Using Hospital Claim Data to Develop Referral Decision Support Systems: Improving Patient Flow from The Primary Care

Abstract The decision to make a referral for a primary physician is influenced by several factors such as the need for specialist consultation and requesting support for diagnosis or disease management using advanced equipment. Unfortunately, primary care physicians are faced with a number of hospitals that have different resources. This study aims to improve the quality of referral services by facilitating primary care physicians in determining the right referral hospital or specialty care. Prototyping method was used to extend rule-reasoning decision support in an electronic referral system where hospital coordinates and real-time availability of bed exist. The research was conducted in DI Yogyakarta province, Indonesia. Appropriate referral hospital was inferred based on the presence of differential diagnosis and or required procedure. The history of medical diagnosis and procedures from hospital claim data was used as knowledge-based that connect hospital master data. IF ... AND (OR) ... THEN rule-reasoning was used to recommend referral hospitals based on a differential diagnosis and or required medical procedure determined by a primary care physician in the electronic referral system. To narrow down the referral hospitals, the Google Maps API was used to estimate the distance from primary health facilities to several available hospital options. Information on the availability of beds was also visualized for preference in determining the choice of a referral hospital. A decision support system can help primary care physicians to find the right referral hospital or specialty care for a desired patient before making a referral to a higher level of health facility.

[1]  James Gillespie,et al.  Improving integrated care for chronic non-communicable diseases: A focus on quality referral factors , 2019 .

[2]  Kurt R. Brekke,et al.  Gatekeeping in Health Care , 2005, Journal of health economics.

[3]  Susan Njuguna,et al.  Challenges Facing Implementation Of Referral System For Quality Health Care Services In Kiambu County, Kenya , 2017 .

[4]  C. Liddy,et al.  Understanding Patient Referral Wait Times for Specialty Care in Ontario: A Retrospective Chart Audit , 2018, Healthcare policy = Politiques de sante.

[5]  Charles Rohde,et al.  Primary Care Physician Specialty Referral Decision Making: Patient, Physician, and Health Care System Determinants , 2006, Medical decision making : an international journal of the Society for Medical Decision Making.

[6]  Yulong Gu,et al.  The potentials and challenges of electronic referrals in transforming healthcare. , 2014, The New Zealand medical journal.

[7]  Bensheng Qiu,et al.  The Research of Clinical Decision Support System Based on Three-Layer Knowledge Base Model , 2017, Journal of healthcare engineering.

[8]  N. Powe,et al.  Referral of Patients to Specialists: Factors Affecting Choice of Specialist by Primary Care Physicians , 2004, The Annals of Family Medicine.

[9]  Akira Miyoshi,et al.  A Geographical Information System Using the Google Map API for Guidance to Referral Hospitals , 2010, Journal of Medical Systems.

[10]  Adebayo Omotosho,et al.  A Patient-based Hospital Referral Decision Support System , 2016 .

[11]  Ibad Rahadian Saladdin,et al.  Health referral system user acceptance model in Indonesia , 2018, Heliyon.

[12]  Karen Donelan,et al.  Specialty referral communication and completion in the community health center setting. , 2011, Academic pediatrics.

[13]  Ward Tr Implementing a gatekeeper system to strengthen primary care in Egypt: pilot study. , 2010 .

[14]  Ali Janati,et al.  E-referral Solutions: Successful Experiences, Key Features and Challenges- a Systematic Review , 2015, Materia socio-medica.

[15]  L. Woodhouse,et al.  A categorisation of problems and solutions to improve patient referrals from primary to specialty care , 2018, BMC Health Services Research.

[16]  G. Tomson,et al.  Estimating the cost of referral and willingness to pay for referral to higher-level health facilities: a case series study from an integrated community case management programme in Uganda , 2015, BMC Health Services Research.

[17]  Samina Raza Abidi,et al.  Protocol-Driven Decision Support within e-Referral Systems to Streamline Patient Consultation, Triaging and Referrals from Primary Care to Specialist Clinics , 2017, Journal of Medical Systems.

[18]  T. Farragher,et al.  Are differences in travel time or distance to healthcare for adults in global north countries associated with an impact on health outcomes? A systematic review , 2016, BMJ Open.

[19]  M. Cowen,et al.  Methods for analyzing referral patterns , 1999, Journal of general internal medicine.

[20]  Cynthia Fraser,et al.  Interventions to improve outpatient referrals from primary care to secondary care. , 2008, The Cochrane database of systematic reviews.

[21]  P. Soontornpipit,et al.  E-Referral System by Means of Decision Support System , 2015 .