Managing virtual appointments in chronic care

Abstract Virtual appointments between patients and healthcare providers can offer a cost-effective alternative to traditional office appointments for managing chronic conditions. Virtual appointments increase contact with the physician by either substituting or complementing office appointments, leading to improved health outcomes. The true value of virtual appointments cannot be realized until they are truly integrated with the office appointment systems. In this study, we introduce a capacity allocation model to study the use of virtual appointments in a chronic care setting. Specifically, we develop a finite horizon stochastic dynamic program to determine which patients to schedule for office and virtual appointments that maximizes aggregate health benefits across a cohort of patients. Optimal policy characterization for this problem is challenging. We find that, under certain conditions, a myopic heuristic, where the sickest patients are scheduled for office appointments and the next sickest patients are scheduled for virtual appointments, is optimal. We show that the myopic heuristic performs well even in more general settings. Our findings further show that virtual appointments serve a dual purpose: they may reduce the number of office appointments and may trigger follow-up office appointments.

[1]  A. Jerant,et al.  A Randomized Trial of Telenursing to Reduce Hospitalization for Heart Failure: Patient-Centered Outcomes and Nursing Indicators , 2003, Home health care services quarterly.

[2]  Vedat Verter,et al.  An Analytical Framework for Designing Community‐Based Care for Chronic Diseases , 2011 .

[3]  J. Piette,et al.  The effect of automated calls with telephone nurse follow-up on patient-centered outcomes of diabetes care: a randomized, controlled trial. , 2000, Medical care.

[4]  Steven C Adamson,et al.  Pilot study of providing online care in a primary care setting. , 2010, Mayo Clinic proceedings.

[5]  An Automated Telephone Monitoring System to Identify Patients with Cirrhosis at Risk of Re-hospitalization , 2015, Digestive Diseases and Sciences.

[6]  Emre A. Veral,et al.  OUTPATIENT SCHEDULING IN HEALTH CARE: A REVIEW OF LITERATURE , 2003 .

[7]  Katrina M. Krause,et al.  Is There Time for Management of Patients With Chronic Diseases in Primary Care? , 2005, The Annals of Family Medicine.

[8]  A. Darkins,et al.  Telemedicine and Telehealth: Principles, Policies, Performance and Pitfalls , 2000 .

[9]  Vedat Verter,et al.  Managing Community-based Care for Chronic Diseases: The Quantitative Approach , 2013 .

[10]  R Brian Haynes,et al.  Helping patients follow prescribed treatment: clinical applications. , 2002, JAMA.

[11]  Katrina M. Krause,et al.  Primary care: is there enough time for prevention? , 2003, American journal of public health.

[12]  D. Schillinger,et al.  Closing the loop: physician communication with diabetic patients who have low health literacy. , 2003, Archives of internal medicine.

[13]  Brian T. Denton,et al.  Dynamic Appointment Scheduling of a Stochastic Server with Uncertain Demand , 2013, INFORMS J. Comput..

[14]  Michael K. Stickland,et al.  Using Telehealth technology to deliver pulmonary rehabilitation to patients with chronic obstructive pulmonary disease , 2011 .

[15]  Terhilda Garrido,et al.  Patient access to an electronic health record with secure messaging: impact on primary care utilization. , 2007, The American journal of managed care.

[16]  R. Padman,et al.  Who are portal users vs. early e-Visit adopters? A preliminary analysis. , 2011, AMIA ... Annual Symposium proceedings. AMIA Symposium.

[17]  R. Hickson,et al.  Online medical care: the current state of "eVisits" in acute primary care delivery. , 2015, Telemedicine journal and e-health : the official journal of the American Telemedicine Association.

[18]  L. Green,et al.  Care Transformation , 2022 .

[19]  Oguzhan Alagöz,et al.  The Effect of Budgetary Restrictions on Breast Cancer Diagnostic Decisions , 2012, Manuf. Serv. Oper. Manag..

[20]  Sarang Deo,et al.  Improving Health Outcomes Through Better Capacity Allocation in a Community-Based Chronic Care Model , 2013, Oper. Res..

[21]  Nan Liu,et al.  Dynamic Scheduling of Outpatient Appointments Under Patient No-Shows and Cancellations , 2010, Manuf. Serv. Oper. Manag..

[22]  Issa Ebrahimzadeh,et al.  Impact of distance education via mobile phone text messaging on knowledge, attitude, practice and self efficacy of patients with type 2 diabetes mellitus in Iran , 2012, Journal of Diabetes & Metabolic Disorders.

