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Bielick C, Canan C, Ingersoll K, Waldman AL, Schwendinger J, Dillingham R. Three-Year Follow-up of PositiveLinks: Higher Use of mHealth Platform Associated with Sustained HIV Suppression. AIDS Behav 2024; 28:2708-2718. [PMID: 38869759 PMCID: PMC11286697 DOI: 10.1007/s10461-024-04405-z] [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] [Accepted: 05/30/2024] [Indexed: 06/14/2024]
Abstract
PositiveLinks (PL) is a mHealth platform to support care engagement by people with HIV (PWH). Daily reminders prompt the user to report medication adherence, mood, and daily stress. Higher response rate to PL check-ins has been associated with better suppression of viral load over 6-18 months. We conducted a retrospective chart review for a three-year period collecting demographic information, average mood and stress scores, and all viral loads obtained in usual patient care. We performed multivariable logistic regression modeling to identify factors associated with loss of viral load suppression and a time-to-event survival analysis until first unsuppressed viral load stratified by PL usage. Of the 513 PWH included, 103 had at least one episode of viral non-suppression. Low users of PL were more likely to have an unsuppressed viral load with an adjusted Odds Ratio (aOR) of 5.8 (95% CI 3.0-11.5, p < 0.001). Protective factors included older age (aOR 0.96; 95% CI 0.93-0.98, p = 0.003) and income above the federal poverty level (FPL) (aOR 0.996; 95% CI 0.995-0.998, p < 0.001). High PL use was also associated with better viral load suppression (VLS) over time (p < 0.0001 ((aHR) of 0.437 (95% CI 0.290-0.658, p < 0.001)) after adjusting for age and FPL. High stress scores were related to subsequent loss of viral suppression in an exploratory analysis. High check-in response rate on the PL app, older age, and higher income are associated with sustained VLS over time. Conversely, lack of response to check-ins or increased reported stress may signal a need for additional support.
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Affiliation(s)
- Catherine Bielick
- Division of Infectious Diseases and International Health, University of Virginia, Charlottesville, VA, USA.
| | - Chelsea Canan
- Division of Disease Prevention, Virginia Department of Health, Richmond, VA, USA
| | - Karen Ingersoll
- Department of Psychiatry and Neurobehavioral Sciences, University of Virginia, Charlottesville, VA, USA
| | - Ava Lena Waldman
- Department of Psychiatry and Neurobehavioral Sciences, University of Virginia, Charlottesville, VA, USA
| | - Jason Schwendinger
- Department of Psychiatry and Neurobehavioral Sciences, University of Virginia, Charlottesville, VA, USA
| | - Rebecca Dillingham
- Division of Infectious Diseases and International Health, University of Virginia, Charlottesville, VA, USA
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Flickinger TE, Waselewski M, Tabackman A, Huynh J, Hodges J, Otero K, Schorling K, Ingersoll K, Tiouririne NAD, Dillingham R. Communication between patients, peers, and care providers through a mobile health intervention supporting medication-assisted treatment for opioid use disorder. PATIENT EDUCATION AND COUNSELING 2022; 105:2110-2115. [PMID: 35260260 PMCID: PMC10112280 DOI: 10.1016/j.pec.2022.02.014] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Revised: 02/08/2022] [Accepted: 02/21/2022] [Indexed: 05/02/2023]
Abstract
INTRODUCTION Our team developed the HOPE app as a clinic-based platform to support patients receiving medication assisted treatment (MAT) for opioid use disorder. We investigated the app's two communication features: an anonymous community message board (CMB) and secure messaging between patients and their clinic team. METHODS The HOPE (Heal Overcome Persist Endure) app was piloted with patients and MAT providers. Text from the CMB and messaging were downloaded and de-identified. Content analysis was performed using iteratively developed codebooks with team consensus. RESULTS The pilot study enrolled 28 participants; 25 were "members" (patients) and 3 were providers (physician, nurse, social worker). Of member-generated CMB posts, 45% described the poster's state of mind, including positive and negative emotions, 47% conveyed support and 8% asked for support. Members' secure messages to the team included 52% medical, 45% app-related, and 8% social topics. Provider's messages contained information exchange (90%) and relationship-building (36%). DISCUSSION Through the CMB, members shared emotions and social support with their peers. Through secure messaging, members addressed medical and social needs with their care team, used primarily for information exchange but also relationship-building. PRACTICE IMPLICATIONS The HOPE app addresses communication needs for patients in MAT and can support them in recovery.
