Related Experiment Video
Updated: Jun 11, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Do primary care physicians have particular difficulty identifying late-life depression? A meta-analysis stratified by
Alex J Mitchell1, Sanjay Rao, Amol Vaze
1Leicester General Hospital, Leicestershire Partnership Trust, Leicester Royal Infirmary, Leicester, UK. ajm80@leicester.ac.uk
Background:
There is long-standing concern regarding poor recognition of depression in primary care, especially in older people.
Methods:
Studies that examined the unassisted (clinical) ability of general practitioners (GPs; primary care physicians) to identify depression were divided into those of older adults, younger adults and mixed populations. Data were extracted by 3 reviewers independently and pooled using a Bayesian meta-analysis.
Results:
We identified 31 valid studies that examined both sensitivity and specificity (or rule-in and rule-out accuracy), involving 52,513 individuals. Twelve studies recruited older individuals, 12 recruited younger adults and 7 recruited both younger and older adults (mixed populations). In the most robust studies the point prevalence of depression in late life was 13.2% (95% CI = 7.9-19.6). GPs were able to correctly identify 47.3% of the late-life depressions and 78.6% of the non-cases (71.0% overall accuracy). In younger adults GPs were able to identify 39.7% of the mid-life depressions and 85.1% of the non-depressed (77.8% overall accuracy). In mixed aged groups GPs we able to correctly identify 46.6% of the depressed individuals and 86.2% of the non-depressed (79.6% overall accuracy). The overall fraction correctly identified was significantly lower in older compared with younger adults. Correcting for differences in prevalence showed a statistically lower rule-in performance for older compared with younger adults. There was no difference in ability to identify non-depressed (healthy) individuals by age.
Conclusions:
In clinical practice GPs appear to be less successful in identifying depression in older people than in younger adults, however there have been few head-to-head studies stratified by age from one centre.
Related Concept Videos
Pharmacodynamics in Geriatric Patients: Effects of Age
Depressive Disorders: MDD and Dysthymia
Drug Dosing: Geriatric Patients
Pharmacokinetics in Geriatric Patients: Effect of Age on Drug Metabolism
Pharmacokinetics in Geriatric Patients: Effect of Age on Drug Excretion
Cognitive Development During Adulthood
