Abstract
Background:
The Centers for Disease Control and Prevention (CDC) recommends that all women with a stillbirth have a syphilis test after delivery. Our study seeks to evaluate adherence to CDC guidelines for syphilis screening among women with a stillbirth delivery.
Methods:
We utilized data recorded in electronic health records for women who gave birth between January 1, 2014 and December 31, 2016. Patients were included if they were 18–44 years old and possessed an ICD-9-CM or ICD-10-CM diagnosis of stillbirth. Stillbirth diagnoses were confirmed through a random sample of medical chart reviews. To evaluate syphilis screening, we estimated the proportion of women who received syphilis testing within 300 days before stillbirth, within 30 days after a stillbirth delivery, and women who received syphilis testing both before and after stillbirth delivery.
Results:
We identified 1,111 stillbirths among a population of 865,429 unique women with encounter data available from electronic health records. Among a sample of 127 chart reviewed cases, only 35 (27.6%) were confirmed stillbirth cases, 45 (35.4%) possible stillbirth cases, 39 (30.7%) cases of miscarriage, and 8 (6.3%) cases of live births. Among confirmed stillbirth cases, 51.4% had any syphilis testing conducted, 31.4% had testing before their stillbirth delivery, 42.9% had testing after the delivery, and only 22.9% had testing before and after delivery.
Conclusions:
A majority of women with a stillbirth delivery do not receive syphilis screening adherent to CDC guidelines. Stillbirth ICD codes do not accurately identify cases of stillbirth.
Short Summary
A study on prenatal syphilis screening adherence found that majority of women with a stillbirth delivery do not receive syphilis testing in accordance with CDC-recommended screening guidelines.
INTRODUCTION
A stillbirth is defined as a delivery of fetus born at 20 weeks or greater of gestation with no signs of life1. Stillbirths have numerous potential causes such as restriction of fetal growth2–4, chromosomal and genetic abnormalities5–7, and infections8, including syphilis9. In the United States, the rate of stillbirth slowly declined from 6.05 cases per 1,000 births between 2006 and 201210 to 5.89 per 1,000 births in 201711. Moreover, there are significant disparities in stillbirth rates among racial and ethnic minority groups, suggesting more progress is needed to achieve equity as well as the U.S. Health People 2020 target of 5.6 per 1,000 births12.
Rates of primary and secondary (P & S) syphilis increased in recent years, with a 72.7% increase from 2013 to 2017 (from 5.5 per 100,000 population to 9.5 per 100,000 population) in the United States13. Despite the increase in P & S syphilis being most prominent among men who have sex with men, rates of congenital syphilis have more than doubled during the same time period (9.2 per 100,000 live births to 23.3 per 100,000 live births, respectively)13. During this time in Indiana, the rate of P & S syphilis doubled, increasing by 60% among females14. Congenital syphilis rates rose from 0 to 9.5 cases per 100,00015. This rise in congenital syphilis rates might indicate a possible increase in syphilitic stillbirth rates during this time period.
The Centers for Disease Control and Prevention (CDC), U.S. Preventive Services Task Force (USPSTF), and the state of Indiana all recommend screening at the time of diagnosis of pregnancy and in the third trimester if a woman is considered “high” risk16. The USPSTF and CDC also recommend testing at the time of delivery and in the case of stillbirth17. Despite these recommendations, several studies18–21 have shown gaps in screening at the first prenatal visit and failure to rescreen during the third trimester among congenital syphilis cases. Further, a study22 using Truven MarketScan, a claims database which contains approximately 40–50 million insured patients per year, found that approximately one-third of stillbirth cases did not receive syphilis testing either prenatally or after the stillbirth delivery. The study22 utilized International Classification of Diseases, Ninth Revision, (ICD-9) codes to identify cases of stillbirth. However, the use of ICD-9 codes to identify cases of stillbirth has only been validated once in the U.S., using patients in California from 1992–1993 and therefore may not currently be valid23. There is little evidence available regarding provider adherence to the CDC syphilis testing guidelines among women with stillbirth. The objective of the study was to utilize electronic health records (EHRs) to evaluate prenatal syphilis screening and syphilis testing after delivery, among women with a stillbirth delivery.