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Affiliation(s)
- Tabor E Flickinger
- Department of Medicine, University of Virginia School of Medicine, Charlottesville, VA, USA.
| | - Marika Waselewski
- Department of Family Medicine, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Alexa Tabackman
- University of Virginia School of Medicine, Charlottesville, VA, USA
| | | | - Jacqueline Hodges
- Department of Medicine, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Kori Otero
- Department of Medicine, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Kelly Schorling
- Department of Psychiatry and Neurobehavioral Sciences, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Karen Ingersoll
- Department of Psychiatry and Neurobehavioral Sciences, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Nassima Ait-Daoud Tiouririne
- Department of Psychiatry and Neurobehavioral Sciences, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Rebecca Dillingham
- Department of Medicine, University of Virginia School of Medicine, Charlottesville, VA, USA
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Wannheden C, Åberg-Wennerholm M, Dahlberg M, Revenäs Å, Tolf S, Eftimovska E, Brommels M. Digital Health Technologies Enabling Partnerships in Chronic Care Management: A Scoping Review (Preprint). J Med Internet Res 2022; 24:e38980. [PMID: 35916720 PMCID: PMC9379797 DOI: 10.2196/38980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2022] [Revised: 06/02/2022] [Accepted: 06/16/2022] [Indexed: 11/13/2022] Open
Affiliation(s)
- Carolina Wannheden
- Medical Management Centre, Department of Learning, Informatics, Management and Ethics, Karolinska Institutet, Stockholm, Sweden
| | - Matilda Åberg-Wennerholm
- Medical Management Centre, Department of Learning, Informatics, Management and Ethics, Karolinska Institutet, Stockholm, Sweden
| | - Marie Dahlberg
- Medical Management Centre, Department of Learning, Informatics, Management and Ethics, Karolinska Institutet, Stockholm, Sweden
| | - Åsa Revenäs
- Medical Management Centre, Department of Learning, Informatics, Management and Ethics, Karolinska Institutet, Stockholm, Sweden
- Division of Physiotherapy, School of Health Care and Social Welfare, Mälardalen University, Västerås, Sweden
- Center for Clinical Research, County of Västmanland, Uppsala University, Västerås, Sweden
| | - Sara Tolf
- Medical Management Centre, Department of Learning, Informatics, Management and Ethics, Karolinska Institutet, Stockholm, Sweden
| | - Elena Eftimovska
- Medical Management Centre, Department of Learning, Informatics, Management and Ethics, Karolinska Institutet, Stockholm, Sweden
| | - Mats Brommels
- Medical Management Centre, Department of Learning, Informatics, Management and Ethics, Karolinska Institutet, Stockholm, Sweden
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LeBaron V, Boukhechba M, Edwards J, Flickinger T, Ling D, Barnes LE. Exploring the use of wearable sensors and natural language processing technology to improve patient-clinician communication: Protocol for a feasibility study (Preprint). JMIR Res Protoc 2022; 11:e37975. [PMID: 35594139 PMCID: PMC9166632 DOI: 10.2196/37975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 03/24/2022] [Accepted: 03/30/2022] [Indexed: 11/13/2022] Open
Affiliation(s)
- Virginia LeBaron
- School of Nursing, University of Virginia, Charlottesville, VA, United States
| | - Mehdi Boukhechba
- School of Engineering & Applied Science, University of Virginia, Charlottesville, VA, United States
| | - James Edwards
- School of Nursing, University of Virginia, Charlottesville, VA, United States
| | - Tabor Flickinger
- School of Medicine, University of Virginia, Charlottesville, VA, United States
| | - David Ling
- School of Medicine, University of Virginia, Charlottesville, VA, United States
| | - Laura E Barnes
- School of Engineering & Applied Science, University of Virginia, Charlottesville, VA, United States
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PositiveLinks and the COVID-19 Response: Importance of Low-Barrier Messaging for PLWH in Non-urban Virginia in a Crisis. AIDS Behav 2021; 25:3519-3527. [PMID: 33974168 PMCID: PMC8111858 DOI: 10.1007/s10461-021-03294-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/29/2021] [Indexed: 11/05/2022]
Abstract
PositiveLinks (PL) is an evidence-based mobile health intervention promoting engagement in care for people living with HIV. PL offers secure, in-app patient-provider messaging. We investigated messaging during the early COVID-19 pandemic, comparing messages exchanged between 01/13/2020 and 03/01/2020 (“Pre-COVID”) to messages exchanged between 03/02/2020 and 04/19/2020 (“early COVID”) using Poisson regression. We performed qualitative analysis on a subset of messages exchanged between 02/01/2020 and 03/31/2020. Between “Pre-COVID” and “early COVID” periods, weekly member and provider messaging rates increased significantly. Of the messages analyzed qualitatively, most (53.3%) addressed medical topics, and more than a fifth (21.3%) addressed social issues. COVID-related messages often focused on care coordination and risk information; half of COVID messages contained rapport-building. PL patients (“members”) and providers used in-app secure messaging to reach out to one another, identifying needs, organizing receipt of healthcare resources, and strengthening patient-care team relationships. These findings underscore the importance of low-barrier messaging during a crisis.
