ArticleBMC medical informatics and decision making2016
Case-finding for common mental disorders of anxiety and depression in primary care: an external validation of routinely collected data.
Article in BMC medical informatics and decision making, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 80 papers, 3 of them syntheses that pooled it.
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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.
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Who cites it
80 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Parental mental illness and the risk of offspring cancer in childhood: a pooled meta-analysis of English and Swedish national cohorts.BMC psychiatry · 2025Pooled it
- Case-finding for common mental disorders in primary care using routinely collected data: a systematic review.Social psychiatry and psychiatric epidemiology · 2019Pooled it
- Identification of mental health and quality of life outcomes in primary care databases in the UK: a systematic review.BMJ open · 2019Pooled it
- Selective Serotonin Reuptake Inhibitor Treatment in Adolescence and Subsequent Risk of Nonaffective Psychosis: A Quasi-Experimental Study.Acta psychiatrica Scandinavica · 2026Article
- Antidepressant use at the threshold: people prescribed antidepressants around the time of a dementia diagnosis.Age and ageing · 2026Article
- Observational
- Antecedents and outcomes of a later attention-deficit hyperactivity disorder (ADHD) diagnosis in females.The British journal of psychiatry : the journal of mental science · 2026Article
- Potential impacts of adult growth hormone deficiency: a population-based study in England.BMJ open · 2026Observational
- Self-harm before and during imprisonment: cohort study of males in prison linking population-based routinely collected data in Wales.BJPsych open · 2025Article
- Prevalence and incidence of moderate and severe mental illness in the second postpartum year in England (1995-2020): a national retrospective cohort study using primary care data.The Lancet regional health. Europe · 2025Article
- Mediation of socioeconomic inequalities in preterm birth. A cohort analysis of Welsh linked data.Acta obstetricia et gynecologica Scandinavica · 2025Article
- Common mental disorders in young adults: temporal trends in primary care episodes and self-reported symptoms.BMJ mental health · 2025Article
- Defining Mental Health Conditions Within Primary Care Data: A Validation Study With a Mixed Qualitative and Quantitative Approach.Journal of evaluation in clinical practice · 2025Article
- Risk of Depression and Anxiety in Those Who Gave Birth to Children Who Developed InvasiveClinical epidemiology · 2025Article
- Observational
- Children and Young Adults With Inflammatory Bowel Disease Have an Increased Incidence and Risk of Developing Mental Health Conditions: A UK Population-Based Cohort Study.Inflammatory bowel diseases · 2024Observational
- Risk of Cardiovascular Disease Hospitalization After Common Psychiatric Disorders: Analyses of Disease Susceptibility and Progression Trajectory in the UK Biobank.Phenomics (Cham, Switzerland) · 2024Article
- 5-year mental health outcomes for children and adolescents presenting with psychiatric symptoms to general practitioners in England: a retrospective cohort study.The lancet. Psychiatry · 2024Article
- Impact of mental health comorbidity in children and young adults with inflammatory bowel disease: a UK population-based cohort study.BMJ open · 2024Observational
- Peripheral vertigo and subsequent risk of depression and anxiety disorders: a prospective cohort study using the UK Biobank.BMC medicine · 2024Article
20 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
7 authors.
Funding
Abstract
backgroundThe robustness of epidemiological research using routinely collected primary care electronic data to support policy and practice for common mental disorders (CMD) anxiety and depression would be greatly enhanced by appropriate validation of diagnostic codes and algorithms for data extraction. We aimed to create a robust research platform for CMD using population-based, routinely collected primary care electronic data.
methodsWe developed a set of Read code lists (diagnosis, symptoms, treatments) for the identification of anxiety and depression in the General Practice Database (GPD) within the Secure Anonymised Information Linkage Databank at Swansea University, and assessed 12 algorithms for Read codes to define cases according to various criteria. Annual incidence rates were calculated per 1000 person years at risk (PYAR) to assess recording practice for these CMD between January 1(st) 2000 and December 31(st) 2009. We anonymously linked the 2799 MHI-5 Caerphilly Health and Social Needs Survey (CHSNS) respondents aged 18 to 74 years to their routinely collected GP data in SAIL. We estimated the sensitivity, specificity and positive predictive value of the various algorithms using the MHI-5 as the gold standard.
resultsThe incidence of combined depression/anxiety diagnoses remained stable over the ten-year period in a population of over 500,000 but symptoms increased from 6.5 to 20.7 per 1000 PYAR. A 'historical' GP diagnosis for depression/anxiety currently treated plus a current diagnosis (treated or untreated) resulted in a specificity of 0.96, sensitivity 0.29 and PPV 0.76. Adding current symptom codes improved sensitivity (0.32) with a marginal effect on specificity (0.95) and PPV (0.74).
conclusionsWe have developed an algorithm with a high specificity and PPV of detecting cases of anxiety and depression from routine GP data that incorporates symptom codes to reflect GP coding behaviour. We have demonstrated that using diagnosis and current treatment alone to identify cases for depression and anxiety using routinely collected primary care data will miss a number of true cases given changes in GP recording behaviour. The Read code lists plus the developed algorithms will be applicable to other routinely collected primary care datasets, creating a platform for future e-cohort research into these conditions.
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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.