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Video Abstract

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BACKGROUND AND OBJECTIVES

Longitudinal pediatric low-value care (LVC) trends are not well established. We used the Pediatric Health Information System LVC Calculator, which measures utilization of 30 nonevidenced-based services, to report 7-year LVC trends.

METHODS

This retrospective cohort study applied the LVC Calculator to emergency department (ED) and hospital encounters from January 1, 2016, to December 31, 2022. We used generalized estimating equation models accounting for hospital clustering to assess temporal changes in LVC.

RESULTS

There were 5 265 153 eligible ED encounters and 1 301 613 eligible hospitalizations. In 2022, of 21 LVC measures applicable to the ED cohort, the percentage of encounters with LVC had increased for 11 measures, decreased for 1, and remained unchanged for 9 as compared with 2016. Computed tomography for minor head injury had the largest increase (17%–23%; P < .001); bronchodilators for bronchiolitis decreased (22%–17%; P = .001). Of 26 hospitalization measures, LVC increased for 6 measures, decreased for 9, and was unchanged for 11. Inflammatory marker testing for pneumonia had the largest increase (23%–38%; P = .003); broad-spectrum antibiotic use for pneumonia had the largest decrease (60%–48%; P < .001). LVC remained unchanged or decreased for most medication and procedure measures, but remained unchanged or increased for most laboratory and imaging measures.

CONCLUSIONS

LVC improved for a minority of services between 2016 and 2022. Trends were more favorable for therapeutic (medications and procedures) than diagnostic measures (imaging and laboratory studies). These data may inform prioritization of deimplementation efforts.

What’s Known on This Subject:

Low-value care (LVC) is an established problem in the pediatric hospital setting, contributing to patient harms and unnecessary costs. Temporal trends in pediatric LVC are not yet well established.

What This Study Adds:

Trends in hospital-based LVC varied by measure from 2016 to 2022; relatively few measures demonstrated performance improvement. Trends were more favorable for treatment measures (medications and imaging) than for diagnostic measures (imaging and laboratory studies) over this period.

Low-value care (LVC), the delivery of health care services for which the likely benefits do not outweigh potential risks or costs, has been identified as an important problem in pediatric health care.17  LVC results in both direct patient harm811  and unnecessary costs4,12,13 ; thus, the reduction of wasteful services should be a central area of focus for efforts to improve health care value. Hospital-based LVC, including care delivered in the emergency department (ED) and inpatient settings, warrants particular attention. Hospital-based care is increasingly costly14 ; in pediatrics, this care is estimated to account for >40% of the $300 billion spent on child health,15,16  and this higher acuity population may be particularly prone to receiving services for which evidence of effectiveness is lacking.

To improve understanding of hospital-based LVC delivery, our research group developed the Pediatric Health Information System (PHIS) LVC Calculator, a tool measuring the proportion and volume of ED and hospital encounters in which 30 nonevidence-based services (imaging and laboratory studies, procedures, and medications) are delivered. Previous application of this tool to eligible encounters from 49 hospitals in 2019 found that some low-value services were delivered in up to 60% of encounters; in total, these services were associated with nearly $17 million in standardized costs over this single calendar year.3 

Although a growing body of literature describes the impact of LVC in the hospital setting,13,5,6  most analyses are cross-sectional, describing utilization of services at a single time point1,3,5,6 ; data describing longitudinal trends in pediatric LVC delivery are limited to a small number of conditions and services. For example, LVC in viral bronchiolitis has decreased markedly over the past decade in both the inpatient and ED settings,2,1719  and existing evidence supports a decrease in prolonged intravenous antibiotics for osteomyelitis.20,21  In contrast, inflammatory marker testing in community-acquired pneumonia (CAP) has not improved over the past decade.3,22  Consistent measurement of pediatric hospital-based LVC delivery across conditions and services will help guide prioritization of limited deimplementation resources and assess sustainability of improvements.

Maintaining an awareness of temporal trends in pediatric LVC delivery has been challenged by lack of data infrastructure with this capability. The LVC Calculator was designed to facilitate such longitudinal assessment of low-value service delivery. In this study, our objective was to evaluate temporal trends in LVC delivery for 30 services from 2016 to 2022 using this tool.

PHIS is an administrative database containing deidentified data with demographics, diagnoses, procedures, and daily billing information from 49 children’s hospitals. Participating hospitals are large children’s hospitals located in urban regions in 27 states and the District of Columbia. Data quality is ensured through a joint effort between the Children’s Hospital Association (Lenexa, Kansas) and participating hospitals.

Detailed methodology of the LVC Calculator’s development and full measure specifications were previously published.3  Briefly, the tool contains 30 LVC measures applicable to 2 patient cohorts:

  1. ED cohort, defined as encounters resulting in discharge from the ED; and

  2. Hospitalized cohort, defined as encounters for patients admitted to the hospital under inpatient or observation status.

In the hospitalized cohort, measured care includes that delivered as an inpatient and during the associated ED visit, because PHIS cannot distinguish between the 2 settings within the same facility. Some LVC measures are applicable to both cohorts, whereas others are appropriate for application in only 1.

Measures included in the LVC Calculator represent the delivery of medications, laboratory and imaging studies, and procedures delivered during clinical scenarios in which the evidence does not support their use. Measures were derived from quality measure and recommendation sets published by national organizations, or as part of previous research efforts.4,2326  The multidisciplinary stakeholder group responsible for the calculator’s development prioritized narrow measure definitions.3  This approach was intended to define LVC with high specificity, while minimizing misclassification of appropriate, or justified, care practices.3,4  To do this, the LVC Calculator first applies a set of global exclusions to remove encounters with a high level of patient complexity or very severe illness. The tool then employs measure-specific exclusions to remove encounters with evidence of justification for a particular service.3  Measure definitions are shown in Supplemental Table 4.

The LVC Calculator is designed as both a research and quality improvement tool. It is used to measure characteristics of LVC delivery across PHIS hospitals; additionally, clinicians at participating hospitals can access data describing local LVC delivery patterns at any time and compare performance to peer hospitals.

We conducted a retrospective cohort study by applying the LVC Calculator to encounters between January 1, 2016, and December 31, 2022. Because measures were defined using International Classification of Diseases, 10th Revision, Clinical Modification, codes, 2016 was the first full year to which the LVC Calculator could be applied. Hospitals not contributing data for the entire study period were excluded.

Encounters were included for analysis if they met criteria for ≥1 of the LVC Calculator measures. Per the calculator’s parameters, encounters for patients aged >18 years and those with International Classification of Diseases, 10th Revision, codes indicating complex chronic conditions27  or neurologic impairment28  were excluded. Encounters with All Patient Refined Diagnosis-Related Groups (3M Healthcare) for extreme severity of illness and those with intensive care utilization (with the exception of neonatal intensive care-specific measures) were also excluded from the hospitalized cohort. Measure-specific exclusions were then applied to remove encounters with justification of low-value service delivery.3  Encounters lacking any of the above exclusion criteria served as the denominator for LVC analyses.

For all included measures, we calculated percentage of LVC delivery by year, defined as the number of eligible encounters with LVC (numerator) divided by the total number of eligible encounters (denominator). We used generalized estimating equations accounting for hospital clustering to analyze trends over time for individual measures, with year of encounter as a covariate; the resultant odds ratio and P value therefore reflect the significance of annual change over the study period.

After initial analyses revealed apparent trajectory changes for some measures coinciding with the onset of the severe acute respiratory syndrome coronavirus disease 2019 (COVID-19) pandemic in 2020, we performed an analysis comparing annual rates of change in the percentage of encounters with LVC delivery over 2 periods: (1) 2016 to 2019 (preceding the COVID-19 pandemic), and (2) 2020 to 2022 (onset of the pandemic to present). Rates of changes for these periods were compared with t tests to assess whether LVC patterns observed during and after the pandemic differed from those observed before the pandemic.

We additionally assessed observed changes by category of measure (medications, laboratory and imaging studies, and procedures). Finally, we ranked measures by the proportion and volume of encounters with LVC delivery at the conclusion of the study period.

After initial data review, 1 measure, group A streptococcus (GAS) testing for children <3 years of age for routine pharyngitis in the ED, was excluded from further analyses. The definition for this measure captures rapid antigen testing for GAS only; however, recent literature suggests a practice shift toward the use of molecular testing.29,30  As such, apparent reductions in GAS testing may represent missed molecular testing (for which PHIS has not yet validated a coding approach).

Statistical analyses were performed with SAS, version 9.5 (SAS Institute, Cary, North Carolina), and P < .05 was considered statistically significant. This study was deemed not human subjects research by the Dartmouth College institutional review board.

There were 6 566 766 encounters eligible for ≥1 LVC Calculator measure among 43 hospitals contributing data for the entire study period (5 265 153 ED encounters; 1 301 613 encounters for hospitalizations). In both cohorts, encounters eligible for each measure were relatively stable from 2016 to 2019, but decreased markedly in 2020, as did all pediatric encounters in PHIS.31  By 2022, volume of eligible encounters approximated those observed at the start of the study period for most measures (Tables 1 and 2).

