1
|
Atta S, Brown RB, Wasser LM, Mayer N, Cassidy J, Liu PJ, Williams AM. Effect of a Patient Portal Reminder Message After No-Show on Appointment Reattendance in Ophthalmology: A Randomized Clinical Trial. Am J Ophthalmol 2024; 263:93-98. [PMID: 38403099 PMCID: PMC11162931 DOI: 10.1016/j.ajo.2024.02.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2023] [Revised: 01/29/2024] [Accepted: 02/19/2024] [Indexed: 02/27/2024]
Abstract
PURPOSE To assess the efficacy of electronic health record (EHR) messaging for re-engaging patients with ophthalmology care after a missed appointment. DESIGN Prospective, randomized clinical trial. METHODS The study setting was an academic ophthalmology department. The patient population comprised of return patients age 18 years or older with an appointment "no show," or missed appointment. Over 2 phases of recruitment, 362 patients with an active patient portal in the EHR were selected consecutively each business day. Patients were randomized using a web-based tool to receive a reminder to reschedule via a standard mailed letter only (control) or the mailed letter plus an electronic message through the EHR within 1 business day of the missed appointment (intervention). Reengagement with eye care was defined as attendance of a rescheduled appointment within 30 days of the no-show visit. Patient charts were reviewed for demographic and clinical data. RESULTS The average age of recruited patients was 59.9 years, just under half of the sample was male (42.5%, 154/362), and most patients were White (56.9%, 206/362) or Black (36.2%, 131/362). Patients were most commonly recruited from the retina service (39.2%, 142/362) followed by the glaucoma service (29.3%, 106/362). Many patients in this study had previous no-show appointments, with an average no-show rate of 18.8% out of all scheduled visits across our health system. In total, 22.2% (42/189) of patients in the intervention group attended a follow-up appointment within 30 days of their no-show visit compared to 11.6% (20/173) of the control group (OR, 2.186; 95% CI, 1.225-3.898; P = .008). When including only the 74 patients in the intervention group who read the intervention message in the patient portal, 28.4% (21/74) attended a follow-up compared to 11.6% (20/173) of the control group (P = .001). CONCLUSIONS EHR-based reminder messages sent within a business day of a missed appointment may promote re-engagement in ophthalmology care after appointment no-show.
Collapse
Affiliation(s)
- Sarah Atta
- From the Department of Ophthalmology (S.A., R.B., L.W., N.M., J.C., A.W.,), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA; Cleveland Clinic (S.A.), Cole Eye Institute, Cleveland, Ohio, USA
| | - Richard B Brown
- From the Department of Ophthalmology (S.A., R.B., L.W., N.M., J.C., A.W.,), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Lauren M Wasser
- From the Department of Ophthalmology (S.A., R.B., L.W., N.M., J.C., A.W.,), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA; Department of Ophthalmology, Shaare Zedek Medical Center (L.W.), Hebrew University, Hadassah School of Medicine, Jerusalem, Israel
| | - Natasha Mayer
- From the Department of Ophthalmology (S.A., R.B., L.W., N.M., J.C., A.W.,), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Julie Cassidy
- From the Department of Ophthalmology (S.A., R.B., L.W., N.M., J.C., A.W.,), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Peggy J Liu
- Department of Business Administration - Marketing and Business Economics Area, Joseph M. Katz Graduate School of Business (P.L.), University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Andrew M Williams
- From the Department of Ophthalmology (S.A., R.B., L.W., N.M., J.C., A.W.,), University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA.
