Longer Waits Linked to Missed Pediatric Specialist Visits in a 10-Year Singapore Audit
A Scienmag report covers a BMC Pediatrics audit of 156,161 referrals in Singapore: each extra day of waiting was associated with higher odds of non-attendance, and overall attendance was 63.0 percent.
Scienmag reported on October 13, 2026 on a BMC Pediatrics study by Xi Yar Ong and Bao Bei Kelly Low of the General Pediatrics Service at KK Women's and Children's Hospital in Singapore [1]. The retrospective clinical audit covered 156,161 consecutive referrals to the hospital's General Pediatrics Specialist Outpatient Clinic between 1 January 2015 and 31 December 2024 [1]. Longer intervals between referral and appointment were associated with higher odds that the child never attended, and overall attendance was 63.0 percent [1].
What the audit found
The referred children had a median age of 4.2 years (interquartile range 1.2 to 9.5) [1]. Public polyclinics made 43.9 percent of referrals and the children's emergency department made 32.8 percent [1]. The median referral-to-appointment time was 21 days, with an interquartile range of 7 to 38 days [1].
The authors used multivariable logistic regression, which estimates how each factor relates to an outcome while statistically accounting for the others, and reported adjusted odds ratios (aOR) for non-attendance [1]. Each additional day of waiting carried an aOR of 1.018 (95 percent confidence interval 1.017 to 1.019; p less than 0.001), which the report translates into roughly 70 percent higher odds of a missed appointment per 30 extra days [1].
Other factors in the same model, as reported by Scienmag [1]:
- Subsidized referral status: aOR 2.007 (95 percent CI 1.929 to 2.087) [1].
- Referral from the children's emergency department: aOR 2.070 (95 percent CI 2.018 to 2.214) [1].
- Self-initiated referral by the family: aOR 0.304 (95 percent CI 0.287 to 0.322) [1].
The team also ran a receiver operating characteristic (ROC) analysis, which tests how well a single variable separates people who attend from those who do not; the area under the curve (AUC) for waiting time was 0.669 (95 percent CI 0.666 to 0.672), which the report describes as modest discriminatory performance [1]. An exploratory cutoff of 27.5 days identified non-attendance with a sensitivity of 58.3 percent, meaning the share of missed appointments it flagged, and a specificity of 71.3 percent, meaning the share of attended appointments it correctly left unflagged [1].
Why it matters for people who book appointments
The report argues that systems treating waiting time as a modifiable risk factor could recover appointments, a claim the audit's associational design does not itself test [1]. It points to subsidized and emergency-department referrals as profiles where reminders, SMS confirmations, caregiver education at the point of referral, or fast-track pathways might be prioritized, though none of these measures was evaluated in the audit [1]. It also notes what a missed specialist visit can mean: a condition that progresses unnoticed, a referring doctor who assumes care is underway, and a slot another child could have used [1].
The write-up describes the waiting list as one where "the queue itself is quietly dissolving a substantial fraction of the demand it exists to serve" [1]. Scheduling tools such as SmartMeet include email and text reminders and let guests reschedule themselves [SmartMeet]; this audit offers no evidence on whether such features change attendance [1].
What to watch next
The authors describe the 27.5-day threshold as exploratory and say it would need prospective validation before any operational use [1]. The reasons families gave for missing appointments, and clinical outcomes for children who did not attend, were not available to the authors [1].
Limitations
This is a retrospective audit of administrative data from a single clinic; as the report acknowledges, such a design can identify associations but not definitively explain them [1]. The waiting-time AUC indicates modest discrimination, and the cutoff is not a validated tool [1]. This summary relies on Scienmag's account rather than the full paper, and the emergency-department confidence interval is reproduced as that report gives it [1]. The authors declared no competing interests and no external funding, and the work was run as a clinical audit under SingHealth Central Institutional Review Board policy [1].
References
- bioengineer.org. Every Day of Waiting Counts: Decade-Long Study Reveals Why Children Miss Specialist Appointments. Accessed October 13, 2026. bioengineer.org
How this was written: drafted with AI from the sources listed above, then checked automatically, claim by claim, against them before publishing. The SmartMeet Desk writes about scheduling, video visits, productivity, time management and running a care team, and the privacy rules around them, from public guidance and published research. Every factual statement links to its source.