TABLE 1

Low-Value Care Delivery by Measure, Emergency Department Cohort

2016201720182019202020212022
ConditionMeasureEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryOdds Ratio for Y95% Confidence IntervalP
  Measures with increasing LVC over the study period 
Head injury Head CT for minor head injury 44 652 16.5 42 678 16.9 38 847 16.9 38 716 17.5 23 765 23.0 32 367 23.5 38 120 22.9 1.09 1.06–1.11 <.001 
Seizure Head CT for first generalized atraumatic seizure 7714 12.7 7544 13.4 7831 13.6 7969 13.9 7226 16.1 9036 17.7 11 004 18.4 1.08 1.06–1.11 <.001 
Headache Head CT for acute atraumatic primary headache 37 114 11.8 37 268 12.0 35 790 12.2 36 034 12.3 21 290 14.8 26 683 15.6 29 254 16.7 1.08 1.06–1.10 <.001 
Pneumonia Blood cultures for uncomplicated CAP 21 859 7.4 19 453 7.3 18 294 6.8 22 330 7.4 7301 8.5 7852 9.9 13 653 9.8 1.06 1.03–1.09 <.001 
Febrile seizure Electrolyte testing for simple febrile seizure 9605 5.1 9008 4.8 9310 5.8 9473 5.8 5406 8.4 8593 8.3 11 641 7.0 1.09 1.02–1.15 .009 
Pneumonia C-reactive protein and/or erythrocyte sedimentation rate for uncomplicated CAP 21 914 4.7 19 517 5.4 18 333 5.3 22 408 6.5 7330 7.4 7897 9.7 13 713 10.6 1.16 1.09–1.24 <.001 
Bronchiolitis Corticosteroids for bronchiolitis 47 595 4.4 47 676 4.3 45 878 4.3 51 381 4.0 18 002 4.2 41 110 5.4 49 724 7.5 1.10 1.05–1.15 <.001 
Abdominal pain CT of the abdomen for abdominal pain 107 836 3.5 110 032 3.3 111 894 3.5 110 495 3.8 72 176 5.0 95 750 5.5 111 598 5.0 1.10 1.06–1.13 <.001 
Headache MRI of the head for acute atraumatic primary headache 37 114 2.9 37 268 2.9 35 790 3.7 36 034 4.4 21 190 5.8 26 683 5.8 29 254 6.0 1.16 1.09–1.24 .001 
Febrile seizure Head CT for simple febrile seizure 10 150 0.9 9591 0.1 9783 1.1 9922 1.0 5683 1.4 9061 1.3 12 205 1.3 1.07 1.02–1.12 .003 
Febrile seizure MRI of the head for simple febrile seizure 9605 0.0 9591 0.1 9783 0.1 9922 0.1 5683 0.2 9061 0.1 12 205 0.1 1.17 1.04–1.32 .012 
  Measures with decreasing LVC over the study period 
Bronchiolitis Bronchodilators for bronchiolitis 47 595 22.3 47 676 18.2 45 878 17.0 51 381 15.1 18 002 14.7 41 110 15.2 49 724 16.8 0.94 0.91–0.97 .001 
  Measures with stable LVC delivery over the study period 
Bronchiolitis Chest radiography for bronchiolitis 47 595 17.4 47 676 16.4 45 878 15.2 51 381 15.4 18 002 16.2 41 110 15.5 49 724 14.3 0.97 0.93–1.01 .19 
Pneumonia Antibiotics broader than ampicillin for CAP 21 885 15.8 19 482 15.7 18 301 14.6 22 353 13.9 7306 14.8 7869 14.0 13 707 14.3 0.98 0.95–1.00 .09 
Asthma Chest radiography for asthma 73 163 15.0 73 636 15.0 68 567 15.3 63 848 15.5 29 620 17.4 48 117 16.5 63 593 16.5 1.02 0.99–1.06 .13 
Febrile seizure Complete blood cell count for simple febrile seizure 9605 8.2 9088 7.3 9310 7.1 9473 7.2 5406 9.7 8593 8.9 11 641 6.7 1.00 0.95–1.04 .93 
Gastroesophageal reflux Acid suppression therapy for infants <1 y of age 12 940 2.2 12 240 2.1 11 418 2.5 10 711 2.2 8172 1.9 9047 1.7 7869 2.2 0.97 0.93–1.02 .23 
Bronchiolitis Blood cultures for bronchiolitis 44 831 1.5 44 852 1.5 43 241 1.4 48 417 1.3 16 912 1.2 38 623 1.5 46 301 1.4 0.99 0.95–1.04 .83 
Bronchiolitis Antibiotics for bronchiolitis without possible bacterial infection 39 980 0.4 40 037 0.3 38 643 0.3 42 958 0.2 15 260 0.2 34 961 0.2 41 774 0.4 0.98 0.93–1.03 .47 
Upper respiratory infection Antibiotics for viral upper respiratory infection without possible bacterial infection 320 083 0.3 334 769 0.2 327 476 0.2 335 661 0.3 153 402 0.3 323 872 0.2 360 380 0.3 1.02 0.99–1.05 .16 
Asthma Antibiotics for asthma without possible bacterial infection 70 386 0.2 70 904 0.1 66 544 0.2 61 865 0.2 28 954 0.2 47 135 0.2 61 865 0.2 1.01 0.96–1.06 .76 
2016201720182019202020212022
ConditionMeasureEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryOdds Ratio for Y95% Confidence IntervalP
  Measures with increasing LVC over the study period 
Head injury Head CT for minor head injury 44 652 16.5 42 678 16.9 38 847 16.9 38 716 17.5 23 765 23.0 32 367 23.5 38 120 22.9 1.09 1.06–1.11 <.001 
Seizure Head CT for first generalized atraumatic seizure 7714 12.7 7544 13.4 7831 13.6 7969 13.9 7226 16.1 9036 17.7 11 004 18.4 1.08 1.06–1.11 <.001 
Headache Head CT for acute atraumatic primary headache 37 114 11.8 37 268 12.0 35 790 12.2 36 034 12.3 21 290 14.8 26 683 15.6 29 254 16.7 1.08 1.06–1.10 <.001 
Pneumonia Blood cultures for uncomplicated CAP 21 859 7.4 19 453 7.3 18 294 6.8 22 330 7.4 7301 8.5 7852 9.9 13 653 9.8 1.06 1.03–1.09 <.001 
Febrile seizure Electrolyte testing for simple febrile seizure 9605 5.1 9008 4.8 9310 5.8 9473 5.8 5406 8.4 8593 8.3 11 641 7.0 1.09 1.02–1.15 .009 
Pneumonia C-reactive protein and/or erythrocyte sedimentation rate for uncomplicated CAP 21 914 4.7 19 517 5.4 18 333 5.3 22 408 6.5 7330 7.4 7897 9.7 13 713 10.6 1.16 1.09–1.24 <.001 
Bronchiolitis Corticosteroids for bronchiolitis 47 595 4.4 47 676 4.3 45 878 4.3 51 381 4.0 18 002 4.2 41 110 5.4 49 724 7.5 1.10 1.05–1.15 <.001 
Abdominal pain CT of the abdomen for abdominal pain 107 836 3.5 110 032 3.3 111 894 3.5 110 495 3.8 72 176 5.0 95 750 5.5 111 598 5.0 1.10 1.06–1.13 <.001 
Headache MRI of the head for acute atraumatic primary headache 37 114 2.9 37 268 2.9 35 790 3.7 36 034 4.4 21 190 5.8 26 683 5.8 29 254 6.0 1.16 1.09–1.24 .001 
Febrile seizure Head CT for simple febrile seizure 10 150 0.9 9591 0.1 9783 1.1 9922 1.0 5683 1.4 9061 1.3 12 205 1.3 1.07 1.02–1.12 .003 
Febrile seizure MRI of the head for simple febrile seizure 9605 0.0 9591 0.1 9783 0.1 9922 0.1 5683 0.2 9061 0.1 12 205 0.1 1.17 1.04–1.32 .012 
  Measures with decreasing LVC over the study period 
Bronchiolitis Bronchodilators for bronchiolitis 47 595 22.3 47 676 18.2 45 878 17.0 51 381 15.1 18 002 14.7 41 110 15.2 49 724 16.8 0.94 0.91–0.97 .001 
  Measures with stable LVC delivery over the study period 
Bronchiolitis Chest radiography for bronchiolitis 47 595 17.4 47 676 16.4 45 878 15.2 51 381 15.4 18 002 16.2 41 110 15.5 49 724 14.3 0.97 0.93–1.01 .19 
Pneumonia Antibiotics broader than ampicillin for CAP 21 885 15.8 19 482 15.7 18 301 14.6 22 353 13.9 7306 14.8 7869 14.0 13 707 14.3 0.98 0.95–1.00 .09 
Asthma Chest radiography for asthma 73 163 15.0 73 636 15.0 68 567 15.3 63 848 15.5 29 620 17.4 48 117 16.5 63 593 16.5 1.02 0.99–1.06 .13 
Febrile seizure Complete blood cell count for simple febrile seizure 9605 8.2 9088 7.3 9310 7.1 9473 7.2 5406 9.7 8593 8.9 11 641 6.7 1.00 0.95–1.04 .93 
Gastroesophageal reflux Acid suppression therapy for infants <1 y of age 12 940 2.2 12 240 2.1 11 418 2.5 10 711 2.2 8172 1.9 9047 1.7 7869 2.2 0.97 0.93–1.02 .23 
Bronchiolitis Blood cultures for bronchiolitis 44 831 1.5 44 852 1.5 43 241 1.4 48 417 1.3 16 912 1.2 38 623 1.5 46 301 1.4 0.99 0.95–1.04 .83 
Bronchiolitis Antibiotics for bronchiolitis without possible bacterial infection 39 980 0.4 40 037 0.3 38 643 0.3 42 958 0.2 15 260 0.2 34 961 0.2 41 774 0.4 0.98 0.93–1.03 .47 
Upper respiratory infection Antibiotics for viral upper respiratory infection without possible bacterial infection 320 083 0.3 334 769 0.2 327 476 0.2 335 661 0.3 153 402 0.3 323 872 0.2 360 380 0.3 1.02 0.99–1.05 .16 
Asthma Antibiotics for asthma without possible bacterial infection 70 386 0.2 70 904 0.1 66 544 0.2 61 865 0.2 28 954 0.2 47 135 0.2 61 865 0.2 1.01 0.96–1.06 .76 