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Saberi P, Lisha NE, Erguera XA, Hudes ES, Johnson MO, Ruel T, Neilands TB. A Mobile Health App (WYZ) for Engagement in Care and Antiretroviral Therapy Adherence Among Youth and Young Adults Living With HIV: Single-Arm Pilot Intervention Study. JMIR Form Res 2021; 5:e26861. [PMID: 34463622 PMCID: PMC8441610 DOI: 10.2196/26861] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 03/07/2021] [Accepted: 07/26/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Youth are globally recognized as being vulnerable to HIV. Younger age has been correlated with worse health outcomes. Mobile health (mHealth) interventions have the potential to interact with youth where they are, using a device they already access. OBJECTIVE Using predefined benchmarks, we sought to evaluate the feasibility and acceptability of WYZ, an mHealth app, for improved engagement in care and antiretroviral therapy (ART) adherence among youth and young adults living with HIV. WYZ was designed and developed with input from youth and young adults living with HIV using a human-centered design approach and was based on the information, motivation, and behavioral skills framework to address common barriers to care and ART adherence among youth and young adults living with HIV. METHODS We recruited youth and young adults living with HIV (18-29 years old) from the San Francisco Bay Area to take part in a 6-month pilot trial. Their participation included completing baseline and exit surveys, and participating in seven phone check-ins about their use of WYZ. RESULTS Youth and young adults living with HIV (N=79) reported high levels of feasibility and acceptability with WYZ use. We met predefined benchmarks for recruitment (79/84, 94%), mean logins per week (5.3), tracking ART adherence (5442/9393, 57.9%), posting chat topics per week (4.8), and app crashes reported per week (0.24). The ease of app download, install, and setup, and comfort with security, privacy, and anonymity were highly rated (all over 91%). Additionally, participants reported high satisfaction for a research project that was remotely conducted. Participants used the app for shorter timeframes compared to the predefined benchmark. CONCLUSIONS We noted high feasibility and acceptability with WYZ. Further research to examine the efficacy of WYZ will enable youth and young adults living with HIV and their providers to make informed decisions when using, recommending, and prescribing the app for improved engagement in HIV care and ART adherence. TRIAL REGISTRATION ClinicalTrials.gov NCT03587857; https://clinicaltrials.gov/ct2/show/NCT03587857.
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Affiliation(s)
- Parya Saberi
- Department of Medicine, University of California, San Francisco, San Francisco, CA, United States
| | - Nadra E Lisha
- Center for Tobacco Control Research and Education, University of California, San Francisco, San Francisco, CA, United States
| | - Xavier A Erguera
- Department of Medicine, University of California, San Francisco, San Francisco, CA, United States
| | - Estie Sid Hudes
- Department of Medicine, University of California, San Francisco, San Francisco, CA, United States
| | - Mallory O Johnson
- Department of Medicine, University of California, San Francisco, San Francisco, CA, United States
| | - Theodore Ruel
- Department of Pediatrics, University of California, San Francisco, San Francisco, CA, United States
| | - Torsten B Neilands
- Department of Medicine, University of California, San Francisco, San Francisco, CA, United States
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Hodges J, Zhdanova S, Koshkina O, Suzdalnitsky A, Waldman AL, Schwendinger J, Vitko S, Plenskey A, Plotnikova Y, Moiseeva E, Koshcheyev M, Sebekin S, Ogarkov O, Dillingham R, Heysell S. Implementation of a Mobile Health Strategy to Improve Linkage to and Engagement with HIV Care for People Living with HIV, Tuberculosis, and Substance Use in Irkutsk, Siberia. AIDS Patient Care STDS 2021; 35:84-91. [PMID: 33538649 PMCID: PMC7987354 DOI: 10.1089/apc.2020.0233] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
In Irkutsk, Siberia, there is a high prevalence of HIV and tuberculosis (TB) coinfection. Mobile health (mHealth) strategies have shown promise for increasing linkage to and engagement in care for people living with HIV (PLWH) in other contexts. We evaluated outcomes for a cohort of PLWH, TB, and substance use in Irkutsk after participation in a multi-feature mHealth intervention called MOCT. Sixty patients were enrolled during hospitalization for TB. We evaluated participant app usage, linkage to HIV care postdischarge, perception of self-efficacy related to HIV care, and HIV-related clinical outcomes at 6 months. We also performed an exploratory analysis to compare a subset of 49 patients with a pre-intervention cohort matched