Meta-analysis suggests Covid-19 pandemic may lead to small increase in ADHD diagnoses, but high unexplained variability and signs of publication bias undercut the finding

During the COVID-19 pandemic, there were concerns about its disproportionate impact on children with ADHD. Canadian researchers decided to investigate whether symptoms of ADHD—such as inattention, hyperactivity, and impulsivity—had changed over the past three years due to the pandemic.

Research Approach

To explore this question, the researchers conducted a systematic review of peer-reviewed medical literature. They looked for studies that included children and adolescents aged three to eighteen and met the following criteria:

  1. Reported ADHD symptoms at least once before the pandemic started (before March 2020) or provided a retroactive report of pre-pandemic symptoms.
  2. Reported ADHD symptoms at least once after the pandemic began.

They found 18 studies with a total of 6,491 participants that could be combined for a meta-analysis. These studies were from four continents (North and South America, Asia, Europe) and ten countries (China, Japan, United States, Canada, Brazil, U.K., Germany, Spain, Italy, Lithuania).

Study Quality and Criteria

The researchers assessed the quality of the studies based on three criteria:

  1. Clear description of the research setting.
  2. Detailed description of data collection procedures.
  3. Statistical assessment of the reliability and validity of measurement tools.

Ten studies met all three criteria, and the remaining eight met two out of three.

Findings

The meta-analysis revealed a small but statistically significant increase in ADHD symptoms after the onset of the pandemic. However, there was a high degree of variability (heterogeneity) in the results between studies. The researchers couldn't identify any reasons for this variability. Factors such as gender, age, study design (prospective vs. retrospective), and the identity of the symptom evaluator (self or caregiver) didn't significantly affect the results. Additionally, the researchers did not report any specific outcomes based on the ten higher-quality studies alone.

Moreover, there was strong evidence of publication bias. The researchers did not perform a trim-and-fill analysis, which could have shown how publication bias might have influenced the effect size. Given the small effect size initially reported, this leaves the overall findings uncertain.

Conclusion

While the study found a slight increase in ADHD symptoms among children during the pandemic, the high variability in results and the evidence of publication bias make it difficult to draw definitive conclusions. More research is needed to understand the true impact of the pandemic on ADHD symptoms in children and adolescents.

Maria A. Rogers and Gordon MacLean, “ADHD Symptoms Increased During the Covid-19 Pandemic: A Meta-Analysis,” Journal of Attention Disorders (2023), 1-12, https://doi.org/10.1177/10870547231158750.

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Meta-analysis Finds Association Between Childhood Febrile Seizures and Subsequent ADHD

Febrile seizure (FS) is a type of childhood seizure accompanied by a fever. It is not caused by infection in the central nervous system or other triggers of acute seizures. It is the most common form of childhood seizure, with an occurrence of 2% to 5% in all infants and children between 6 months and 5 years old. 

Noting that “To the best of our knowledge, no systematic synthesis of literature has assessed the nature and magnitude of the association between FS and ADHD,” a Korean research team performed a systematic search of the medical literature followed by meta-analysis to explore any such association. 

Meta-analysis of twelve studies with a combined total of more than 950,000 persons found that childhood febrile seizures were associated with 90% greater odds of subsequent ADHD. Correcting for publication bias reduced this slightly to 80% greater odds of subsequent ADHD. 

Limiting the meta-analysis to the subset of four studies with over 33,000 participants that adjusted for known confounders strengthened the association. Children who had febrile seizures had greater than 2.6-fold greater odds of subsequently developing ADHD. There was no sign of publication bias, but there was substantial divergence in individual study outcomes (heterogeneity). 

Further limiting the meta-analysis to two studies with a combined 654 participants in which clinical ADHD diagnoses were made by specialists – the gold standard – produced the exact same outcome. In this case, heterogeneity dropped to zero. 

The team concluded, “Overall, our systematic review and meta-analysis has shown a significant positive association between childhood FS and later occurrence of ADHD. Our findings add to the growing body of evidence questioning the notion that childhood FS are universally benign. In addition, the results highlight the need for longitudinal studies to better understand the association between FS and ADHD.”  

August 26, 2025

Meta-analysis Finds Little Evidence in Support of Game-based Digital Interventions for ADHD

ADHD treatment usually involves a combination of medication and behavioral therapy. However, medication can cause side effects, adherence problems, and resistance from patients or caregivers. 