Of 21 measures applicable to the ED cohort, the proportion of eligible encounters in which LVC was delivered increased for 11 measures, suggesting declining performance over the study period (Table 1). LVC delivery decreased for 1 measure and was unchanged for 9 measures. Figure 1 shows trends for measures demonstrating a statistically significant change of ≥5% from 2016 to 2022. LVC increased by ≥5% for 3 measures: Head computed tomography (CT) for minor head injury (16.5% of eligible encounters in 2016 to 22.9% in 2022); head CT for first-time, generalized, afebrile seizure (12.7%–18.4%); and C-reactive protein and/or erythrocyte sedimentation rate for uncomplicated CAP (4.7% to 10.6%). LVC decreased by ≥5% for one measure: bronchodilators for bronchiolitis (22.3%–16.8%). By 2022, the proportion of encounters with LVC delivery was greatest for CT for minor head injury (22.9%) and afebrile seizure (18.4%); measures with the greatest volume of encounters with LVC delivery were chest radiography for asthma (10 468) and CT for minor head injury (8735) (Supplemental Table 5).

FIGURE 1

LVC measures demonstrating the greatest change over the study period: ED cohort. Measures with the greatest change are defined as those with a statistically significant change of >5% over the study period. Red line segments indicate the greatest annual change over the study period.

FIGURE 1

LVC measures demonstrating the greatest change over the study period: ED cohort. Measures with the greatest change are defined as those with a statistically significant change of >5% over the study period. Red line segments indicate the greatest annual change over the study period.

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Table 2 demonstrates temporal trends in LVC delivery for the hospitalized cohort. Of 26 applicable measures, the proportion of eligible encounters in which LVC was delivered increased for 6 measures and decreased for 9 measures, whereas performance for 11 measures remained unchanged. Figure 2 demonstrates trends for measures with statistically significant changes of ≥5% from 2016 to 2022. LVC increased by ≥5% for 3 measures: Electrolyte testing for simple febrile seizure (27%–38.4%), C-reactive protein and/or erythrocyte sedimentation rate for CAP (23.2%–37.9%), and head CT for first-time generalized afebrile seizure (6.9%–13.3%). LVC decreased by ≥5% for five measures: Broad-spectrum antibiotic therapy for CAP (60.3%–48.3%), acid suppression medications administered to children hospitalized on the pediatric ward (54.9%–49.4%) and those in the NICU (15.8%–8.6%), peripherally-inserted central catheter placement for bone and joint infections (15.7%–6.1%), and bronchodilators for bronchiolitis (37.4%–30.9%). By 2022, the proportion of encounters with LVC delivery was greatest for acid suppression therapy for infants with gastroesophageal reflux (49.4%) hospitalized on the pediatric ward and broad-spectrum antibiotic therapy (48.3%); measures with the greatest volume of encounters with LVC delivery were chest radiography for asthma (6963) and bronchodilators for bronchiolitis (6868) (Supplemental Table 5).

FIGURE 2

LVC measures demonstrating the greatest change over the study period: Hospitalized cohort. Measures with the greatest change are defined as those with a statistically significant change of >5% over the study period. Red line segments indicate the greatest annual change over the study period.

FIGURE 2

LVC measures demonstrating the greatest change over the study period: Hospitalized cohort. Measures with the greatest change are defined as those with a statistically significant change of >5% over the study period. Red line segments indicate the greatest annual change over the study period.

