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Item new Preprint · not peer-reviewed Added

Twelve-hour emergency stays carry 1.95 times the hospitalisation risk over two years

Among 3,347,008 working-age adults attending emergency departments in England, stays of 12 hours or more carried 1.95 times the hospitalisation risk over two years, compared with stays under two hours.

A retrospective cohort linked emergency care records, hospital episodes, the 2021 Census and death records for 3,347,008 adults aged 25 to 64 in England. Compared with stays under two hours, stays of 12 hours or more carried an adjusted hazard ratio of 1.95 for hospitalisation within two years. The equivalent ratio for leaving employment was 1.21, with hazards rising across every length-of-stay band.

Why it is interesting: Time in the emergency department is followed for two years into hospital use and employment exit.

Source
medRxiv, 7 October 2026
Paper
Emergency Department Length of Stay, Employment Status, and Subsequent Risk of Hospitalisation: A survival analysis of linked administrative records in England
Authors
Aston H, Nafilyan V, Boyle A, Ayoubkhani D
DOI
10.64898/2026.10.05.26364765
Type
Preprint
Design
Retrospective cohort, 3,347,008 adults aged 25-64 attending Type 1 EDs in England, April 2021 to March 2023, two-year follow-up, Cox models on linked ECDS-HES-Census 2021-mortality data
Verdict
New finding
Driver
Health systems and access
Driver
Revisions and new sources
Driver
What linked data reveals
Abstract — the authors' own words, CC BY

Objectives:

To investigate the association between time spent in NHS Type 1 emergency departments (EDs, consultant led 24 hour services with full resuscitation facilities) and risk of leaving employment and hospitalisation after leaving the department alive up to two years after attendance. Methods We conducted a retrospective cohort study using linked administrative data from the NHS Emergency Care Dataset, Hospital Episode Statistics, Census 2021, and mortality records. ED length of stay was categorised from under 2 hours to 12 hours or more. Cox proportional hazards models were fitted to estimate the association between ED length of stay and subsequently leaving employment or being hospitalised over a two year follow-up period, adjusting for demographic, socioeconomic, and clinical characteristics. Results Our study population comprised 3,347,008 individuals aged 25 to 64 who attended a Type 1 ED in England between April 2021 and March 2023. For leaving employment, adjusted hazard ratios (aHRs) increased from 1.04 (95% CI 1.03 to 1.06) for stays of 2 to <4 hours to 1.21 (1.17 to 1.24) for 12 hours or more, compared with stays under 2 hours. A similar but more pronounced gradient was observed for post-discharge hospitalisation, with aHRs rising from 1.06 (1.04 to 1.07) at 2 to <4 hours to 1.95 (1.91 to 1.99) for stays of 12 hours or more. Conclusions Prolonged time spent in the ED is associated with poorer outcomes among working-age employees, including reduced labour market participation and increased hospital use. These findings suggest that long ED stays may have wider and longer-term implications beyond immediate clinical outcomes, including potentially for national labour markets and economic growth.

Other drivers in Data, models and systems