| |
Collapse
|
2
|
Wonggom P, Rattanakanokchai S, Suebkinorn O. Effectiveness of bowel preparation innovative technology instructions (BPITIs) on clinical outcomes among patients undergoing colonoscopy: a systematic review and meta-analysis. Sci Rep 2023; 13:10783. [PMID: 37402823 DOI: 10.1038/s41598-023-37044-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Accepted: 06/14/2023] [Indexed: 07/06/2023] Open
Abstract
To evaluate the effectiveness of bowel preparation innovative technology instructions (BPITIs) among patients undergoing colonoscopy. We searched PubMed, MEDLINE, CINAHL, CENTRAL, Scopus, Web of Science, LILACS, ClinicalTrials.gov, and Google Scholar for randomised controlled trials (RCTs) and cluster-RCTs from inception to February 28, 2022. The Cochrane risk of bias (RoB) tool and GRADE were used to assess RoB and certainty of evidence, respectively. Meta-analyses with random-effects model were used for analysis. This review included 47 RCTs (84 records). Seven BPITIs were found among included studies: (1) mobile apps, (2) VDO stream from personal devices, (3) VDO stream from a hospital device, (4) SMS re-education, (5) telephone re-education, (6) computer-based education, and (7) web-based education. The findings demonstrate that BPITIs have a slight impact on adherence to overall instructions (RR 1.20, 95% CI 1.13-1.28; moderate-certainty evidence), adequate bowel preparation (RR 1.10, 95% CI 1.07-1.13; low-certainty evidence), and quality of bowel preparation score (SMD 0.42, 95% CI 0.33-0.52; low-certainty evidence) compared to routine care. BPITIs may enhance the clinical outcomes. Due to the low-certainty evidence and heterogeneity of the included studies, the findings should be interpreted cautiously. Well-designed and reported RCTs are required to confirm the findings.PROSPERO registration number: CRD42021217846.
Collapse
Affiliation(s)
- Parichat Wonggom
- Department of Adult Nursing, Faculty of Nursing, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Siwanon Rattanakanokchai
- Department of Epidemiology and Biostatistics, Faculty of Public Health, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Orathai Suebkinorn
- Department of Adult Nursing, Faculty of Nursing, Khon Kaen University, Khon Kaen, 40002, Thailand.
| |
Collapse
|
3
|
Peng S, Liu S, Lei J, Ren W, Xiao L, Liu X, Lü M, Zhou K. Supplementary education can improve the rate of adequate bowel preparation in outpatients: A systematic review and meta-analysis based on randomized controlled trials. PLoS One 2022; 17:e0266780. [PMID: 35446863 PMCID: PMC9023061 DOI: 10.1371/journal.pone.0266780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Accepted: 03/26/2022] [Indexed: 11/23/2022] Open
Abstract
Background Colonoscopy is widely used for the screening, diagnosis and treatment of intestinal diseases. Adequate bowel preparation is a prerequisite for high-quality colonoscopy. However, the rate of adequate bowel preparation in outpatients is low. Several studies on supplementary education methods have been conducted to improve the rate of adequate bowel preparation in outpatients. However, the controversial results presented encourage us to perform this meta-analysis. Method According to the PRISMA statement (2020), the meta-analysis was registered on PROSPERO. We searched all studies up to August 28, 2021, in the three major electronic databases of PubMed, Web of Science and Cochrane Library. The primary outcome was adequate bowel preparation rate, and the secondary outcomes included bowel preparation quality score, polyp detection rate, adenoma detection rate, cecal intubation time, withdrawal time, nonattendance rate and willingness to repeat rate. If there was obvious heterogeneity, the funnel plot combined with Egger’s test, meta-regression analysis, sensitivity analysis and subgroup analysis were used to detect the source of heterogeneity. RevMan 5.3 and Stata 17.0 software were used for statistical analysis. Results A total of 2061 records were retrieved, and 21 full texts were ultimately included in the analysis. Our meta-analysis shows that supplementary education can increase the rate of adequate bowel preparation for outpatients (79.9% vs 72.9%, RR = 1.14, 95% CI: 1.08–1.20, I2 = 87%, p<0.00001). Supplementary education shortened the withdrawal time (MD: -0.80, 95% CI: -1.54 to -0.05, p = 0.04) of outpatients, increased the Boston Bowel Preparation Scale (MD: 0.40, 95% CI: 0.36 to 0.44, p<0.00001), reduced the Ottawa Bowel Preparation Scale (MD: -1.26, 95% CI: -1.66 to -0.86, p<0.00001) and increased the willingness to repeat (91.9% vs 81.4%, RR:1.14, 95% CI: 1.04 to 1.25, p = 0.004). Conclusion Supplementary education for outpatients based on the standard of care can significantly improve the quality of bowel preparation.