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TABLE 2

Low-Value Care Delivery by Measure, Hospitalized Cohort

2016201720182019202020212022
ConditionMeasureEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryOdds Ratio for Y95% Confidence IntervalP
  Measures with increasing LVC over the study period 
Asthma Chest radiography for asthma 19 676 30.8 19 011 30.9 19 276 32.0 17 517 32.2 7948 35.0 14 636 33.7 20 372 34.2 1.03 1.01–1.05 .009 
Febrile seizure Electrolyte testing for simple febrile seizure 486 27.0 476 30.0 479 32.6 499 29.9 323 37.2 415 40.7 497 38.4 1.1 1.01–1.20 .027 
Pneumonia C-reactive protein and/or erythrocyte sedimentation rate for uncomplicated CAP 4895 23.2 4362 26.5 4385 26.7 5300 30.1 1913 31.3 2063 37.5 3864 37.9 1.12 1.04–1.22 .003 
Bronchiolitis Corticosteroids for bronchiolitis 18 304 10.1 18 679 10.3 19 088 10.2 20 398 10.1 8101 9.5 17 447 10.8 22 226 12.8 1.04 1.01–1.06 .003 
Seizure Head CT for first generalized atraumatic seizure 4493 6.9 4276 7.4 3570 9.3 3563 9.4 2890 13.0 3769 13.1 3949 13.3 1.14 1.08–1.21 < .001 
Febrile seizure Head CT for simple febrile seizure 553 5.2 556 5.2 537 9.3 569 6.9 375 9.9 492 7.9 578 9.9 1.1 1.05–1.17 < .001 
  Measures with decreasing LVC over the study period 
Pneumonia Antibiotics broader than ampicillin for CAP 4818 60.3 4275 57.6 4292 55.7 5151 60.0 1851 57.3 1979 49.3 3839 48.3 0.93 0.90–0.96 < .001 
Gastroesophageal reflux Acid suppression therapy for infants <1 y of age 7858 54.9 7587 54.5 7134 53.6 6855 51.0 5027 43.2 5834 45.9 5382 49.4 0.94 0.92–0.96 < .001 
Bronchiolitis Bronchodilators for bronchiolitis 18 304 37.4 18 679 34.0 19 088 33.5 20 398 29.9 8101 27.6 17 447 29.6 22 226 30.9 0.95 0.91–0.99 .01 
Bronchiolitis Chest radiography for bronchiolitis 18 304 30.8 18 679 29.7 19 088 29.1 20 398 27.9 8101 27.0 17 447 26.9 22 226 27.2 0.97 0.94–1.0 .03 
Neonatal intensive care Acid suppression therapy for treatment of gastroesophageal reflux or apnea and desaturation 297 15.8 317 12.6 240 11.7 231 14.7 205 5.9 194 6.2 162 8.6 0.86 0.79–0.94 .001 
Bone and joint infections Extended intravenous antibiotic therapy for bone and joint infection 1843 15.7 1948 14.6 1993 13.5 2000 12.1 1724 8.7 1577 7.7 1766 6.1 0.83 0.78–0.89 < .001 
Appendicitis Extended intravenous antibiotic therapy for ruptured appendicitis 8079 5.9 8628 4.8 8529 4.4 6834 5.5 7077 4.2 6608 3.3 6600 2.7 0.90 0.84–0.97 .003 
Bronchiolitis Antibiotics for bronchiolitis without possible bacterial infection 12 436 5.1 12 757 4.0 13 378 3.8 14 031 4.1 5791 3.6 12 841 3.2 16 007 4.0 0.96 0.92–1.0 .04 
Behavioral health Antipsychotic medications for children aged <5 y 94 495 0.1 93 399 0.1 94 575 0.1 98 589 0.1 62 563 0.1 88 524 0.1 107 861 0.1 0.94 0.89–0.99 .01 
  Measures with stable LVC delivery over the study period 
Pneumonia Blood cultures for uncomplicated CAP 4874 37.5 4358 38.2 4388 38.8 5306 39.1 1926 39.5 2075 43.9 3870 39.4 1.02 0.97–1.07 .36 
Febrile seizure Complete blood cell count for simple febrile seizure 486 35.8 476 37.2 479 37.8 499 33.5 323 39.0 415 43.4 497 39.0 1.03 0.98–1.09 .19 
Behavioral health 2 or more concurrent antipsychotic medications 13 694 21.0 13 921 21.0 14 337 21.1 14 487 20.9 13 120 22.1 15 516 22.2 15 775 22.8 1.02 1.0–1.04 .05 
Abdominal pain CT of the abdomen for abdominal pain 6879 13.6 6646 13.1 6348 13.3 6148 12.7 4397 16.4 5493 15.3 5461 13.8 1.02 1.0–1.05 .09 
Bronchiolitis Blood cultures for bronchiolitis 15 492 10.3 15 842 9.4 16 510 5.3 17 598 9.1 7057 8.3 15 159 9.6 19 461 8.5 0.98 0.91–1.05 .48 
Febrile seizure MRI of the head for simple febrile seizure 553 9.2 556 4.9 537 6.9 569 5.4 375 7.7 492 4.7 578 4.7 0.92 0.84–1.0 .05 
Upper respiratory infection Antibiotics for viral upper respiratory infection without possible bacterial infection 21 868 6.6 23 174 5.6 23 795 5.7 25 115 5.6 10 031 6.5 22 595 4.4 28 959 6.0 0.98 0.95–1.01 .13 
Pneumonia Extended intravenous antibiotic therapy for complicated pneumonia 725 5.2 672 3.1 640 3.3 763 3.3 316 2.5 234 2.1 485 2.3 0.87 0.73–1.03 .11 
Neonatal intensive care Vancomycin or carbapenems without risk for resistant pathogens 25 743 2.5 25 746 2.4 22 628 2.6 22 629 2.5 20 144 2.4 19 934 2.2 20 436 2.5 0.99 0.94–1.05 .74 
Asthma Antibiotics for asthma without possible bacterial infection 18 818 2.0 18 175 2.0 18 547 2.0 16 856 2.1 7717 2.0 14 256 1.8 19 662 1.8 0.98 0.94–1.02 .26 
Asthma Ipratropium bromide after 24 h of hospitalization 19 676 1.7 19 011 2.0 19 276 1.9 17 517 2.2 7948 2.0 14 636 1.9 20 372 2.1 1.02 0.93–1.12 .69 
2016201720182019202020212022
ConditionMeasureEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryEligible Encounters (N)Percentage Encounters With LVC DeliveryOdds Ratio for Y95% Confidence IntervalP
  Measures with increasing LVC over the study period 
Asthma Chest radiography for asthma 19 676 30.8 19 011 30.9 19 276 32.0 17 517 32.2 7948 35.0 14 636 33.7 20 372 34.2 1.03 1.01–1.05 .009 
Febrile seizure Electrolyte testing for simple febrile seizure 486 27.0 476 30.0 479 32.6 499 29.9 323 37.2 415 40.7 497 38.4 1.1 1.01–1.20 .027 
Pneumonia C-reactive protein and/or erythrocyte sedimentation rate for uncomplicated CAP 4895 23.2 4362 26.5 4385 26.7 5300 30.1 1913 31.3 2063 37.5 3864 37.9 1.12 1.04–1.22 .003 
Bronchiolitis Corticosteroids for bronchiolitis 18 304 10.1 18 679 10.3 19 088 10.2 20 398 10.1 8101 9.5 17 447 10.8 22 226 12.8 1.04 1.01–1.06 .003 
Seizure Head CT for first generalized atraumatic seizure 4493 6.9 4276 7.4 3570 9.3 3563 9.4 2890 13.0 3769 13.1 3949 13.3 1.14 1.08–1.21 < .001 
Febrile seizure Head CT for simple febrile seizure 553 5.2 556 5.2 537 9.3 569 6.9 375 9.9 492 7.9 578 9.9 1.1 1.05–1.17 < .001 
  Measures with decreasing LVC over the study period 
Pneumonia Antibiotics broader than ampicillin for CAP 4818 60.3 4275 57.6 4292 55.7 5151 60.0 1851 57.3 1979 49.3 3839 48.3 0.93 0.90–0.96 < .001 
Gastroesophageal reflux Acid suppression therapy for infants <1 y of age 7858 54.9 7587 54.5 7134 53.6 6855 51.0 5027 43.2 5834 45.9 5382 49.4 0.94 0.92–0.96 < .001 
Bronchiolitis Bronchodilators for bronchiolitis 18 304 37.4 18 679 34.0 19 088 33.5 20 398 29.9 8101 27.6 17 447 29.6 22 226 30.9 0.95 0.91–0.99 .01 
Bronchiolitis Chest radiography for bronchiolitis 18 304 30.8 18 679 29.7 19 088 29.1 20 398 27.9 8101 27.0 17 447 26.9 22 226 27.2 0.97 0.94–1.0 .03 
Neonatal intensive care Acid suppression therapy for treatment of gastroesophageal reflux or apnea and desaturation 297 15.8 317 12.6 240 11.7 231 14.7 205 5.9 194 6.2 162 8.6 0.86 0.79–0.94 .001 
Bone and joint infections Extended intravenous antibiotic therapy for bone and joint infection 1843 15.7 1948 14.6 1993 13.5 2000 12.1 1724 8.7 1577 7.7 1766 6.1 0.83 0.78–0.89 < .001 
Appendicitis Extended intravenous antibiotic therapy for ruptured appendicitis 8079 5.9 8628 4.8 8529 4.4 6834 5.5 7077 4.2 6608 3.3 6600 2.7 0.90 0.84–0.97 .003 
Bronchiolitis Antibiotics for bronchiolitis without possible bacterial infection 12 436 5.1 12 757 4.0 13 378 3.8 14 031 4.1 5791 3.6 12 841 3.2 16 007 4.0 0.96 0.92–1.0 .04 
Behavioral health Antipsychotic medications for children aged <5 y 94 495 0.1 93 399 0.1 94 575 0.1 98 589 0.1 62 563 0.1 88 524 0.1 107 861 0.1 0.94 0.89–0.99 .01 
  Measures with stable LVC delivery over the study period 
Pneumonia Blood cultures for uncomplicated CAP 4874 37.5 4358 38.2 4388 38.8 5306 39.1 1926 39.5 2075 43.9 3870 39.4 1.02 0.97–1.07 .36 
Febrile seizure Complete blood cell count for simple febrile seizure 486 35.8 476 37.2 479 37.8 499 33.5 323 39.0 415 43.4 497 39.0 1.03 0.98–1.09 .19 
Behavioral health 2 or more concurrent antipsychotic medications 13 694 21.0 13 921 21.0 14 337 21.1 14 487 20.9 13 120 22.1 15 516 22.2 15 775 22.8 1.02 1.0–1.04 .05 
Abdominal pain CT of the abdomen for abdominal pain 6879 13.6 6646 13.1 6348 13.3 6148 12.7 4397 16.4 5493 15.3 5461 13.8 1.02 1.0–1.05 .09 
Bronchiolitis Blood cultures for bronchiolitis 15 492 10.3 15 842 9.4 16 510 5.3 17 598 9.1 7057 8.3 15 159 9.6 19 461 8.5 0.98 0.91–1.05 .48 
Febrile seizure MRI of the head for simple febrile seizure 553 9.2 556 4.9 537 6.9 569 5.4 375 7.7 492 4.7 578 4.7 0.92 0.84–1.0 .05 
Upper respiratory infection Antibiotics for viral upper respiratory infection without possible bacterial infection 21 868 6.6 23 174 5.6 23 795 5.7 25 115 5.6 10 031 6.5 22 595 4.4 28 959 6.0 0.98 0.95–1.01 .13 
Pneumonia Extended intravenous antibiotic therapy for complicated pneumonia 725 5.2 672 3.1 640 3.3 763 3.3 316 2.5 234 2.1 485 2.3 0.87 0.73–1.03 .11 
Neonatal intensive care Vancomycin or carbapenems without risk for resistant pathogens 25 743 2.5 25 746 2.4 22 628 2.6 22 629 2.5 20 144 2.4 19 934 2.2 20 436 2.5 0.99 0.94–1.05 .74 
Asthma Antibiotics for asthma without possible bacterial infection 18 818 2.0 18 175 2.0 18 547 2.0 16 856 2.1 7717 2.0 14 256 1.8 19 662 1.8 0.98 0.94–1.02 .26 
Asthma Ipratropium bromide after 24 h of hospitalization 19 676 1.7 19 011 2.0 19 276 1.9 17 517 2.2 7948 2.0 14 636 1.9 20 372 2.1 1.02 0.93–1.12 .69 

Table 3 compares annual rates of change by measure from 2016 to 2019 and from 2020 to 2022. No statistically significant difference in annual rates of change was noted between these 2 time periods for any measure.

TABLE 3

Percentage Change in Low-Value Care Delivery Before and After the Onset of the SARS-CoV-2 Pandemic

