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Decision Support for Health Professionals (2095) Clinical Informatics (2114) Clinical Information and Decision Making (3488)

Published on in Vol 9, No 9 (2021): September

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/21990, first published .
Hospital ward with empty beds and medical equipment

Forecasting the Requirement for Nonelective Hospital Beds in the National Health Service of the United Kingdom: Model Development Study

Forecasting the Requirement for Nonelective Hospital Beds in the National Health Service of the United Kingdom: Model Development Study

Authors of this article:

Kanan Shah1 Author Orcid Image ;   Akarsh Sharma2 Author Orcid Image ;   Chris Moulton3 Author Orcid Image ;   Simon Swift4, 5 Author Orcid Image ;   Clifford Mann6 Author Orcid Image ;   Simon Jones7 Author Orcid Image
Article Authors Cited by (7) Tweetations (3) Metrics

Journals

  1. Eyles E, Redaniel M, Jones T, Prat M, Keen T. Can we accurately forecast non-elective bed occupancy and admissions in the NHS? A time-series MSARIMA analysis of longitudinal data from an NHS Trust. BMJ Open 2022;12(4):e056523 View
  2. Jones R. A New Approach for Understanding International Hospital Bed Numbers and Application to Local Area Bed Demand and Capacity Planning. International Journal of Environmental Research and Public Health 2024;21(8):1035 View
  3. Avinash G, Pachori H, Sharma A, Mishra S. Time series forecasting of bed occupancy in mental health facilities in India using machine learning. Scientific Reports 2025;15(1) View
  4. Avinash G, Mishra S. Bayesian model averaging based deep learning forecasts of inpatient bed occupancy in mental health facilities. Scientific Reports 2025;15(1) View
  5. Fattouh M, Lyssenko L, Heilmeyer F, Ball T, Haverkamp C. Forecasting hospital bed occupancy: a time series approach with prophet. BMC Medical Informatics and Decision Making 2026;26(1) View

Conference Proceedings

  1. Varaprasad R, Sreepradha A, Jahnavi G, Zoya A, Sri G, Akhila B. 2026 9th International Conference on Trends in Electronics and Informatics (ICOEI). A Predictive Analytics Framework for Healthcare Resource Optimization using Hospital Operational Data View
  2. Jayasunitha M, Anees Ahamed M, Kumar S, Lokesh P, Sivaji M, Kiran O. 2026 7th International Conference on Intelligent Communication Technologies and Virtual Mobile Networks (ICICV). Ensemble-based Predictive Analytics and Optimization for Multi-Resource Hospital Utilization During Pandemic View