Collapse
Affiliation(s)
- Shicheng Peng
- Department of Gastroenterology, Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Sixu Liu
- Department of Gastroenterology, Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Jiaming Lei
- Department of Gastroenterology, Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Wensen Ren
- Department of Gastroenterology, Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Lijun Xiao
- Department of Gastroenterology, Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Xiaolan Liu
- Department of Gastroenterology, Affiliated Hospital of Southwest Medical University, Luzhou, China
| | - Muhan Lü
- Department of Gastroenterology, Affiliated Hospital of Southwest Medical University, Luzhou, China
- * E-mail: (KZ); (ML)
| | - Kai Zhou
- Department of Emergency, Affiliated Hospital of Southwest Medical University, Luzhou, China
- * E-mail: (KZ); (ML)
| |
Collapse
|
4
|
Physician-Customized Strategies for Reducing Outpatient Waiting Time in South Korea Using Queueing Theory and Probabilistic Metamodels. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19042073. [PMID: 35206259 PMCID: PMC8871932 DOI: 10.3390/ijerph19042073] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 02/04/2022] [Accepted: 02/08/2022] [Indexed: 02/04/2023]
Abstract
The time a patient spends waiting to be seen by a healthcare professional is an important determinant of patient satisfaction in outpatient care. Hence, it is crucial to identify parameters that affect the waiting time and optimize it accordingly. First, statistical analysis was used to validate the effective parameters. However, no parameters were found to have significant effects with respect to the entire outpatient department or to each department. Therefore, we studied the improvement of patient waiting times by analyzing and optimizing effective parameters for each physician. Queueing theory was used to calculate the probability that patients would wait for more than 30 min for a consultation session. Using this result, we built metamodels for each physician, formulated an effective method to optimize the problem, and found a solution to minimize waiting time using a non-dominated sorting genetic algorithm (NSGA-II). On average, we obtained a 30% decrease in the probability that patients would wait for a long period. This study shows the importance of customized improvement strategies for each physician.
Collapse
|
5
|
Solonowicz O, Stier M, Kim K, Kupfer S, Tapper E, Sengupta N. Digital Navigation Improves No-Show Rates and Bowel Preparation Quality for Patients Undergoing Colonoscopy: A Randomized Controlled Quality Improvement Study. J Clin Gastroenterol 2022; 56:166-172. [PMID: 33471486 PMCID: PMC10065085 DOI: 10.1097/mcg.0000000000001497] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Accepted: 12/13/2020] [Indexed: 01/22/2023]
Abstract
OBJECTIVES Because of high historical no-show rates and poor bowel preparation quality in our unit, we sought to evaluate whether text message navigation for patients scheduled for colonoscopy would reduce no-show rates and improve bowel preparation quality compared with usual care. METHODS We performed a randomized controlled quality improvement study from April to August 2019 in an urban academic endoscopy unit. All patients scheduled for colonoscopy were randomly assigned to a control group that received usual care (paper instructions/nursing precalls) or to the intervention group that received usual care plus the text message program [short message service (SMS)]. The program provided timed-release instructions on dietary modifications and bowel preparation before colonoscopy. The primary outcome was no-shows. Secondary outcomes were no-show/same-day cancellations, no-show/cancellations within 7 days of the procedure, and bowel preparation quality. RESULTS A total of 1625 patients were randomized (SMS=833, control=792). No-show rates were significantly lower in the SMS group compared with the control group (8% vs. 14%; P<0.0001). Similar results were found for no-show/same-day cancellations (10% vs. 16%; P=0.0003), and no-show/cancellations within 7 days (18% vs. 26%; P=0.0008). There was no difference in adequate bowel preparation for all colonoscopies between the groups (89% vs. 87%; P=0.47). However, rates of adequate bowel preparation for screening/surveillance colonoscopies were significantly higher in SMS versus control groups (93% vs. 88%; P=0.04). CONCLUSIONS Text message navigation for patients scheduled for colonoscopy improved the quality of colorectal cancer screening by decreasing no-show rates and increasing adequate bowel preparation rates in patients undergoing screening colonoscopy compared with usual care.