ConditionMeasureCohortAverage Annual Change in Percentage LVC Delivery: 2016–2019Average Annual Change in Percentage LVC Delivery: 2020–2022Mean Difference95% Confidence IntervalsP
Abdominal pain Children with abdominal pain should not routinely have CT imaging of the abdomen performed unless other indications are present. ED 0.1 (−0.5 to 0.7) 0.4 (−1.8 to 2.6) −0.3 −2.3 to 1.7 .64 
Hospitalized −0.3 (−1.5 to 0.9) 0.4 (−7.0 to −7.7) −0.7 −7.8 to 6.4 .73 
Appendicitis Children diagnosed with ruptured appendicitis should not have peripherally inserted central lines or central venous lines placed for extended intravenous antibiotic therapy. Hospitalized −0.1 (−2.9 to 2.6) −0.9 (−1.7 to −0.1) 0.8 −1.7 to 3.3 .35 
Asthma Children diagnosed with asthma should not routinely have a chest x-ray performed. ED 0.2 (−0.1 to 0.5) 0.3 (−3.4 to 4) −0.1 −3.8 to 3.5 .88 
Hospitalized 0.5 (−0.8 to 1.7) 0.7 (−4.5 to 5.9) −0.2 −5.1 to 4.6 .88 
Children diagnosed with asthma should not be treated with antibiotic medications unless they are also diagnosed with a possible bacterial infection. ED 0.0 (0.0–0.0) 0.0 (0.0–0.0) 0.00 0.0–0.0 .69 
Hospitalized 0.0 (−0.1 to 0.2) −0.1 (−0.4 to 0.2) 0.1 −0.1 to 0.4 .18 
Children admitted to the hospital with acute exacerbation of asthma should not receive ipratropium bromide after 24 h of hospitalization. Hospitalized 0.2 (−0.4 to 0.7) 0.0 (−0.5 to 0.4) 0.2 −0.3 to 0.7 .29 
Behavioral health Children aged <5 y should not routinely receive antipsychotic medications. Hospitalized 0.0 (0.0–0.0) 0.0 (0.0–0.0) 0.0 0.0–0.0 .33 
Children receiving antipsychotic medications should not routinely receive 2 or more antipsychotic medications concurrently. Hospitalized 0.0 (−5.0 to 0.4) 0.6 (−0.8 to 2.1) −0.6 −1.9 to 0.7 .19 
Bone and joint infections Children diagnosed with bone and joint infections should not have peripherally inserted central lines or central venous lines placed for extended intravenous antibiotic therapy. Hospitalized −1.2 (−1.8 to −0.6) −2.0 (−5.1 to 1.1) 0.8 −2.1 to 3.7 .39 
Bronchiolitis Children diagnosed with bronchiolitis should not be treated with corticosteroids. ED −0.1 (−0.5 to 0.3) 1.2 (−1.3 to 3.6) −1.3 −3.6 to 1.1 .15 
Hospitalized 0.0 (−0.5 to 0.5) 0.9 (−2.4 to 4.2) −0.9 −4.2 to 2.3 .35 
Children diagnosed with bronchiolitis should not routinely receive treatment with bronchodilators. ED −2.4 (−6.1 to 1.2) 0.6 (−1.8 to 3) −3.0 −6.0 to 0.0 .05 
Hospitalized −2.5 (−6.8 to 1.8) 0.3 (−5.5 to 6.2) −2.8 −7.7 to 2.0 .18 
Children diagnosed with bronchiolitis should not have a chest x-ray performed. ED −0.7 (−2.5 to 1.1) −0.4 (−3.1 to 2.3) −0.3 −2.5 to 1.9 .71 
Hospitalized −1.0 (−1.9 to −0.1) −0.2 (−1.7 to 1.2) −0.7 −1.9 to 0.4 .15 
Children diagnosed with bronchiolitis should not have bacterial blood cultures performed. ED −0.1 (−0.3 to 0.2) 0.0 (−0.6 to 0.7) −0.1 −0.7 to 0.4 .50 
Hospitalized −0.4 (−1.4 to 0.6) −0.2 (−3.3 to 2.9) −0.2 −2.9 to 2.6 .84 
Children diagnosed with bronchiolitis should not be treated with antibiotic medications unless they are also diagnosed with a possible bacterial infection. ED 0.0 (−0.1 to 0.1) 0.0 (−0.1 to 0.2) −0.1 −0.2 to 0.1 .18 
Hospitalized −0.3 (−2 to 1.3) 0.0 (−1.8 to 1.8) −0.3 −1.9 to 1.3 .61 
Febrile seizure Children diagnosed with a simple febrile seizure should not routinely have electrolyte testing performed for the sole purpose of identifying the cause of the seizure. ED 0.2 (−1.4 to 1.9) 0.4 (−4.6 to 5.3) −0.1 −4.6 to 4.3 .92 
Hospitalized 1.0 (−7 to 8.9) 2.9 (−9.1 to 14.9) −1.9 −11.8 to 8 .61 
Children diagnosed with a simple febrile seizure should not routinely receive MRI of the head. ED 0.0 (−0.1 to 0.1) 0.0 (−0.2 to 0.3) 0.0 −0.2 to 0.2 .88 
Hospitalized −1.3 (−9.2 to 6.7) −0.3 (−6.9 to 6.4) −1.0 −7.8 to 5.8 .70 
Children diagnosed with a simple febrile seizure should not routinely receive CT imaging of the head. ED 0.0 (−0.1 to 0.2) 0.1 (−0.5 to 0.6) 0.0 −0.5 to 0.5 .79 
Hospitalized 0.5 (−7.7 to 8.8) 1.0 (−5.5 to 7.5) −0.5 −7.4 to 6.4 .86 
Children diagnosed with a simple febrile seizure should not routinely have complete blood count testing performed for the sole purpose of identifying the cause of the seizure. ED −0.4 (−1.7 to 1.0) −0.1 (−6.2 to 5.9) −0.2 −5.9 to 5.5 .89 
Hospitalized −0.8 (−8.5 to 6.9) 1.9 (−11.6 to 15.3) −2.6 −13.7 to 8.4 .51 
Gastroesophageal reflux Infants aged <1 y should not be routinely treated with acid suppression therapy. ED 0.0 (−0.9 to 0.9) 0.0 (−1.1 to 1.1) −0.9 to 0.9 .98 
Hospitalized −1.3 (−4.2 to 1.6) −0.5 (−16.2 to 15.2) −0.7 −15.8 to 14.3 .86 
Headache Children seen and treated in the ED for acute atraumatic primary headache should not routinely receive CT imaging of the head. ED 0.2 (0.0–0.3) 1.5 (−0.8 to 3.7) −1.3 −3.6 to 0.9 .13 
Children seen and treated in the ED for acute atraumatic primary headache should not routinely receive MRI of the head. ED 0.5 (−0.6 to 1.7) 0.5 (−1.2 to 2.3) 0.0 −1.4 to 1.4 .97 
Head injury Children seen and treated in the ED for minor head injuries should not routinely receive a brain CT scan. ED 0.3 (−0.3 to 1.0) 1.8 (−6.3 to 9.9) −1.5 −9.5 to 6.6 .52 
Neonatal intensive care Infants in the NICU should not receive antireflux medications for treatment of symptomatic gastroesophageal reflux or for the treatment of apnea and desaturation. Hospitalized −0.4 (−8.2 to 7.5) −2.0 (−17 to 12.9) 1.7 −10.8 to 14.1 .70 
Infants in the NICU should not receive vancomycin or carbapenems unless there is a known risk for resistant pathogens. Hospitalized 0.0 (−0.5 to 0.5) 0.0 (−0.7 to 0.7) 0.0 −0.6 to 0.6 .95 
Pneumonia Children diagnosed with uncomplicated CAP should not have C-reactive protein and/or erythrocyte sedimentation rate tests performed. ED 0.6 (−1 to 2.1) 1.4 (−0.6 to 3.3) −0.8 −2.5 to 0.9 .25 
Hospitalized 2.3 (−2.3 to 6.8) 2.6 (−5.2 to 10.4) −0.3 −6.7 to 6.2 .90 
Children diagnosed with uncomplicated CAP should not routinely have bacterial blood cultures performed. ED 0.0 (−1.3 to 1.2) 0.8 (−1.3 to 2.9) −0.8 −2.5 to 0.9 .24 
Hospitalized 0.5 (0.1–1) 0.1 (−11 to 11.2) 0.4 −10.6 to 11.5 .88 
Children diagnosed with uncomplicated CAP should not be treated with antibiotic therapies broader than ampicillin. ED −0.6 (−1.9 to 0.7) 0.1 (−2 to 2.3) −0.8 −2.5 to 1 .27 
Hospitalized −0.1 (−9.7 to 9.5) −3.9 (−13.1 to 5.2) 3.8 −4.7 to 12.4 .28 
Children diagnosed with complicated pneumonia should not have peripherally inserted central lines or central venous lines placed for extended intravenous antibiotic therapy. Hospitalized −0.7 (−3.8 to 2.5) −0.3 (−1.4 to 0.8) −0.3 −3.1 to 2.5 .71 
Seizure Children diagnosed with their first generalized afebrile atraumatic seizure should not have CT imaging of the head performed. ED 0.4 (−0.2 to 1) 1.5 (−0.4 to 3.5) −1.1 −2.9 to 0.6 .12 
Hospitalized 0.8 (−1.4 to 3.1) 1.3 (−3.6 to 6.2) −0.5 −4.6 to 3.7 .74 
Upper respiratory infection Children diagnosed with viral upper respiratory infections should not be treated with antibiotic medications unless they are also diagnosed with a possible bacterial infection. ED 0.0 (−0.1 to 0.1) 0.0 (−0.1 to 0.2) 0.0 −0.2 to 0.1 .56 
Hospitalized −0.3 (−1.8 to 1.1) 0.1 (−4.7 to 4.9) −0.4 −4.8 to 3.9 .74 