MATERIALS AND METHODS
Study Design and Setting
We employed a retrospective cohort study design using data from the Indiana Network for Patient Care (INPC). The INPC is a health information exchange (HIE) network that connects and aggregates EHRs for more than 100 hospitals representing 38 health systems24. The INPC utilizes a master person index to uniquely link medical records for the same individual across medical encounters, laboratory test results, and clinical procedures. With respect to the state’s population, the INPC represents two-thirds of Indiana residents. The INPC is frequently used to study both health services and population health outcomes25.
To assess syphilis testing compliance with CDC guidelines, we compared syphilis laboratory testing dates to the date of stillbirth delivery recorded for women who gave birth between January 1, 2014 and December 31, 2016. This study was approved by Indiana University’s Institutional Review Board.
Cohort Assembly and Data Extraction
Women were included if they were aged 18–44 years old and possessed an ICD-9-CM or ICD-10-CM diagnosis of stillbirth delivery documented in the INPC. The ICD-9-CM codes utilized to identify stillbirth delivery were V27.1, V27.3, V27.4, V27.6, V27.7, V32.X, V35.X, V36.X, 656.4, and 779.9. For ICD-10-CM, codes utilized were Z37.1, Z37.3, Z37.4, Z37.6, Z37.7, O36.4, P95, and P96.9. A case of stillbirth delivery was defined based on the presence of at least one of the aforementioned diagnostic codes documented in the INPC aggregated medical record during the study period. The date of the first diagnosis with stillbirth was defined as the date of stillbirth. If a patient received multiple stillbirth diagnostic codes ≥20 weeks apart within the study period, that next diagnosis was considered a new case of stillbirth.
Cases of stillbirth were separated into three categories based on the presence of syphilis testing and syphilis test results documented in the INPC during the time interval of 300 days before and 30 days after the date of stillbirth. The categories included cases in which 1) the woman had any positive or reactive syphilis laboratory test; 2) the woman had all syphilis laboratory tests that were negative, non-reactive, or indeterminate; and 3) the woman had no evidence of syphilis laboratory testing. All patient data, including medical record numbers, prenatal encounters (ICD-9-CM: V22.X, V23.X, V28.9, and V72.42; ICD-10-CM: Z34.X, Z36.X, Z3A.X and O09.X), names of institutions that documented the stillbirth delivery, encounter settings, and laboratory test results, during the time interval of 300 days before and 30 days after the date of stillbirth were linked and extracted for each case from the INPC.
Chart Reviews
Data quality checks were performed using medical chart reviews among a sample of stillbirth cases to examine: 1) the diagnosis of stillbirth delivery was correct by reviewing clinician notes up to 35 days after diagnosis; 2) the syphilis laboratory testing and treatment information might be missing from designated fields in the structured medical record but might be present in clinician notes; or 3) the stillbirth was potentially caused by other underlying conditions which may have been documented in clinician notes, ultrasound results, genetic screening results, placental examinations, and fetal autopsies. A confirmed case of stillbirth was defined as that in which a fetus had no sign of life at the time of delivery and gestational age was 20 weeks or later. A possible case of stillbirth was defined as a case with 1) no sign of life and missing gestational age; or 2) missing information on signs of life at the time of delivery and missing gestational age. A false case of stillbirth was defined as a case in which the fetus was documented to be born alive or gestational age was <20 weeks, which should have been classified as a miscarriage1.