Collapse
Affiliation(s)
- Olga Solonowicz
- Section of Gastroenterology, Hepatology and Nutrition, Department of Medicine, University of Chicago Medicine, Chicago IL, 60637
| | - Matt Stier
- Section of Gastroenterology, Hepatology and Nutrition, Department of Medicine, University of Chicago Medicine, Chicago IL, 60637
| | - Karen Kim
- Section of Gastroenterology, Hepatology and Nutrition, Department of Medicine, University of Chicago Medicine, Chicago IL, 60637
| | - Sonia Kupfer
- Section of Gastroenterology, Hepatology and Nutrition, Department of Medicine, University of Chicago Medicine, Chicago IL, 60637
| | - Elliot Tapper
- Section of Gastroenterology, Department of Medicine, University of Michigan Medicine, Ann Arbor, MI 48109
| | - Neil Sengupta
- Section of Gastroenterology, Hepatology and Nutrition, Department of Medicine, University of Chicago Medicine, Chicago IL, 60637
| |
Collapse
|
6
|
Ruco A, Dossa F, Tinmouth J, Llovet D, Jacobson J, Kishibe T, Baxter N. Social Media and mHealth Technology for Cancer Screening: Systematic Review and Meta-analysis. J Med Internet Res 2021; 23:e26759. [PMID: 34328423 PMCID: PMC8367160 DOI: 10.2196/26759] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 02/15/2021] [Accepted: 06/21/2021] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Cancer is a leading cause of death, and although screening can reduce cancer morbidity and mortality, participation in screening remains suboptimal. OBJECTIVE This systematic review and meta-analysis aims to evaluate the effectiveness of social media and mobile health (mHealth) interventions for cancer screening. METHODS We searched for randomized controlled trials and quasi-experimental studies of social media and mHealth interventions promoting cancer screening (breast, cervical, colorectal, lung, and prostate cancers) in adults in MEDLINE, Embase, PsycINFO, Scopus, CINAHL, Cochrane Central Register of Controlled Trials, and Communication & Mass Media Complete from January 1, 2000, to July 17, 2020. Two independent reviewers screened the titles, abstracts, and full-text articles and completed the risk of bias assessments. We pooled odds ratios for screening participation using the Mantel-Haenszel method in a random-effects model. RESULTS We screened 18,008 records identifying 39 studies (35 mHealth and 4 social media). The types of interventions included peer support (n=1), education or awareness (n=6), reminders (n=13), or mixed (n=19). The overall pooled odds ratio was 1.49 (95% CI 1.31-1.70), with similar effect sizes across cancer types. CONCLUSIONS Screening programs should consider mHealth interventions because of their promising role in promoting cancer screening participation. Given the limited number of studies identified, further research is needed for social media interventions. TRIAL REGISTRATION PROSPERO International Prospective Register of Systematic Reviews CRD42019139615; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=139615. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.1136/bmjopen-2019-035411.