ConditionMeasureCohortAverage Annual Change in Percentage LVC Delivery: 2016–2019Average Annual Change in Percentage LVC Delivery: 2020–2022Mean Difference95% Confidence IntervalsP
Abdominal pain Children with abdominal pain should not routinely have CT imaging of the abdomen performed unless other indications are present. ED 0.1 (−0.5 to 0.7) 0.4 (−1.8 to 2.6) −0.3 −2.3 to 1.7 .64 
Hospitalized −0.3 (−1.5 to 0.9) 0.4 (−7.0 to −7.7) −0.7 −7.8 to 6.4 .73 
Appendicitis Children diagnosed with ruptured appendicitis should not have peripherally inserted central lines or central venous lines placed for extended intravenous antibiotic therapy. Hospitalized −0.1 (−2.9 to 2.6) −0.9 (−1.7 to −0.1) 0.8 −1.7 to 3.3 .35 
Asthma Children diagnosed with asthma should not routinely have a chest x-ray performed. ED 0.2 (−0.1 to 0.5) 0.3 (−3.4 to 4) −0.1 −3.8 to 3.5 .88 
Hospitalized 0.5 (−0.8 to 1.7) 0.7 (−4.5 to 5.9) −0.2 −5.1 to 4.6 .88 
Children diagnosed with asthma should not be treated with antibiotic medications unless they are also diagnosed with a possible bacterial infection. ED 0.0 (0.0–0.0) 0.0 (0.0–0.0) 0.00 0.0–0.0 .69 
Hospitalized 0.0 (−0.1 to 0.2) −0.1 (−0.4 to 0.2) 0.1 −0.1 to 0.4 .18 
Children admitted to the hospital with acute exacerbation of asthma should not receive ipratropium bromide after 24 h of hospitalization. Hospitalized 0.2 (−0.4 to 0.7) 0.0 (−0.5 to 0.4) 0.2 −0.3 to 0.7 .29 
Behavioral health Children aged <5 y should not routinely receive antipsychotic medications. Hospitalized 0.0 (0.0–0.0) 0.0 (0.0–0.0) 0.0 0.0–0.0 .33 
Children receiving antipsychotic medications should not routinely receive 2 or more antipsychotic medications concurrently. Hospitalized 0.0 (−5.0 to 0.4) 0.6 (−0.8 to 2.1) −0.6 −1.9 to 0.7 .19 
Bone and joint infections Children diagnosed with bone and joint infections should not have peripherally inserted central lines or central venous lines placed for extended intravenous antibiotic therapy. Hospitalized −1.2 (−1.8 to −0.6) −2.0 (−5.1 to 1.1) 0.8 −2.1 to 3.7 .39 
Bronchiolitis Children diagnosed with bronchiolitis should not be treated with corticosteroids. ED −0.1 (−0.5 to 0.3) 1.2 (−1.3 to 3.6) −1.3 −3.6 to 1.1 .15 
Hospitalized 0.0 (−0.5 to 0.5) 0.9 (−2.4 to 4.2) −0.9 −4.2 to 2.3 .35 
Children diagnosed with bronchiolitis should not routinely receive treatment with bronchodilators. ED −2.4 (−6.1 to 1.2) 0.6 (−1.8 to 3) −3.0 −6.0 to 0.0 .05 
Hospitalized −2.5 (−6.8 to 1.8) 0.3 (−5.5 to 6.2) −2.8 −7.7 to 2.0 .18 
Children diagnosed with bronchiolitis should not have a chest x-ray performed. ED −0.7 (−2.5 to 1.1) −0.4 (−3.1 to 2.3) −0.3 −2.5 to 1.9 .71 
Hospitalized −1.0 (−1.9 to −0.1) −0.2 (−1.7 to 1.2) −0.7 −1.9 to 0.4 .15 
Children diagnosed with bronchiolitis should not have bacterial blood cultures performed. ED −0.1 (−0.3 to 0.2) 0.0 (−0.6 to 0.7) −0.1 −0.7 to 0.4 .50 
Hospitalized −0.4 (−1.4 to 0.6) −0.2 (−3.3 to 2.9) −0.2 −2.9 to 2.6 .84 
Children diagnosed with bronchiolitis should not be treated with antibiotic medications unless they are also diagnosed with a possible bacterial infection. ED 0.0 (−0.1 to 0.1) 0.0 (−0.1 to 0.2) −0.1 −0.2 to 0.1 .18 
Hospitalized −0.3 (−2 to 1.3) 0.0 (−1.8 to 1.8) −0.3 −1.9 to 1.3 .61 
Febrile seizure Children diagnosed with a simple febrile seizure should not routinely have electrolyte testing performed for the sole purpose of identifying the cause of the seizure. ED 0.2 (−1.4 to 1.9) 0.4 (−4.6 to 5.3) −0.1 −4.6 to 4.3 .92 
Hospitalized 1.0 (−7 to 8.9) 2.9 (−9.1 to 14.9) −1.9 −11.8 to 8 .61 
Children diagnosed with a simple febrile seizure should not routinely receive MRI of the head. ED 0.0 (−0.1 to 0.1) 0.0 (−0.2 to 0.3) 0.0 −0.2 to 0.2 .88 
Hospitalized −1.3 (−9.2 to 6.7) −0.3 (−6.9 to 6.4) −1.0 −7.8 to 5.8 .70 
Children diagnosed with a simple febrile seizure should not routinely receive CT imaging of the head. ED 0.0 (−0.1 to 0.2) 0.1 (−0.5 to 0.6) 0.0 −0.5 to 0.5 .79 
Hospitalized 0.5 (−7.7 to 8.8) 1.0 (−5.5 to 7.5) −0.5 −7.4 to 6.4 .86 
Children diagnosed with a simple febrile seizure should not routinely have complete blood count testing performed for the sole purpose of identifying the cause of the seizure. ED −0.4 (−1.7 to 1.0) −0.1 (−6.2 to 5.9) −0.2 −5.9 to 5.5 .89 
Hospitalized −0.8 (−8.5 to 6.9) 1.9 (−11.6 to 15.3) −2.6 −13.7 to 8.4 .51 
Gastroesophageal reflux Infants aged <1 y should not be routinely treated with acid suppression therapy. ED 0.0 (−0.9 to 0.9) 0.0 (−1.1 to 1.1) −0.9 to 0.9 .98 
Hospitalized −1.3 (−4.2 to 1.6) −0.5 (−16.2 to 15.2) −0.7 −15.8 to 14.3 .86 
Headache Children seen and treated in the ED for acute atraumatic primary headache should not routinely receive CT imaging of the head. ED 0.2 (0.0–0.3) 1.5 (−0.8 to 3.7) −1.3 −3.6 to 0.9 .13 
Children seen and treated in the ED for acute atraumatic primary headache should not routinely receive MRI of the head. ED 0.5 (−0.6 to 1.7) 0.5 (−1.2 to 2.3) 0.0 −1.4 to 1.4 .97 
Head injury Children seen and treated in the ED for minor head injuries should not routinely receive a brain CT scan. ED 0.3 (−0.3 to 1.0) 1.8 (−6.3 to 9.9) −1.5 −9.5 to 6.6 .52 
Neonatal intensive care Infants in the NICU should not receive antireflux medications for treatment of symptomatic gastroesophageal reflux or for the treatment of apnea and desaturation. Hospitalized −0.4 (−8.2 to 7.5) −2.0 (−17 to 12.9) 1.7 −10.8 to 14.1 .70 
Infants in the NICU should not receive vancomycin or carbapenems unless there is a known risk for resistant pathogens. Hospitalized 0.0 (−0.5 to 0.5) 0.0 (−0.7 to 0.7) 0.0 −0.6 to 0.6 .95 
Pneumonia Children diagnosed with uncomplicated CAP should not have C-reactive protein and/or erythrocyte sedimentation rate tests performed. ED 0.6 (−1 to 2.1) 1.4 (−0.6 to 3.3) −0.8 −2.5 to 0.9 .25 
Hospitalized 2.3 (−2.3 to 6.8) 2.6 (−5.2 to 10.4) −0.3 −6.7 to 6.2 .90 
Children diagnosed with uncomplicated CAP should not routinely have bacterial blood cultures performed. ED 0.0 (−1.3 to 1.2) 0.8 (−1.3 to 2.9) −0.8 −2.5 to 0.9 .24 
Hospitalized 0.5 (0.1–1) 0.1 (−11 to 11.2) 0.4 −10.6 to 11.5 .88 
Children diagnosed with uncomplicated CAP should not be treated with antibiotic therapies broader than ampicillin. ED −0.6 (−1.9 to 0.7) 0.1 (−2 to 2.3) −0.8 −2.5 to 1 .27 
Hospitalized −0.1 (−9.7 to 9.5) −3.9 (−13.1 to 5.2) 3.8 −4.7 to 12.4 .28 
Children diagnosed with complicated pneumonia should not have peripherally inserted central lines or central venous lines placed for extended intravenous antibiotic therapy. Hospitalized −0.7 (−3.8 to 2.5) −0.3 (−1.4 to 0.8) −0.3 −3.1 to 2.5 .71 
Seizure Children diagnosed with their first generalized afebrile atraumatic seizure should not have CT imaging of the head performed. ED 0.4 (−0.2 to 1) 1.5 (−0.4 to 3.5) −1.1 −2.9 to 0.6 .12 
Hospitalized 0.8 (−1.4 to 3.1) 1.3 (−3.6 to 6.2) −0.5 −4.6 to 3.7 .74 
Upper respiratory infection Children diagnosed with viral upper respiratory infections should not be treated with antibiotic medications unless they are also diagnosed with a possible bacterial infection. ED 0.0 (−0.1 to 0.1) 0.0 (−0.1 to 0.2) 0.0 −0.2 to 0.1 .56 
Hospitalized −0.3 (−1.8 to 1.1) 0.1 (−4.7 to 4.9) −0.4 −4.8 to 3.9 .74 

