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. 2019 May 31;38(18):3444–3459. doi: 10.1002/sim.8183

Table 1.

Possible sources of measurement heterogeneity in measurements of predictors, illustrated by examples from previously published prediction studies

Type of Predictor Examples of Predictors Examples of Measurement Heterogeneity
Anthropometric Height Guidelines on imaging decisions in osteoporosis care are established using standardized
measurements Weight measurements of height, while in clinical practice height is measured using
Body circumference nonstandardized techniques or self‐reported values.8
Physiological Blood pressure In scientific studies, blood pressure is often measured by the average of multiple
measurements Serum cholesterol measurements performed under standardized conditions, while blood pressure
HbA1c measurements in practice deviate from protocol guidelines in various ways due to
Fasting glucose variability in available time and devices.9
Diagnosis Previous/current The diagnosis “hypertension” can be defined as a blood pressure of ≥140/90 mm Hg
disease (without use of anti‐hypertensive therapy) or as the use of anti‐hypertensive drugs.10
Treatment/ Type of drug used The cut‐off value for an “increased length of stay in the hospital” to predict unplanned
Exposure status Smoking status readmission may depend on the country in which the model is evaluated.11
Dietary intake
Imaging Presence or size of tissue In scientific studies, review of FDG PET scans may be protocolized or performed by
on ultrasound, MRI, CT a single experienced nuclear medicine physician, blinded to patient outcome.12 In routine
or FDG PET scans practice, FDG PET scans may be reviewed under various systematics or by a
multidisciplinary team.13