Type 2 & other diabetes

Risk prediction models for incident type 2 diabetes: A scoping review and an update to a systematic review

Diabetes Res Clin PractPublished Scoping review and systematic review update

Authors' conclusion

Discrimination reporting is now standard, but external validation, calibration, and risk-of-bias reporting remain inconsistent.

Study context

Population
Original English-language regression-based prediction models for incident T2D in adults; validation studies, machine-learning models and non-original publications excluded
Participants
50 vs 20
Comparison
Scoping review vs Systematic update
  • Scoping reviewn = 50
  • Systematic updaten = 20
Outcome
Reporting of validation, calibration and discrimination
Methodological detailsnarrative and descriptive synthesis, quality assessed using CHARMS, TRIPOD and PROBAST, PubMed searched
  • Narrative and descriptive synthesis
  • Quality assessed using CHARMS, TRIPOD and PROBAST
  • PubMed searched

Pooled result

As reported in the abstract

GroupInternal validation reportedExternal validation reportedAUC reportedMedian nFollow-upCalibration reportedHigh risk of bias
Scoping review84.0%16.0%90.0%5,2177 years
Systematic update55.0%50.0%75.0%8,8798.7 years75.0%85.0%

Internal validation reported

Scoping review84.0%
Systematic update55.0%

External validation reported

Scoping review16.0%
Systematic update50.0%

AUC reported

Scoping review90.0%
Systematic update75.0%

Median n

Scoping review5,217
Systematic update8,879

Follow-up

Scoping review7 years
Systematic update8.7 years

Calibration reported

Scoping review— not stated in the abstract
Systematic update75.0%

High risk of bias

Scoping review— not stated in the abstract
Systematic update85.0%

Original publication

Risk prediction models for incident type 2 diabetes: A scoping review and an update to a systematic review. Diabetes Res Clin Pract. Published 20 September 2026. doi:10.1016/j.diabres.2026.113576

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