Numerous systematic reviews and meta-analyses have evaluated the effects of non-pharmacological interventions on ADHD. With little research specifically examining game-based interventions for children and adolescents with ADHD or conducting meta-analyses to quantify their treatment effectiveness, a Korean study team performed a systematic search of the peer-reviewed medical literature to do just that.  

The Study: 

To be included, studies had to be randomized controlled trials (RCTs) that involved children and adolescents diagnosed with ADHD. The team excluded RCTs that included participants with psychiatric conditions other than ADHD.  

Eight studies met these standards. Four had a high risk of bias.  

Meta-analysis of four RCTs with a combined total of 481 participants reported no significant improvements in either working memory or inhibition from game-based digital interventions relative to controls. 

Likewise, meta-analysis of three RCTs encompassing 160 children and adolescents found no significant improvement in shifting tasks relative to controls. 

And meta-analysis of two RCTs combining 131 participants reported no significant gains in initiating, planning, organizing, and monitoring abilities, nor in emotional control

The only positive results were from two RCTs with only 90 total participants that indicated some improvement in visuospatial short-term memory and visuospatial working memory.  

There was no indication of effect size, because the team used mean differences instead of standardized mean differences.  

Conclusion:

The team concluded, “The meta-analysis revealed that game-based interventions significantly improved cognitive functions: (a) visuospatial short-term memory … and (b) visuospatial working memory … However, effects on behavioral aspects such as inhibition and monitoring … were not statistically significant, suggesting limited behavioral improvement following the interventions.” 

Simply put, the current evidence does not support the effectiveness of game-based interventions in improving behavioral symptoms of ADHD in children and adolescents. The only positive results were from two studies with a small combined sample size, which does not qualify as a genuine meta-analysis. All the other meta-analyses performed with larger sample sizes reported no benefits. 

Understanding Teen Health and Well-being in ADHD: A Fresh Perspective from the CDC

Recent research from the Centers for Disease Control and Prevention (CDC) highlights distinct health and social-emotional challenges faced by teens diagnosed with Attention-Deficit/Hyperactivity Disorder (ADHD). This study, published in the Journal of Developmental and Behavioral Pediatrics, offers critical insights directly from the teens themselves, providing a unique view often missed when relying solely on parent or clinical reports. 

Researchers analyzed nationally representative data from July 2021 through December 2022, comparing self-reported experiences of teens aged 12 to 17 with and without ADHD. Approximately 10% of teenagers had an ADHD diagnosis, and the findings reveal specific areas where teens with ADHD face notable difficulties. 

Teenagers with ADHD reported significantly higher rates of bullying victimization and struggles in making friends compared to their peers. Surprisingly, they were less likely to report a lack of peer support, suggesting complexities in how they perceive friendships and social networks. The study underscores the importance of directly engaging teens in assessing their social relationships, rather than solely relying on parental perspectives. 

Sleep difficulties emerged as another critical issue for teens with ADHD. About 80% reported problems like difficulty waking up and irregular wake times, markedly higher than their non-ADHD counterparts. Such disruptions can exacerbate attention difficulties and emotional regulation issues, further complicating daily life for these teens. 

Excessive screen time also stood out, with nearly two-thirds of teens with ADHD spending over four hours daily on screens, excluding schoolwork. This high screen usage is concerning, given its potential negative impact on physical and mental health, including sleep quality and social interactions. 

Notably, the study found no significant differences in physical activity levels or concerns about weight between teens with and without ADHD. This finding contrasts with previous studies that have highlighted lower physical activity among children with ADHD, suggesting the need for continued research on how physical activity is measured and encouraged in this population. 

The study’s authors emphasize the importance of health promotion interventions tailored specifically for teens with ADHD. By directly engaging teens and considering their unique perspectives, interventions can better address social-emotional well-being and healthy lifestyle behaviors, ultimately improving long-term outcomes for this vulnerable group. 

Overall, this research provides compelling evidence for healthcare providers, educators, and families to focus on supporting teens with ADHD in areas of social skills, sleep hygiene, and healthy screen time habits. Such targeted support can significantly enhance the quality of life and health outcomes for adolescents navigating the challenges of ADHD.