A national study published in JAMA Network Open reveals that physical exams alone may not reliably diagnose pneumonia in children, as emergency department doctors frequently disagree on common lung sounds like crackles and decreased breath sounds, pointing to an urgent need for more objective diagnostic tools.
When a child arrives at an emergency department with respiratory symptoms, clinicians routinely reach for a stethoscope to listen to the chest. But a comprehensive national study led by physician-scientists at Ann & Robert H. Lurie Children’s Hospital of Chicago and PECARN shows that physicians often hear and interpret those sounds differently when examining the very same patient.
The findings cast new light on the inherent limitations of physical examinations in pediatric medicine. Pneumonia remains one of the most common respiratory infections among children, driving nearly two million outpatient visits and 375,000 emergency department visits annually across the United States. Current clinical guidelines instruct doctors to diagnose the condition based on symptoms and physical assessments without routinely ordering chest X-rays for healthy children who can be treated at home.
Disagreements Over Stethoscope Findings in Emergency Departments
To evaluate how consistently physicians interpret physical exams, researchers examined 252 children ranging from three months to 17 years old who received pneumonia diagnoses at one of seven pediatric emergency departments nationwide. Within an hour of each other, two independent doctors examined each child and recorded their observations.
The results showed notable discrepancies. Common auditory signs historically relied upon to identify pneumonia—including crackles and decreased breath sounds—were identified inconsistently by the providers. While wheezing and signs of increased respiratory effort achieved somewhat higher consistency, they still fell short of the study’s threshold for strong clinical agreement.
Florin added that this can make diagnosing pneumonia challenging and points to the need for better tools to help us make these decisions
. The inconsistencies appeared uniformly across patients, whether they were ultimately sent home from the emergency department or admitted to the hospital.
The Clinical Stakes of Inconsistent Pneumonia Diagnoses
Getting the diagnosis right carries profound consequences. An inaccurate assessment can lead to children receiving unnecessary treatments or missing out on essential care. According to the research data, approximately two-thirds of children diagnosed with community-acquired pneumonia experience side effects from antibiotics.
Accurate identification is further complicated by the overlap in pathogens that cause lower respiratory tract infections in young children. Viral pathogens such as Respiratory Syncytial Virus (RSV) and influenza frequently circulate alongside bacterial causes like Streptococcus pneumoniae. While guidelines advise against prescribing antibiotics for viral pneumonia unless a bacterial co-infection is present, many children with viral infections still receive unnecessary antibiotics, fueling rising antimicrobial resistance.
Traditional chest X-rays present their own drawbacks, exposing pediatric patients to ionizing radiation and occasionally missing early lung changes or failing to distinguish between viral and bacterial etiologies. Consequently, medical researchers are evaluating alternative imaging modalities like lung ultrasound for diagnosing etiology of respiratory illnesses in hospitalized children. Multiple systematic reviews indicate that lung ultrasound often yields high sensitivity and specificity for pediatric pneumonia without the radiation risks associated with X-rays.
Searching for Objective Diagnostics Beyond the Stethoscope
Investigators emphasize that while physical examinations will remain foundational, modern pediatric medicine requires supplementary objective technologies to improve diagnostic accuracy. Potential advancements range from electronic stethoscopes equipped with sound-recording software and computer algorithms to advanced blood biomarkers and imaging techniques.

“A stethoscope will continue to be an important tool for doctors, but we need to find ways to make the diagnosis of pneumonia more accurate and consistent. Better tools could help us avoid unnecessary antibiotics while making sure children who truly have pneumonia get the treatment they need.”
Todd Florin, MD, MSCE, Lurie Children’s
As research networks continue evaluating integrated clinical assessments, laboratory markers, and imaging options like ultrasound, the central challenge remains defining how clinicians can reliably distinguish infection etiologies at the bedside. Whether future hospital protocols will successfully blend these emerging technologies with standard pediatric training remains the critical next question for emergency care providers.