for age and gender. Participants demonstrated engagement with app features examined at 6 months. The majority linked to HIV care by 6 months (83%). Self-scoring of confidence in ability to communicate with HIV providers improved from baseline (median score 8, scale 1-10) to 6 months (10, p = 0.004). A higher proportion of the MOCT subset refilled antiretroviral therapy (69% vs. 43% in pre-intervention cohort, p = 0.01), with fewer deaths in the MOCT subset at 6 months (1 death vs. 10 deaths in pre-intervention cohort, p = 0.02) and a decreased likelihood of developing the composite outcome of death/failure to achieve viral suppression at 6 months (adjusted odds ratio = 0.33, p = 0.029). This study demonstrates preliminary intervention uptake and improvement in short-term outcomes for an urban cohort of PLWH, TB, and substance use enrolled in a multi-feature mHealth intervention, a novel strategy for the context. Clinical Trial Registration Number: NCT03819374.
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Affiliation(s)
- Jacqueline Hodges
- Division of Infectious Diseases and International Health, University of Virginia, Charlottesville, Virginia, USA.,Address correspondence to: Jacqueline Hodges, MD, MPH, Division of Infectious Diseases and International Health, University of Virginia, 1215 Lee Street, Charlottesville, VA 22902, USA
| | - Svetlana Zhdanova
- Department of Epidemiology and Microbiology, Scientific Centre for Family Health and Human Reproduction Problems, Irkutsk, Russian Federation
| | - Olga Koshkina
- Irkutsk Regional Tuberculosis Referral Hospital, Irkutsk, Russian Federation
| | - Alexey Suzdalnitsky
- Irkutsk Regional Tuberculosis Referral Hospital, Irkutsk, Russian Federation
| | - Ava Lena Waldman
- Division of Infectious Diseases and International Health, University of Virginia, Charlottesville, Virginia, USA
| | - Jason Schwendinger
- Division of Infectious Diseases and International Health, University of Virginia, Charlottesville, Virginia, USA
| | - Serhiy Vitko
- Division of Infectious Diseases and International Health, University of Virginia, Charlottesville, Virginia, USA
| | | | | | - Elena Moiseeva
- Irkutsk Regional Tuberculosis Referral Hospital, Irkutsk, Russian Federation
| | - Mikhail Koshcheyev
- Irkutsk Regional Tuberculosis Referral Hospital, Irkutsk, Russian Federation
| | - Sergey Sebekin
- Irkutsk Regional AIDS Centre, Irkutsk, Russian Federation
| | - Oleg Ogarkov
- Department of Epidemiology and Microbiology, Scientific Centre for Family Health and Human Reproduction Problems, Irkutsk, Russian Federation
| | - Rebecca Dillingham
- Division of Infectious Diseases and International Health, University of Virginia, Charlottesville, Virginia, USA
| | - Scott Heysell
- Division of Infectious Diseases and International Health, University of Virginia, Charlottesville, Virginia, USA
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Ventuneac A, Kaplan-Lewis E, Buck J, Roy R, Aberg CE, Duah BA, Forcht E, Cespedes M, Aberg JA. A mobile health intervention in HIV primary care: supporting patients at risk for ART non-adherence. HIV Res Clin Pract 2020; 21:140-150. [PMID: 33369547 DOI: 10.1080/25787489.2020.1862972] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Mobile health (mHealth) interventions that are integrated in HIV clinical settings to facilitate ongoing patient-provider communication between primary care visits are garnering evidence for their potential in improving HIV outcomes. Rango is an mHealth intervention to support engagement in HIV care and treatment adherence. This study used a single-arm prospective design with baseline and 6-month assessments for pre-post comparisons, as well as a matched patient sample for between-group comparisons to test Rango's preliminary efficacy in increasing viral suppression. The Rango sample (n = 406) was predominantly 50 years of age or older (63%; M = 50.67; SD = 10.97, 23-82), Black/African-American (44%) or Hispanic/Latinx (38%), and male (59%). At baseline, 18% reported missing at least one dose of ART in the prior three days and chart reviews of recent VL showed that nearly 82% of participants were virally suppressed. Overall 95% of the patients enrolled in Rango returned for a medical follow-up visit. Of the 65 unsuppressed patients at baseline who returned for a medical visit, 38 (59%) achieved viral suppression and only 5% of the suppressed group at baseline had an increase in viral load at 6 months despite being at risk for ART non-adherence. While viral suppression was similar between Rango participants and patients receiving treatment as usual over the same time period, it is unknown whether those patients were similarly at risk for non-adherence. Our findings support efforts to formally test this innovative approach in addressing ART non-adherence and viral suppression particularly to reach HIV treatment goals.