Collapse
Affiliation(s)
- Arlinda Ruco
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Unity Health Toronto, Toronto, ON, Canada
| | - Fahima Dossa
- Division of General Surgery, Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Jill Tinmouth
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
- Prevention & Cancer Control, Ontario Health (Cancer Care Ontario), Toronto, ON, Canada
- Department of Medicine, Sunnybrook Health Sciences Centre, Toronto, ON, Canada
| | - Diego Llovet
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
- Prevention & Cancer Control, Ontario Health (Cancer Care Ontario), Toronto, ON, Canada
| | - Jenna Jacobson
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
- Ted Rogers School of Management, Ryerson University, Toronto, ON, Canada
| | - Teruko Kishibe
- Library Services, St. Michael's Hospital, Unity Health Toronto, Toronto, ON, Canada
| | - Nancy Baxter
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Unity Health Toronto, Toronto, ON, Canada
- Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia
| |
Collapse
|
7
|
Mahmud N, Asch DA, Sung J, Reitz C, Coniglio MS, McDonald C, Bernard D, Mehta SJ. Effect of Text Messaging on Bowel Preparation and Appointment Attendance for Outpatient Colonoscopy: A Randomized Clinical Trial. JAMA Netw Open 2021; 4:e2034553. [PMID: 33492374 PMCID: PMC7835713 DOI: 10.1001/jamanetworkopen.2020.34553] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
IMPORTANCE Outpatient colonoscopy is important for colorectal cancer screening. However, nonadherence and poor bowel preparation are common. OBJECTIVE To determine if an automated text messaging intervention with a focus on informational and reminder functions could improve attendance rates and bowel preparation quality for outpatient colonoscopy. DESIGN, SETTING, AND PARTICIPANTS This randomized clinical trial was conducted in an endoscopy center at an urban academic medical center. Adult patients scheduled for outpatient colonoscopy between January and September 2019 were enrolled by telephone call (early phase) or by automated text message (late phase). Data were analyzed from October 2019 to January 2020. INTERVENTIONS After enrollment, patients were randomized in a 1:1 ratio to usual care (ie, written instructions and nurse telephone call) or to the intervention (ie, usual care plus an automated series of 9 educational or reminder text messages in the week prior to scheduled colonoscopy). MAIN OUTCOMES AND MEASURES The primary outcome was appointment attendance rate with good or excellent bowel preparation. Secondary outcomes included appointment attendance rate, bowel preparation quality (poor or inadequate, fair or adequate, and good or excellent), and cancellation lead time (in days). RESULTS Among 753 patients included and randomized in the trial (median [interquartile range] age, 56 [49-64] years; 364 [48.3%] men; 429 [57.2%] Black), 367 patients were randomized to the intervention group and 386 patients were randomized to the control group. There was no significant difference in the primary outcome between groups (patients attending appointments with good or excellent bowel preparation: intervention, 195 patients [53.1%]; control, 210 patients [54.4%]; P = .73), including when stratified by early or late phase enrollment groups. Similarly, there were no significant differences in secondary outcomes. CONCLUSIONS AND RELEVANCE This randomized clinical trial found no significant difference in appointment attendance or bowel preparation quality with an automated text messaging intervention compared with the usual care control. Future work could optimize the content and delivery of text message interventions or identify patient subgroups that may benefit from this approach. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT03710213.
Collapse
Affiliation(s)
- Nadim Mahmud
- Division of Gastroenterology and Hepatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia
- Leonard David Institute of Health Economics, University of Pennsylvania, Philadelphia
- Center for Clinical Epidemiology and Biostatistics, Department of Biostatistics, Epidemiology & Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, Pennsylvania
| | - David A. Asch
- Corporal Michael J. Crescenz VA Medical Center, Philadelphia, Pennsylvania
- Center for Health Care Innovation, University of Pennsylvania, Philadelphia
| | - Jessica Sung
- Division of Gastroenterology and Hepatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia
- Center for Health Care Innovation, University of Pennsylvania, Philadelphia
| | - Catherine Reitz
- Division of Gastroenterology and Hepatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia
- Center for Health Care Innovation, University of Pennsylvania, Philadelphia
| | - Mary S. Coniglio
- Division of Gastroenterology and Hepatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia
| | - Caitlin McDonald
- Division of Gastroenterology and Hepatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia
- Center for Health Care Innovation, University of Pennsylvania, Philadelphia
| | - Donna Bernard
- Division of Gastroenterology and Hepatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia
| | - Shivan J. Mehta
- Division of Gastroenterology and Hepatology, Perelman School of Medicine, University of Pennsylvania, Philadelphia
- Leonard David Institute of Health Economics, University of Pennsylvania, Philadelphia
- Center for Health Care Innovation, University of Pennsylvania, Philadelphia
| |
Collapse
|
8
|
Clancy CM, Dominitz JA. Texting to Improve Colonoscopy Preparation and Adherence Needs More Study. JAMA Netw Open 2021; 4:e2035720. [PMID: 33492371 DOI: 10.1001/jamanetworkopen.2020.35720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Carolyn M Clancy
- Department of Veterans Affairs, Washington, District of Columbia
- Department of Medicine, George Washington University School of Medicine, Washington, District of Columbia
| | - Jason A Dominitz
- VA Puget Sound Health Care System, Seattle, Washington
- Division of Gastroenterology, Department of Medicine, University of Washington School of Medicine, Seattle
| |
Collapse
|
9
|
Davoudi A, Lee NS, Chivers C, Delaney T, Asch EL, Reitz C, Mehta SJ, Chaiyachati KH, Mowery DL. Patient Interaction Phenotypes With an Automated Remote Hypertension Monitoring Program and Their Association With Blood Pressure Control: Observational Study. J Med Internet Res 2020; 22:e22493. [PMID: 33270032 PMCID: PMC7746494 DOI: 10.2196/22493] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 10/12/2020] [Accepted: 10/24/2020] [Indexed: 01/26/2023] Open
Abstract
Background Automated texting platforms have emerged as a tool to facilitate communication between patients and health care providers with variable effects on achieving target blood pressure (BP). Understanding differences in the way patients interact with these communication platforms can inform their use and design for hypertension management. Objective Our primary aim was to explore the unique phenotypes of patient interactions with an automated text messaging platform for BP monitoring. Our secondary aim was to estimate associations between interaction phenotypes and BP control. Methods This study was a secondary analysis of data from a randomized controlled trial for adults with poorly controlled hypertension. A total of 201 patients with established primary care were assigned to the automated texting platform; messages exchanged throughout the 4-month program were analyzed. We used the k-means clustering algorithm to characterize two different interaction phenotypes: program conformity and engagement style. First, we identified unique clusters signifying differences in program conformity based on the frequency over time of error alerts, which were generated to patients when they deviated from the requested text message format (eg, ###/## for BP). Second, we explored overall engagement styles, defined by error alerts and responsiveness to text prompts, unprompted messages, and word count averages. Finally, we applied the chi-square test to identify associations between each interaction phenotype and achieving the target BP. Results We observed 3 categories of program conformity based on their frequency of error alerts: those who immediately and consistently submitted texts without system errors (perfect users, 51/201), those who did so after an initial learning period (adaptive users, 66/201), and those who consistently submitted messages generating errors to the platform (nonadaptive users, 38/201). Next, we observed 3 categories of engagement style: the enthusiast, who tended to submit unprompted messages with high word counts (17/155); the student, who inconsistently engaged (35/155); and the minimalist, who engaged only when prompted (103/155). Of all 6 phenotypes, we observed a statistically significant association between patients demonstrating the minimalist communication style (high adherence, few unprompted messages, limited information sharing) and achieving target BP (P<.001). Conclusions We identified unique interaction phenotypes among patients engaging with an automated text message platform for remote BP monitoring. Only the minimalist communication style was associated with achieving target BP. Identifying and understanding interaction phenotypes may be useful for tailoring future automated texting interactions and designing future interventions to achieve better BP control.