The sample for medical chart reviews was stratified by category. All positive or reactive syphilis cases were reviewed to verify the clinical diagnosis. For the other two categories, we randomly sampled roughly 10% of remaining cases for data quality purposes to confirm the stillbirth diagnosis and the syphilis laboratory testing result of negative, non-reactive, indeterminate, or lack thereof. Sample size was determined based on our goal of performing a data quality check; generally, a 10% sample of cases is sufficient to identify quality issues. A trained medical chart reviewer (K.A.) conducted all chart reviews. No additional syphilis laboratory testing or treatment information were found in the detailed medical charts, suggesting the dataset contained all of the available information from the INPC. Additionally, no other potential causes of stillbirths were found.
Assessment of Provider Adherence
In order to assess provider adherence to guidelines, we examined whether and the number of times a woman was tested for syphilis during the pregnancy and after the stillbirth delivery for each case. Laboratory tests were included up to 300 days before and 30 days after the date of stillbirth to allow for potential delays in clinical documentation. A case was determined to have received prenatal testing of syphilis if testing occurred within 1 to 300 days before the stillbirth diagnosis. A case was determined to have received post-delivery testing of syphilis if testing occurred on the same day of the stillbirth diagnosis or up to 30 days after the date of stillbirth. For a confirmed or possible stillbirth case to be considered adherent to guidelines, the case had to possess both prenatal testing and post-delivery testing of syphilis. Among positive syphilis cases, we did not require cases to have the presence of syphilis testing among the 1st trimester and 3rd trimester due to the possibility of the stillbirth delivery occurring before the 3rd trimester, and some cases did not document the gestational age of fetus at the time of delivery.
Statistical Analyses
Prevalence of provider adherence to guidelines was estimated and stratified by stillbirth case status. We further examined adherence based on whether the medical record contained documentation of prenatal visits. All analyses were conducted using SAS version 9.4 (SAS Institute Inc., Cary, NC, USA).
RESULTS
Overall Cohort Description and Category Classifications
Over the 2-year study period, a total of 865,429 unique women, between the ages of 18 and 44 years old, had at least one encounter in the INPC. Of these, 1,111 (0.1%) women received a stillbirth ICD-9-CM or ICD-10-CM diagnosis.
When categorized, there were 2 (0.2%) syphilis positive stillbirth cases, 527 (47.4%) stillbirth cases in which syphilis laboratory testing occurred with a negative/indeterminate result, and 582 (52.4%) stillbirth cases that possessed no documentation of syphilis laboratory testing. A total 127 chart reviews from 18 different institutions were conducted: 2 syphilis positive cases; 53 (10.1%) cases with a negative/indeterminate laboratory result; and 72 (12.4%) cases with no syphilis laboratory testing.
Assessment of ICD-based Stillbirth Diagnosis
No cases with multiple deliveries were found from chart review. The 2 syphilis positive cases had reactive nontreponemal, rapid plasma regain (RPR) testing, but no confirmatory treponemal test was conducted.
Chart reviews of 127 cases revealed only 35 (27.6%) confirmed stillbirth cases, 45 (35.4%) possible stillbirth cases, 39 (30.7%) cases of miscarriage, and 8 (6.3%) cases with live births (Table 1 and Table 2). Of the possible stillbirth cases, 13.3% (6/45) had missing information on signs of life at time of delivery and 86.7% (39/45) had missing information on both gestational age and signs of life. Demographic information for the total cases and those charts reviewed are provided in Table 1. Among the miscarriage cases, gestational age ranged from 6 weeks to 19 weeks plus 6 days and the average length of gestation was 12.6 weeks.
Table 1.
Demographic information stratified by case status.