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Affiliation(s)
- Ana Ventuneac
- Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Emma Kaplan-Lewis
- Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | | | - Caitlin E Aberg
- Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Bianca A Duah
- Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Emily Forcht
- Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michelle Cespedes
- Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Judith A Aberg
- Division of Infectious Diseases, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Zhang Z, Li F, Zhang H, Miao Z, Wei Y, Wang L, Zhang S. Development and Testing of a Mobile Phone App for Risk Estimation of Gas Volume Expansion and Intraocular Pressure Elevation in Patients With Intravitreous Gas or Air Tamponade: Interobserver Assessment Study. JMIR Mhealth Uhealth 2019; 7:e14592. [PMID: 31244482 PMCID: PMC6617918 DOI: 10.2196/14592] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2019] [Revised: 05/30/2019] [Accepted: 06/12/2019] [Indexed: 01/24/2023] Open
Abstract
Background Pars plana vitrectomy (PPV) with intravitreous tamponade of gas or air has been widely used for a series of vitreoretinal diseases. It is estimated that 100,000 patients per year undergo PPV globally, and half of them were subsequently tamponaded with gas or air. According to Boyle’s law (P1V1=P2V2), patients with an intravitreous remnant of gas or air will be under high risk of intraocular pressure (IOP) elevation and subsequent vision loss owing to the expanded intravitreous gas or air when traveling post operation to a place with a significantly higher altitude. We always explain to patients why postoperative travel is potentially risky. Emergency cases of elevated IOP caused by postoperative traveling would sometimes come to surgeons. However, there have been few disease education or reference tools for both the surgeons and patients to have better communication. Objective The aim of this study was to introduce and evaluate a mobile phone app developed by surgeons (the authors) for preliminary risk estimation of volume expansion and IOP elevation in patients with intravitreous gas or air when traveling to a place of higher altitude. Methods The app was developed on the iOS and Android operating systems. Boyle’s law (P1V1=P2V2) was the theoretical basis of the app. Intravitreous gas or air volume and altitude values were independent factors to deduce the risk report. Consecutive patients underwent vitrectomy, and those with an intravitreous remnant of gas or air were recruited. The surgeons judged the vertical height of the fluid/gas interface through the dilated pupil; the patients were instructed to judge it according to their visual field when looking straight ahead and line it out on a chart included in the app. Finally, all the patients were required to fill a Likert scale–based questionnaire with 2 main items to evaluate the participants’ user experience and attitudes toward the app. Results A total of 50 patients were included (30 males and 20 females). All patients could independently operate the app to complete the test. The median heights of the fluid/gas interface independently judged by the surgeon and patients were 40% (range: 10%-75%) and 41% (range: 9%-78%), respectively (P=.63). The median altitude of the participants’ destinations was 150.0 m (range: 0-3490 m). The Bland-Altman analysis revealed a good agreement between the surgeons’ and patients’ judgments (bias of −0.3%), with 95% limits of agreement of −5.8% to 5.3%. Overall, the Likert scale revealed a positive attitude from the patients toward the app. Conclusions The app is reliable for patients to have preliminary risk estimation of intravitreous gas or air volume expansion and IOP elevation if travel to a place of higher altitude is planned. The surgeons could also use it as a platform for better disease communication.
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Affiliation(s)
- Zhaotian Zhang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Fei Li
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Haochuan Zhang
- School of Automation, Guangdong University of Technology, Guangzhou, China
| | - Zhipeng Miao
- School of Automation, Guangdong University of Technology, Guangzhou, China
| | - Yantao Wei
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Li Wang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Shaochong Zhang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
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