ReviewBMJ (Clinical research ed.)2016
Biases in detection of apparent "weekend effect" on outcome with administrative coding data: population based study of stroke.
Review in BMJ (Clinical research ed.), 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 39 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
39 citing papers in PubMed, 3 syntheses or guidelines pooled it, 78 citations in OpenAlex.
- Association of Off-Hour Admission With Treatment Delay and Unfavorable Outcomes in Patients With Stroke: A Systematic Review and Meta-Analysis.Journal of the American Heart Association · 2026Pooled it
- The weekend effect: does hospital mortality differ by day of the week? A systematic review and meta-analysis.BMC health services research · 2018Pooled it
- Weekend Surgical Care and Postoperative Mortality: A Systematic Review and Meta-Analysis of Cohort Studies.Medical care · 2018Pooled it
- Association between spinal manipulative therapy and cervical artery dissection in patients with neck pain or headache: a retrospective cohort study.Chiropractic & manual therapies · 2026Article
- Effect of Hospital Arrival Time on Functional Prognosis of Stroke Patients: Japan Stroke Data Bank Over 20 Years.Journal of atherosclerosis and thrombosis · 2025Article
- Effect of Admission Day and Time on Patient Outcome: An Observational Study in Intensive Care Units of a Tertiary Care Hospital in India.Indian journal of critical care medicine : peer-reviewed, official publication of Indian Society of Critical Care Medicine · 2024Article
- Initiatives to increase colonoscopy capacity - is there an impact on polyp detection? A UK National Endoscopy Database analysis.Endoscopy · 2024Article
- The "Weekday Effect"-Does It Impact Esophageal Cancer Surgery Outcomes?Journal of gastrointestinal cancer · 2023Article
- Association between ICU admission during off-hours and in-hospital mortality: a multicenter registry in Japan.Journal of intensive care · 2022Article
- Diagnostic accuracy of major stroke types in Chinese adults: A clinical adjudication study involving 40,000 stroke cases.The Lancet regional health. Western Pacific · 2022Article
- Seasonal Variation of Atrial Fibrillation Admission and Quality of Care in the United States.Journal of the American Heart Association · 2022Article
- Multidimensional analysis of job advertisements for medical record information managers.Frontiers in public health · 2022Article
- Weekend effect on mortality by medical specialty in six secondary hospitals in the Helsinki metropolitan area over a 14-year period.BMC health services research · 2020Article
- Temporal trends in the accuracy of hospital diagnostic coding for identifying acute stroke: A population-based study.European stroke journal · 2020Article
- Article
- 'Caveat emptor': the cautionary tale of endocarditis and the potential pitfalls of clinical coding data-an electronic health records study.BMC medicine · 2019Article
- Weekend admissions and mortality for major acute disorders across England and Wales: record linkage cohort studies.BMC health services research · 2019Article
- Observational
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Authors and funding
3 authors at 2 institutions in 1 country.
Funding
Abstract
objectivesTo determine the accuracy of coding of admissions for stroke on weekdays versus weekends and any impact on apparent outcome.
designProspective population based stroke incidence study and a scoping review of previous studies of weekend effects in stroke.
settingPrimary and secondary care of all individuals registered with nine general practices in Oxfordshire, United Kingdom (OXVASC, the Oxford Vascular Study).
participantsAll patients with clinically confirmed acute stroke in OXVASC identified with multiple overlapping methods of ascertainment in 2002-14 versus all acute stroke admissions identified by hospital diagnostic and mortality coding alone during the same period. MAIN OUTCOMES MEASURES: Accuracy of administrative coding data for all patients with confirmed stroke admitted to hospital in OXVASC. Difference between rates of "false positive" or "false negative" coding for weekday and weekend admissions. Impact of inaccurate coding on apparent case fatality at 30 days in weekday versus weekend admissions. Weekend effects on outcomes in patients with confirmed stroke admitted to hospital in OXVASC and impacts of other potential biases compared with those in the scoping review.
resultsAmong 92 728 study population, 2373 episodes of acute stroke were ascertained in OXVASC, of which 826 (34.8%) mainly minor events were managed without hospital admission, 60 (2.5%) occurred out of the area or abroad, and 195 (8.2%) occurred in hospital during an admission for a different reason. Of 1292 local hospital admissions for acute stroke, 973 (75.3%) were correctly identified by administrative coding. There was no bias in distribution of weekend versus weekday admission of the 319 strokes missed by coding. Of 1693 admissions for stroke identified by coding, 1055 (62.3%) were confirmed to be acute strokes after case adjudication. Among the 638 false positive coded cases, patients were more likely to be admitted on weekdays than at weekends (536 (41.0%) v 102 (26.5%); P<0.001), partly because of weekday elective admissions after previous stroke being miscoded as new stroke episodes (267 (49.8%) v 26 (25.5%); P<0.001). The 30 day case fatality after these elective admissions was lower than after confirmed acute stroke admissions (11 (3.8%) v 233 (22.1%); P<0.001). Consequently, relative 30 day case fatality for weekend versus weekday admissions differed (P<0.001) between correctly coded acute stroke admissions and false positive coding cases. Results were consistent when only the 1327 emergency cases identified by "admission method" from coding were included, with more false positive cases with low case fatality (35 (14.7%)) being included for weekday versus weekend admissions (190 (19.5%) v 48 (13.7%), P<0.02). Among all acute stroke admissions in OXVASC, there was no imbalance in baseline stroke severity for weekends versus weekdays and no difference in case fatality at 30 days (adjusted odds ratio 0.85, 95% confidence interval 0.63 to 1.15; P=0.30) or any adverse "weekend effect" on modified Rankin score at 30 days (0.78, 0.61 to 0.99; P=0.04) or one year (0.76, 0.59 to 0.98; P=0.03) among incident strokes.
conclusionRetrospective studies of UK administrative hospital coding data to determine "weekend effects" on outcome in acute medical conditions, such as stroke, can be undermined by inaccurate coding, which can introduce biases that cannot be reliably dealt with by adjustment for case mix.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.