Chart Reviewed | All ICD Cases | ||||||||
---|---|---|---|---|---|---|---|---|---|
Confirmed Stillbirth (n=35) | Possible Stillbirth (n=45) | Live Birth (n=8) | Miscarriage (n=39) | Total (N=127) | Count (N=1,111) | Percentage (%) | |||
Maternal Age at Delivery (Years) | |||||||||
<20 | 5 | 4 | 0 | 3 | 12 | 92 | 8.28 | ||
20–34 | 24 | 32 | 8 | 22 | 86 | 844 | 75.97 | ||
35–39 | 0 | 5 | 0 | 9 | 14 | 131 | 11.79 | ||
40+ | 6 | 4 | 0 | 5 | 15 | 44 | 3.96 | ||
Maternal race/ethnicity | |||||||||
White (Non-Hispanic) | 26 | 22 | 5 | 26 | 79 | 663 | 59.68 | ||
Black (Non-Hispanic) | 5 | 3 | 1 | 6 | 15 | 121 | 10.89 | ||
Hispanic or Latino | 0 | 1 | 0 | 1 | 2 | 11 | 0.99 | ||
American Indian or Alaska Native | 0 | 0 | 1 | 0 | 1 | 3 | 0.27 | ||
Asian | 0 | 0 | 0 | 0 | 0 | 1 | 0.09 | ||
Other | 3 | 5 | 1 | 4 | 13 | 110 | 9.90 | ||
Unknown | 1 | 14 | 0 | 2 | 17 | 202 | 18.18 | ||
Stillbirth ICD Diagnosing Setting | |||||||||
Emergency Department | 2 | 7 | 0 | 17 | 26 | 131 | 11.79 | ||
Inpatient | 23 | 8 | 4 | 14 | 49 | 65 | 5.85 | ||
Obstetrics | 0 | 2 | 0 | 2 | 4 | 1 | 0.09 | ||
Outpatient | 3 | 6 | 3 | 5 | 17 | 237 | 21.33 | ||
Unknown | 7 | 22 | 1 | 1 | 31 | 677 | 60.94 |
Location of ICD diagnosing setting was determined by the location in which the stillbirth ICD diagnosis was recorded.
Table 2.
Chart reviewed stillbirth case status stratified by category.
Case Status | |||||
---|---|---|---|---|---|
Confirmed Stillbirth | Possible Stillbirth | Live Birth | Miscarriage | Total | |
Syphilis Positive | 0 | 1 | 0 | 1 | 2 |
Received Syphilis Laboratory Testing with Negative or Indeterminate Result | 21 | 10 | 4 | 18 | 53 |
No Syphilis Laboratory Testing | 14 | 34 | 4 | 20 | 72 |
Total Case Statuses | 35 | 45 | 8 | 39 | 127 |
Cases represent a pregnancy episode which possessed at least one stillbirth diagnostic code and do not reflect the number of deliveries.
Assessment of Provider Adherence
Only 22.9% (8/35) of confirmed stillbirth cases and 2.2% (1/45) possible stillbirth cases had both prenatal syphilis testing and post-delivery syphilis testing to adhere to guidelines. When looking at the entire cohort, only 10.7% (119/1111) cases had both prenatal syphilis testing and post-delivery syphilis testing. Syphilis testing in general was low as only 37.8% (48/127) among the chart review sample and 47.6% (529/1111) among the total cohort had any syphilis testing before or after delivery. When only assessing if cases were tested after stillbirth, 42.9% (15/35) confirmed stillbirth cases, 8.9% (4/45) possible stillbirth cases, and 29.8% (331/1111) among the total cohort were tested for syphilis after the stillbirth diagnosis. Of the two cases which tested positive for syphilis during the pregnancy period, neither case was tested for syphilis at the time of or following the stillbirth diagnosis. Assessment of syphilis testing after the stillbirth delivery found no positive syphilis laboratory test results for any cases. However, one case was found to be treated for syphilis (identified in provider notes) following a confirmed stillbirth. The case had no syphilis laboratory testing before or after the stillbirth delivery. Syphilis testing information is presented in Table 3.
Table 3.
