of apps there was an absence of therapeutic utility (in 32 apps (39.5%)). Most apps were supporting post-traumatic stress disorder-informed, cognitive behavioural therapy and eye movement desensitisation and reprocessing. Provision of psychoeducation, courses, guided sessions, trainings, self-reflection/journaling, symptom management and progress tracking were highly present. Conclusions Trauma-informed mobile apps are available in the App Store, expanding in its target market reach and usability, with an increase of creative psychotherapies being introduced alongside conventional modalities. However, based on the app descriptors, the scarcity of evidenced-based testimonials and therapeutic applicability remains questionable for clinical validity. Although mhealth tools are marketed as trauma-related, current available apps employ a multifunctional approach to general psychological symptomatology, through to associated comorbid conditions and emphasizes on passive activity. For higher uptake on user engagement, clinical application and validity, trauma-apps require curated specification to fulfil its role as complimentary psychological treatment.
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Affiliation(s)
- Amanda Ting
- Centre for Healthy Futures, Torrens University Australia, Surry Hills, New South Wales, Australia
| | - Craig McLachlan
- Centre for Healthy Futures, Torrens University Australia, Surry Hills, New South Wales, Australia
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13
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Kyytsönen M, Vehko T, Anttila H, Ikonen J. Factors associated with use of wearable technology to support activity, well-being, or a healthy lifestyle in the adult population and among older adults. PLOS DIGITAL HEALTH 2023; 2:e0000245. [PMID: 37163490 PMCID: PMC10171588 DOI: 10.1371/journal.pdig.0000245] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Accepted: 04/03/2023] [Indexed: 05/12/2023]
Abstract
The use of wearable technology, which is often acquired to support well-being and a healthy lifestyle, has become popular in Western countries. At the same time, healthcare is gradually taking the first steps to introduce wearable technology into patient care, even though on a large scale the evidence of its' effectiveness is still lacking. The objective of this study was to identify the factors associated with use of wearable technology to support activity, well-being, or a healthy lifestyle in the Finnish adult population (20-99) and among older adults (65-99). The study utilized a cross-sectional population survey of Finnish adults aged 20 and older (n = 6,034) to analyse non-causal relationships between wearable technology use and the users' characteristics. Logistic regression models of wearable technology use were constructed using statistically significant sociodemographic, well-being, health, benefit, and lifestyle variables. Both in the general adult population and among older adults, wearable technology use was associated with getting aerobic physical activity weekly according to national guidelines and with marital status. In the general adult population, wearable technology use was also associated with not sleeping enough and agreeing with the statement that social welfare and healthcare e-services help in taking an active role in looking after one's own health and well-being. Younger age was associated with wearable technology use in the general adult population but for older adults age was not a statistically significant factor. Among older adults, non-use of wearable technology went hand in hand with needing guidance in e-service use, using a proxy, or not using e-services at all. The results support exploration of the effects of wearable technology use on maintaining an active lifestyle among adults of all ages.
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Affiliation(s)
- Maiju Kyytsönen
- Health and Social Service System Research, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Tuulikki Vehko
- Health and Social Service System Research, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Heidi Anttila
- Functioning and Service Needs, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Jonna Ikonen
- Monitoring, Finnish Institute for Health and Welfare, Helsinki, Finland
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14
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Zielasek J, Reinhardt I, Schmidt L, Gouzoulis-Mayfrank E. Adapting and Implementing Apps for Mental Healthcare. Curr Psychiatry Rep 2022; 24:407-417. [PMID: 35835898 PMCID: PMC9283030 DOI: 10.1007/s11920-022-01350-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 06/01/2022] [Indexed: 11/03/2022]
Abstract
PURPOSE OF REVIEW To describe examples of adapting apps for use in mental healthcare and to formulate recommendations for successful adaptation in mental healthcare settings. RECENT FINDINGS International examples are given to explore implementation procedures to address this multitude of challenges. There are only few published examples of adapting apps for use in mental healthcare. From these examples and from results of studies in implementation science in general clinical settings, it can be concluded that the process of adapting apps for mental healthcare needs to address clinician training and information needs, user needs which include cultural adaptation and go beyond mere translation, and organizational needs for blending app use into everyday clinical mental healthcare workflows.
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Affiliation(s)
- Jürgen Zielasek
- Section of Healthcare Research, LVR-Institute for Research and Education, Wilhelm-Griesinger Str. 23, 51109, Cologne, Germany.
- Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.
| | - Isabelle Reinhardt
- Section of Healthcare Research, LVR-Institute for Research and Education, Wilhelm-Griesinger Str. 23, 51109, Cologne, Germany
| | - Laura Schmidt
- Section of Healthcare Research, LVR-Institute for Research and Education, Wilhelm-Griesinger Str. 23, 51109, Cologne, Germany
| | - Euphrosyne Gouzoulis-Mayfrank
- Section of Healthcare Research, LVR-Institute for Research and Education, Wilhelm-Griesinger Str. 23, 51109, Cologne, Germany
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15
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3 a edizione Giornate della ricerca scientifica e delle esperienze professionali dei giovani: Società Italiana di Igiene, Medicina Preventiva e Sanità Pubblica (SItI) 25-26 marzo 2022. JOURNAL OF PREVENTIVE MEDICINE AND HYGIENE 2022; 63:E1-E57. [PMID: 36017074 PMCID: PMC9364697 DOI: 10.15167/2421-4248/jpmh2022.63.1s1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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16
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Knowledge and Behaviours towards Immunisation Programmes: Vaccine Hesitancy during the COVID-19 Pandemic Era. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19074359. [PMID: 35410045 PMCID: PMC8999062 DOI: 10.3390/ijerph19074359] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 04/02/2022] [Accepted: 04/04/2022] [Indexed: 02/04/2023]
Abstract
Assessing knowledge, attitudes and behaviours towards vaccination is a key strategy when implementing national and international immunisation programmes aimed at improving compliance among the population and thereby increasing vaccination coverage. While vaccination's role as a powerful life-saving weapon in the fight against infectious diseases has been further highlighted following the introduction of the Coronavirus Disease 2019 (COVID-19) vaccine, there is still a discrepancy between the scientific evidence on the effectiveness of vaccines and the perception of the risk attributed to them. Known as "Vaccine Hesitancy" (VH), this phenomenon is the delay in acceptance or refusal of vaccines, despite the availability of services. VH can be found in at least 15% of the worldwide population, and even professional groups tasked with promoting vaccination as a primary prevention measure, e.g., healthcare workers (HCWs), sometimes have doubts regarding vaccination. Since 2014, this Public Health problem has been increasing in 90% of countries worldwide, to the extent that in 2019 it was listed as one of the ten greatest threats to global health by the World Health Organization (WHO). VH has also affected COVID-19 vaccination, hampering the achievement of desired vaccination coverage. Monitoring this trend by studying people's behaviour and attitudes could be a useful tool to aid Public Health, in orienting vaccination policies and designing new health education and continuous training interventions, aimed at both the general public and accountable cohorts, such as HCWs.
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17
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Jezrawi R, Balakumar S, Masud R, Gabizon I, Bhagirath V, Varughese J, Brown M, Trottier D, Schwalm JD, McGillion M, Alvarez E, Lokker C. Patient and physician perspectives on the use and outcome measures of mHealth apps: Exploratory survey and focus group study. Digit Health 2022; 8:20552076221102773. [PMID: 35646382 PMCID: PMC9136450 DOI: 10.1177/20552076221102773] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 05/05/2022] [Indexed: 11/16/2022] Open
Abstract
Objective Factors that physicians and patients consider when making decisions about
using or recommending health apps are not well understood. We explored these
factors to better assess how to support such decision making. Methods We conducted an exploratory cross-sectional study in Ontario using
qualitative focus groups and quantitative surveys. 133 physicians and 94
community dwelling adults completed online surveys and we held two focus
groups of nine community dwelling participants who had cardiovascular risk
factors and an interest in using mHealth apps. Quantitative survey data was
analyzed descriptively. Focus groups were audio-recorded and transcribed
verbatim prior to inductive thematic content analysis. We integrated the
results from the surveys and focus groups to understand factors that
influence physicians' and patients' selection and use of such apps. Results Physicians recommend apps to patients but the level of evidence they prefer
to use to guide selection did not align with what they were currently using.
Patients trusted recommendations and reviews from medical organizations and
healthcare professionals when selecting apps and were motivated to continue
using apps when they supported goal setting and tracking, data sharing,
decision making, and empowerment. Conclusions The findings highlight the significance of evaluating mHealth apps based on
metrics that patients and physicians value beyond usage and clinical outcome
data. Patients engage with apps that support them in confidently managing
their health. Increased training and awareness of apps and creating a more
rigorous evidence base showing the value of apps to supporting health goals
will support greater adoption and acceptance of mHealth apps.
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Affiliation(s)
- Rita Jezrawi
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
| | - Sarmini Balakumar
- Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, Canada
| | - Rafia Masud
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
| | - Itzhak Gabizon
- Department of Cardiology, Soroka University Medical Center, University of the Negev, Beer-Sheva, Israel
| | - Vinai Bhagirath
- Department of Medicine, McMaster University, Hamilton, Canada
| | - Jobin Varughese
- Department of Family Medicine, McMaster University, Hamilton, Canada.,Queen Square Family Health Team, Brampton, Canada
| | - Michael Brown
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
| | - Dan Trottier
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, Canada
| | - J D Schwalm
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, Canada
| | | | - Elizabeth Alvarez
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
| | - Cynthia Lokker
- Department of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Canada
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