Collapse
Affiliation(s)
- Anahita Davoudi
- Department of Biostatistics, Epidemiology & Informatics, University of Pennsylvania, Philadelphia, PA, United States
| | - Natalie S Lee
- National Clinician Scholars Program, University of Pennsylvania, Philadelphia, PA, United States.,Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, United States.,Corporal Michael J Crescenz Veterans Affairs Medical Center, Philadelphia, PA, United States
| | - Corey Chivers
- Penn Medicine Predictive Healthcare, University of Pennsylvania Health System, Philadelphia, PA, United States
| | - Timothy Delaney
- Center for Healthcare Innovation, University of Pennsylvania, Philadelphia, PA, United States
| | - Elizabeth L Asch
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, United States
| | - Catherine Reitz
- Center for Healthcare Innovation, University of Pennsylvania, Philadelphia, PA, United States.,Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Shivan J Mehta
- Center for Healthcare Innovation, University of Pennsylvania, Philadelphia, PA, United States.,Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Krisda H Chaiyachati
- Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, PA, United States.,Center for Healthcare Innovation, University of Pennsylvania, Philadelphia, PA, United States.,Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States
| | - Danielle L Mowery
- Department of Biostatistics, Epidemiology & Informatics, University of Pennsylvania, Philadelphia, PA, United States.,Institute for Biomedical Informatics, University of Pennsylvania, Philadelphia, PA, United States
| |
Collapse
|
10
|
Rogers BD, Shy C, Rampgopal R, Hengehold T, Almuhaidb A, Weaver M, Quader F, Roediger R, Walker T, Gyawali CP, Sayuk GS. Patient Engagement with Interactive Text Message System Improves Successful Colonoscopy Rates in an Outpatient Endoscopy Center. Dig Dis 2020; 39:399-406. [PMID: 32961537 DOI: 10.1159/000511767] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Accepted: 09/21/2020] [Indexed: 02/02/2023]
Abstract
INTRODUCTION Text message-based interventions reduce colonoscopy no-show rates and improve bowel preparation scores. In this non-randomized study, we assessed whether an interactive text messaging system could improve colonoscopy outcomes. METHODS Colonoscopy pre-procedural instructions were programmed into a dedicated software platform created for this study. In the intervention arm, text messages were sent to veterans during a 4-week study period. Validated pre-procedural satisfaction questionnaires were completed by patients during standard protocol and intervention periods. Demographics and colonoscopy outcomes data were compared between the standard protocol and intervention arms, including procedure completion rate on scheduled date, Boston bowel preparation score (BPPS), adenoma detection rate, and satisfaction. RESULTS Of 241 patients, 128 were in the standard protocol arm and 113 in the intervention arm. Higher proportions of patients receiving text messages underwent colonoscopy on their scheduled date (69.9%) compared to the ones in the standard protocol (50.8%, p = 0.015). Patients with ≥3 interactions with the system had 80.6% likelihood of completing colonoscopy on the scheduled date compared to 56.9% with <3 interactions and 50.8% with standard protocol (p < 0.001). Frequency of interaction with the system was similar between older (>65 years) and younger patients (p = 1.0). Among older patients, colonoscopy was completed successfully in 84.2% when alert-based human interactions occurred compared to 65.6% in those without and 47.9% with standard protocol (p = 0.018). More than 90% indicated they would recommend the system to patients undergoing future colonoscopy. CONCLUSION An interactive text messaging system improves successful colonoscopy rates in a VA setting, with greatest impact in older patients.
Collapse
Affiliation(s)
- Benjamin D Rogers
- Division of Gastroenterology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Corey Shy
- Department of Internal Medicine, Washington University School of Medicine, St Louis, Missouri, USA
| | - Rajeev Rampgopal
- Division of Gastroenterology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Tricia Hengehold
- Department of Internal Medicine, Washington University School of Medicine, St Louis, Missouri, USA
| | - Aymen Almuhaidb
- Division of Gastroenterology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Michael Weaver
- Division of Gastroenterology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Farhan Quader
- Division of Gastroenterology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Rebecca Roediger
- Division of Gastroenterology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Ted Walker
- Division of Gastroenterology, Washington University School of Medicine, St Louis, Missouri, USA
| | - C Prakash Gyawali
- Division of Gastroenterology, Washington University School of Medicine, St Louis, Missouri, USA
| | - Gregory S Sayuk
- Division of Gastroenterology, Washington University School of Medicine, St Louis, Missouri, USA.,Division of Gastroenterology, John Cochran Veteran's Administration Medical Center, St Louis, Missouri, USA
| |
Collapse
|