SARS-CoV-2, severe acute respiratory syndrome coronavirus 2.

Supplemental Table 6 shows performance by measure category. LVC was either unchanged or decreased for nearly all medication measures in both cohorts; the exception was steroids for bronchiolitis, which increased in both cohorts over the study period (Tables 1 and 2). For the 3 procedure measures (only applicable to the inpatient cohort), LVC was also unchanged or decreased. For all 5 laboratory measures, LVC was either unchanged or increased in both cohorts. For the 9 imaging measures, LVC was also unchanged or increased for nearly all measures in both cohorts, with the exception of chest radiography for bronchiolitis in the inpatient cohort, which decreased (Table 2).

Our study identified varying performance trajectories across a set of hospital-based LVC measures from 2016 to 2022, with differences identified by measure category. LVC was unchanged or decreased for most medication and procedural measures; conversely, LVC was either unchanged or increased for all laboratory measures and nearly all imaging measures. Among all 29 measures, the majority demonstrated relative performance stagnation over the study period, with many demonstrating persistently high rates of LVC delivery in 2022.

This study adds to existing literature by exploring a broad set of hospital-based pediatric LVC measures and providing recent longitudinal data for several previously studied measures. We found ongoing improvement in LVC delivery for some services, such as bronchodilators for bronchiolitis. This continued improvement may reflect the robust evidence base,32  dissemination of national recommendations,33  and numerous quality improvement initiatives dedicated to reducing LVC for this common diagnosis.34  However, we also identified reversal of previous improvement trends for some measures, including chest radiography for asthma,2  head CT for minor head injury,35  and corticosteroids for bronchiolitis.17  These findings may suggest challenges in sustainability of deimplementation efforts; additionally, they support a need for consistent LVC measurement to facilitate timely identification of such shifts. Our observation that LVC failed to improve for a majority of included measures mirrors results from several studies focused on adult populations, which have found minimal improvements in LVC over time despite an intensified awareness of the harms associated with these services.3638 

The differential patterns observed between measures associated with the diagnostic process (laboratory and imaging studies, for which LVC was generally unchanged or increasing) and those associated with treatment (medications and procedures, for which LVC was unchanged or decreasing) is notable. Although reductions in low-value medications and procedures are key successes, efforts are needed to deimplement services further upstream in the diagnostic process. Such attention may reduce misdiagnosis and overdiagnosis39  and prevent cascades of LVC, defined as medical services that directly follow from an initial low-value service.40  For example, avoidance of chest radiography for bronchiolitis not only reduces direct costs and harm from radiation, but may also prevent a misdiagnosis of bacterial pneumonia on the basis of nonspecific imaging findings (eg, a focal opacity which may be consistent with atelectasis) and therefore avoid a course of antibiotics and associated harms. Our findings highlight the importance of continued efforts to measure the downstream impact of diagnostic services and focus on diagnostic stewardship.41 

Our results raise some questions surrounding the potential influence of the COVID-19 pandemic on pediatric LVC. Literature supports a marked reduction in pediatric health care services at the start of the pandemic accompanied by shifts in common disease patterns,42  yet little is known about pandemic-related changes in health care value. For some LVC Calculator services, such as head CT for minor head injury (ED cohort) and for generalized seizure (both cohorts), inflammatory marker testing for uncomplicated CAP (both cohorts), and electrolyte testing for febrile seizures (hospitalized cohort), a large increase in LVC was observed after the onset of the COVID-19 pandemic. It is possible that changes introduced by the pandemic may have directly altered LVC patterns. For example, providers may have felt more compelled to obtain definitive diagnostic information to avoid longer observation periods in the health care setting and reduce likelihood of follow-up care needs. Alternatively, alterations in patient acuity may have influenced these trends. For example, children seeking care for minor head injury during the pandemic may have had more severe symptomatology than those presenting during other periods of our study, because caregivers may have attempted to minimize health care contact during the pandemic due to infectious risks. The trajectories of these measures in the postpandemic period have varied, with some increases continuing and others tempering. Annual rates of change do not yet demonstrate significant differences for any services between the prepandemic period (2016–2019) and the study period inclusive of the pandemic and postpandemic years (2020–2022). Further measurement, particularly of services that are continuing to increase, and assessment of drivers will be needed to elucidate the impact of the pandemic on LVC.

Given lack of improvement in LVC delivery for many measures over this study period, a structured approach is needed to identify and prioritize services for which deimplementation efforts will be most impactful. The LVC Calculator may assist with achieving this aim by offering continuous data describing multiple aspects of LVC measurement including prevalence, cost, and temporal trends. We identified temporal increases in some measures, such as CT for minor head injury (ED cohort) and for first-time generalized seizure (both cohorts) for which LVC has been shown to be particularly costly3  and harmful,4345  suggesting these services are important areas for prioritized deimplementation. Targeted deimplementation may also benefit measures demonstrating stagnant performance where LVC remains prevalent. For example, in the ED cohort, chest radiography remained unchanged through the study period, but was delivered in >10 000 encounters in 2022 (nearly 17% of those eligible); in the hospitalized cohort, blood cultures for CAP also remained unchanged, but were obtained in >1500 encounters (nearly 40% of those eligible). Our previous work also found these services to be relatively costly and to impact a large number of children.3  For such measures, comparing current performance to achievable benchmarks of care22,46  will identify realistic improvement potential and offer improvement targets. Further work is needed to systematically assess other key areas of LVC impact, including perceived degree of harm associated with each service, potential for cascades of care, and disparities that may impact health equity; additionally, future efforts should focus on further characterizing drivers and outcomes associated with this care.

Our study has important limitations. First, our definition of LVC relies on administrative data. Although the measure definitions in the LVC Calculator are intentionally narrow, intending to identify services that are truly low-value, it is possible that some services were misclassified as low-value. Conversely, it is possible that the measure definitions may underestimate the burden of LVC. Although the LVC Calculator’s design is intended to exclude children with severe illness, it is possible that variations in patient characteristics, including acuity, throughout the study period not captured by our exclusion criteria may have influenced LVC receipt. We did not perform statistical analyses describing the significance of short-term changes in LVC delivery during the pandemic; future analyses focused specifically on this period may further elucidate the direct impact of the pandemic on LVC. We did not cluster our analysis at the patient level and are therefore unable to assess the influence of repeated low-value service delivery to an individual patient on our results. Finally, our analysis includes only data from children’s hospitals participating in PHIS, and our findings may not be generalizable to other settings.

This longitudinal assessment of 29 pediatric hospital-based LVC measures demonstrated varying performance trends by measure from 2016 to 2022, with a persistently high prevalence of LVC observed for many measures at the conclusion of the study period. Performance trends were less favorable for diagnostic measures (imaging and laboratory studies) than therapeutic measures (medications and procedures). Given the imperative to reduce LVC delivery and realistic limitations in deimplementation resources, these data may inform prioritization of deimplementation efforts.

Dr House conceptualized and designed the study, reviewed and interpreted the data, drafted the initial manuscript, and iteratively reviewed and revised the manuscript; Drs Coon, Marin, Ralston, Ho, Reyes, and Schroeder conceptualized and designed the study, and critically reviewed and revised the manuscript; Dr Hall and Ms Gruhler De Souza participated in study design, conducted the data analytics and statistical analyses, and reviewed and revised the manuscript; and all authors approved the final manuscript as submitted and agree to be accountable for all aspects of the work.

FUNDING: No external funding.

CONFLICT OF INTEREST DISCLOSURES: The authors have indicated they have no conflicts of interest relevant to this article to disclose.