[23]  Steven R Feldman,et al.  The effect of reminder systems on patients’ adherence to treatment , 2012, Patient preference and adherence.

[24]  Annie J. Hill,et al.  Patients are willing to use telehealth for the multidisciplinary management of chronic musculoskeletal conditions: A cross-sectional survey , 2017, Journal of telemedicine and telecare.

[25]  R. Shiffman,et al.  Management of Newly Diagnosed Type 2 Diabetes Mellitus (T2DM) in Children and Adolescents , 2013, Pediatrics.

[26]  K. Carman,et al.  Trends In Health Insurance Enrollment, 2013-15. , 2015, Health affairs.

[27]  G. Anderson,et al.  Chronic Care: Making the Case for Ongoing Care , 2010 .

[28]  A. Joshi,et al.  Mobile Phone-Based Education and Counseling to Reduce Stress Among Patients with Diabetes Mellitus Attending a Tertiary Care Hospital of India , 2015, International journal of preventive medicine.

[29]  D. Schillinger,et al.  Language, Literacy, and Communication Regarding Medication in an Anticoagulation Clinic: Are Pictures Better Than Words? , 2005 .

[30]  Lynn A. Nuti,et al.  No-shows to primary care appointments: subsequent acute care utilization among diabetic patients , 2012, BMC Health Services Research.

[31]  V. Chongsuvivatwong,et al.  Effects of a Phone Call Intervention to Promote Adherence to Antiretroviral Therapy and Quality of Life of HIV/AIDS Patients in Baoshan, China: A Randomized Controlled Trial , 2013, AIDS research and treatment.

[32]  Robert Janke,et al.  The efficacy of telehealth delivered educational approaches for patients with chronic diseases: A systematic review. , 2018, Patient education and counseling.

[33]  Diwakar Gupta,et al.  Appointment scheduling in health care: Challenges and opportunities , 2008 .

[34]  Jonathan E. Helm,et al.  Missed Opportunities in Preventing Hospital Readmissions: Redesigning Post‐Discharge Checkup Policies , 2018 .

[35]  R. Wootton,et al.  The cost-effectiveness of teleneurology consultations for patients admitted to hospitals without neurologists on site. 1: A retrospective comparison of the case-mix and management at two rural hospitals , 2000, Journal of telemedicine and telecare.

[36]  D. Abbott,et al.  Use of video-based education and tele-health home monitoring after liver transplantation: Results of a novel pilot study. , 2016, Surgery.

[37]  Diwakar Gupta,et al.  A Sequential Bounding Approach for Optimal Appointment Scheduling , 2003 .

[38]  H. Mcdonald,et al.  Helping Patients Follow Prescribed Treatment , 2002 .

[39]  Maurice Queyranne,et al.  Dynamic Multipriority Patient Scheduling for a Diagnostic Resource , 2008, Oper. Res..

[40]  Prolonging the return visit interval in primary care. , 2005, The American journal of medicine.

[41]  Per Egil Kummervold,et al.  Electronic patient-provider communication: Will it offset office visits and telephone consultations in primary care? , 2005, Int. J. Medical Informatics.

[42]  Pamela Whitten,et al.  Physician-Patient e-Visit Programs , 2007 .

[43]  Mehmet A. Begen,et al.  Optimization in Healthcare Delivery Modeling: Methods and Applications , 2013 .

[44]  J. Marcin,et al.  Telemedicine in the pediatric intensive care unit. , 2013, Pediatric clinics of North America.

[45]  Sally Kendall,et al.  The effects of telephone consultation and triage on healthcare use and patient satisfaction: a systematic review. , 2005, The British journal of general practice : the journal of the Royal College of General Practitioners.

[46]  Lorin M. Hitt,et al.  The Impact of E-Visits on Visit Frequencies and Patient Health: Evidence from Primary Care , 2013, Manag. Sci..

[47]  S. L. Leong,et al.  Enhancing doctor-patient communication using email: a pilot study. , 2005, The Journal of the American Board of Family Practice.

[48]  R. Wootton,et al.  Telerheumatology--diagnostic accuracy and acceptability to patient, specialist, and general practitioner. , 2001, The British journal of general practice : the journal of the Royal College of General Practitioners.

[49]  J. Hollander,et al.  Patient Perceptions of Telehealth Primary Care Video Visits , 2017, The Annals of Family Medicine.

[50]  Philip A. Bain,et al.  Electronic Visits in Primary Care: Modeling, Analysis, and Scheduling Policies , 2017, IEEE Transactions on Automation Science and Engineering.