CAP

community-acquired pneumonia

COVID-19

coronavirus disease 2019

CT

computed tomography

ED

emergency department

GAS

group A streptococcus

LVC

low-value care

PHIS

Pediatric Health Information System

1
Reyes
M
,
Paulus
E
,
Hronek
C
, et al
.
Choosing Wisely Campaign: report card and achievable benchmarks of care for children’s hospitals
.
Hosp Pediatr
.
2017
;
7
(
11
):
633
641
2
Reyes
MA
,
Etinger
V
,
Hall
M
, et al
.
Impact of the Choosing Wisely Campaign recommendations for hospitalized children on clinical practice: trends from 2008 to 2017
.
J Hosp Med
.
2020
;
15
(
2
):
68
74
3
House
SA
,
Hall
M
,
Ralston
SL
, et al
.
Development and use of a calculator to measure pediatric low-value care delivered in US children’s hospitals
.
JAMA Netw Open
.
2021
;
4
(
12
):
e2135184
4
Chua
KP
,
Schwartz
AL
,
Volerman
A
,
Conti
RM
,
Huang
ES
.
Use of low-value pediatric services among the commercially insured
.
Pediatrics
.
2016
;
138
(
6
):
e20161809
5
Cohen
E
,
Rodean
J
,
Diong
C
, et al
.
Low-value diagnostic imaging use in the pediatric emergency department in the United States and Canada
.
JAMA Pediatr
.
2019
;
173
(
8
):
e191439
6
Marin
JR
,
Hollander
MAG
,
Ray
KN
,
Donohue
JM
,
Cole
ES
.
Low-value diagnostic imaging in children with Medicaid
.
J Pediatr
.
2021
;
235
:
253
263.e14
7
Koehlmoos
TP
,
Madsen
CK
,
Banaag
A
,
Haider
AH
,
Schoenfeld
AJ
,
Weissman
JS
.
Assessing low-value health care services in the military health system
.
Health Aff (Millwood)
.
2019
;
38
(
8
):
1351
1357
8
Butler
AM
,
Brown
DS
,
Durkin
MJ
, et al
.
Association of inappropriate outpatient pediatric antibiotic prescriptions with adverse drug events and health care expenditures
.
JAMA Netw Open
.
2022
;
5
(
5
):
e2214153
9
Chalmers
K
,
Gopinath
V
,
Brownlee
S
,
Saini
V
,
Elshaug
AG
.
Adverse events and hospital-acquired conditions associated with potential low-value care in Medicare beneficiaries
.
JAMA Health Forum
.
2021
;
2
(
7
):
e211719
10
Ganguli
I
,
Simpkin
AL
,
Lupo
C
, et al
.
Cascades of care after incidental findings in a US national survey of physicians
.
JAMA Netw Open
.
2019
;
2
(
10
):
e1913325
11
Brownlee
SM
,
Korenstein
D
.
Better understanding the downsides of low value health care could reduce harm
.
BMJ
.
2021
;
372
(
117
):
n117
12
Shrank
WH
,
Rogstad
TL
,
Parekh
N
.
Waste in the US health care system: estimated costs and potential for savings
.
JAMA
.
2019
;
322
(
15
):
1501
1509
13
Berwick
DM
,
Hackbarth
AD
.
Eliminating waste in US health care
.
JAMA
.
2012
;
307
(
14
):
1513
1516
14
Centers for Medicare and Medicaid Services
.
National health expenditure data: historical
. Available at: https://www.cms.gov/Research-Statistics-Data-and-Systems/Statistics-Trends-and-Reports/NationalHealthExpendData/NationalHealthAccountsHistorical. Accessed November 9, 2020
15
Chua
KP
,
Conti
RM
,
Freed
GL
.
Appropriately framing child health care spending: a prerequisite for value improvement
.
JAMA
.
2018
;
319
(
11
):
1087
1088
16
Lassman
D
,
Hartman
M
,
Washington
B
,
Andrews
K
,
Catlin
A
.
US health spending trends by age and gender: selected years 2002–2010
.
Health Aff (Millwood)
.
2014
;
33
(
5
):
815
822
17
House
SA MJ
,
Hall
M
,
Ralston
SR
.
Trends over time in use of nonrecommended tests and treatments since publication of the American Academy of Pediatrics bronchiolitis guideline
.
JAMA Netw Open
.
2021
;
4
(
2
):
e2037356
18
Parikh
K
,
Hall
M
,
Teach
SJ
.
Bronchiolitis management before and after the AAP guidelines
.
Pediatrics
.
2014
;
133
(
1
):
e1
e7
19
Florin
TA
,
Byczkowski
T
,
Ruddy
RM
,
Zorc
JJ
,
Test
M
,
Shah
SS
.
Variation in the management of infants hospitalized for bronchiolitis persists after the 2006 American Academy of Pediatrics bronchiolitis guidelines
.
J Pediatr
.
2014
;
165
(
4
):
786
92.e1
20
Fenster
ME
,
Hersh
AL
,
Srivastava
R
,
Keren
R
,
Wilkes
J
,
Coon
ER
.
Trends in use of postdischarge intravenous antibiotic therapy for children
.
J Hosp Med
.
2020
;
15
(
12
):
731
733
21
Shaikh
N
,
Umscheid
J
,
Rizvi
S
, et al
.
National trends of acute osteomyelitis and peripherally inserted central catheters in children
.
Hosp Pediatr
.
2021
;
11
(
7
):
662
670
22
Parikh
K
,
Hall
M
,
Mittal
V
, et al
.
Establishing benchmarks for the hospitalized care of children with asthma, bronchiolitis, and pneumonia
.
Pediatrics
.
2014
;
134
(
3
):
555
562
23
Mangione-Smith
R
,
Roth
CP
,
Britto
MT
, et al
.
Development and testing of the Pediatric Respiratory Illness Measurement System (PRIMES) quality indicators
.
Hosp Pediatr
.
2017
;
7
(
3
):
125
133
24
Agency for Healthcare Research and Quality
.
Pediatric Quality Measures Program: all PQMP measures
. Available at: https://www.ahrq.gov/pqmp/measures/all-pqmp-measures.html. Accessed October 1, 2018
25
House
SA
,
Coon
ER
,
Schroeder
AR
,
Ralston
SL
.
Categorization of national pediatric quality measures
.
Pediatrics
.
2017
;
139
(
4
):
e20163269
26
American Board of Internal Medicine Foundation
.
Choosing Wisely: clinician lists
. Available at: https://www.choosingwisely.org/clinician-lists/. Accessed October 1, 2018
27
Feudtner
C
,
Feinstein
JA
,
Zhong
W
,
Hall
M
,
Dai
D
.
Pediatric complex chronic conditions classification system version 2: updated for ICD-10 and complex medical technology dependence and transplantation
.
BMC Pediatr
.
2014
;
14
:
199
28
Children’s Hospital Association
.
High-intensity neurologic impairment codes
. Available at: https://www.childrenshospitals.org/Research-and-Data/Pediatric-Data-and-Trends/2019/High-Intensity-Neurologic-Impairment-Codes. Accessed July 11, 2019
29
Rao
A
,
Berg
B
,
Quezada
T
, et al
.
Diagnosis and antibiotic treatment of group a streptococcal pharyngitis in children in a primary care setting: impact of point-of-care polymerase chain reaction
.
BMC Pediatr
.
2019
;
19
(
1
):
24
30
Van
TT
,
Mestas
J
,
Dien Bard
J
.
Molecular testing for detection of groups A, C, and G β-hemolytic streptococci in pharyngeal samples from children
.
J Appl Lab Med
.
2018
;
3
(
3
):
429
437
31
Antoon
JW
,
Williams
DJ
,
Thurm
C
, et al
.
The COVID-19 Pandemic and changes in health care utilization for pediatric respiratory and nonrespiratory illnesses in the United States
.
J Hosp Med
.
2021
;
16
(
5
):
294
297
32
Ralston
SL
,
Lieberthal
AS
,
Meissner
HC
, et al
.
American Academy of Pediatrics
.
Clinical practice guideline: the diagnosis, management, and prevention of bronchiolitis
.
Pediatrics
.
2014
;
134
(
5
):
e1474
e1502
33
American Board of Internal Medicine Foundation
.
Choosing Wisely in Pediatric Hospital Medicine
. Available at: https://www.choosingwisely.org/societies/pediatric-hospital-medicine-shm-aap-apa/. Accessed September 15, 2021
34
Ralston
S
,
Comick
A
,
Nichols
E
,
Parker
D
,
Lanter
P
.
Effectiveness of quality improvement in hospitalization for bronchiolitis: a systematic review
.
Pediatrics
.
2014
;
134
(
3
):
571
581
35
Coon
ER
,
Newman
TB
,
Hall
M
,
Wilkes
J
,
Bratton
SL
,
Schroeder
AR
.
Trends in imaging findings, interventions, and outcomes among children with isolated head trauma
.
Pediatr Emerg Care
.
2021
;
37
(
2
):
55
61
36
Mafi
JN
,
Reid
RO
,
Baseman
LH
, et al
.
Trends in low-value health service use and spending in the US Medicare Fee-for-Service Program, 2014–2018
.
JAMA Netw Open
.
2021
;
4
(
2
):
e2037328
37
Carter
EA
,
Morin
PE
,
Lind
KD
.
Costs and trends in utilization of low-value services among older adults with commercial insurance or Medicare Advantage
.
Med Care
.
2017
;
55
(
11
):
931
939
38
Oakes
AH
,
Chang
HY
,
Segal
JB
.
Systemic overuse of health care in a commercially insured US population, 2010–2015
.
BMC Health Serv Res
.
2019
;
19
(
1
):
280
39
Coon
ER
,
Quinonez
RA
,
Moyer
VA
,
Schroeder
AR
.
Overdiagnosis: how our compulsion for diagnosis may be harming children
.
Pediatrics
.
2014
;
134
(
5
):
1013
1023
40
Ganguli
I
,
Thakore
N
,
Rosenthal
MB
,
Korenstein
D
.
Longitudinal content analysis of the characteristics and expected impact of low-value services identified in US Choosing Wisely recommendations
.
JAMA Intern Med
.
2022
;
182
(
2
):
127
133
41
Morgan
DJ
,
Malani
PN
,
Diekema
DJ
.
Diagnostic stewardship to prevent diagnostic error
.
JAMA
.
2023
;
329
(
15
):
1255
1256
42
Schroeder
AR
,
Dahlen
A
,
Purington
N
, et al
.
Health care utilization in children across the care continuum during the COVID-19 pandemic
.
PLoS One
.
2022
;
17
(
10
):
e0276461
43
Hauptmann
M
,
Byrnes
G
,
Cardis
E
, et al
.
Brain cancer after radiation exposure from CT examinations of children and young adults: results from the EPI-CT cohort study
.
Lancet Oncol
.
2023
;
24
(
1
):
45
53
44
Miglioretti
DL
,
Johnson
E
,
Williams
A
, et al
.
The use of computed tomography in pediatrics and the associated radiation exposure and estimated cancer risk
.
JAMA Pediatr
.
2013
;
167
(
8
):
700
707
45
Pearce
MS
,
Salotti
JA
,
Little
MP
, et al
.
Radiation exposure from CT scans in childhood and subsequent risk of leukemia and brain tumors: a retrospective cohort study
.
Lancet
.
2012
;
380
(
9840
):
499
505
46
Weissman
NW
,
Allison
JJ
,
Kiefe
CI
, et al
.
Achievable benchmarks of care: the ABCs of benchmarking
.
J Eval Clin Pract
.
1999
;
5
(
3
):
269
281

Supplementary data