Syphilis testing adherence stratified by case group and case status
Any Testing* | Testing Before Delivery | Testing After Delivery** | Testing Before and After Delivery** | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Yes | No | % Tested | Yes | No | % Tested | Yes | No | % Tested | Yes | No | % Tested | ||
Chart Reviewed | Confirmed Stillbirth (n=35) | 18 | 17 | 51.4% | 11 | 24 | 31.4% | 15 | 20 | 42.9% | 8 | 27 | 22.9% |
Possible Stillbirth (n=45) | 8 | 37 | 17.8% | 5 | 40 | 11.1% | 4 | 41 | 8.9% | 1 | 44 | 2.2% | |
Live Birth (n=8) | 4 | 4 | 50.0% | 4 | 4 | 50.0% | 2 | 6 | 25.0% | 2 | 6 | 25.0% | |
Miscarriage (n=39) | 18 | 21 | 46.2% | 17 | 22 | 43.6% | 8 | 31 | 20.5% | 8 | 31 | 20.5% | |
Total | 48 | 79 | 37.8% | 37 | 90 | 29.1% | 29 | 98 | 22.8% | 19 | 108 | 15.0% | |
All Cases | Total Cases (N=1,111) | 529 | 582 | 47.6% | 317 | 794 | 28.5% | 331 | 780 | 29.8% | 119 | 992 | 10.7% |
Any testing was defined as any testing within 300 days before or 30 days after delivery.
Testing after delivery was defined as syphilis testing on the same day or 30 days after the stillbirth diagnosis.
Assessment of Prenatal Visits
In the subset of chart reviewed cases, assessment of prenatal visits found that 100% (2/2) of syphilis positive cases, 66.0% (35/53) of cases which received syphilis testing, and 29.2% (21/72) of cases with no syphilis testing had at least one prenatal visit. When stratified by stillbirth case status, 48.6% (17/35) of confirmed stillbirth cases, 35.6% (16/45) of possible stillbirth cases, 75% (6/8) of live birth cases, and 48.7% (19/39) of miscarriage cases had at least one prenatal visit. Of the 58 cases with a prenatal visit, 37 (63.8%) cases were tested for syphilis before the date of stillbirth.
DISCUSSION
Using a population-based cohort, we examined provider adherence to CDC recommended laboratory testing guidelines for stillbirth deliveries. First, we discovered that ICD codes for stillbirth do not accurately identify cases of stillbirth. Second, we found that few cases of stillbirth delivery are compliant with laboratory testing recommendations. Without compliant syphilis screening, congenital syphilis cases, including syphilitic stillbirths, are unlikely to be identified and reported to the national STD surveillance system. The study provides both methodological guidance for secondary analysis of administrative health data and identifies further areas for study as well as intervention to improve syphilis screening in stillbirth delivery cases.
Due to the rate of confirmed stillbirth cases observed in this study for ICD-based stillbirth delivery codes, we do not recommend the use of ICD codes alone to identify cases of stillbirth delivery for secondary analyses. To better identify stillbirth cases, our study suggests that gestational ages and additional information about status of delivery are needed to confirm case status. Unfortunately, many cases identified as possible stillbirth cases lacked sufficient structured data in the patient’s medical record to confirm case status. Although documentation of delivery details does exist in free-text clinical notes from obstetrics and gynecology (OB/GYN) providers, such data may not be readily available in HIE networks for use by quality improvement, public health, or research teams. While the INPC receives laboratory test results ordered by OBGYN providers, not all EHR systems used in OB/GYN clinics submit medical records to the HIE data network.
Another key finding is that the majority of women with a stillbirth delivery do not receive syphilis testing adherent to CDC guidelines as only 22.9% (8/35) of confirmed stillbirth cases and 2.2% (1/45) possible stillbirth cases were found to be adherent. Our results indicate provider knowledge of guidelines may be low based on the number of confirmed stillbirth cases, 42.9% (15/35), which were tested for syphilis following a stillbirth delivery. Results also show that most pregnant women with a stillbirth diagnosis in Indiana are not receiving syphilis testing at any time during their pregnancy or after a stillbirth or miscarriage, as only 37.8% of chart reviewed cases and 47.6% of the total stillbirth population had any syphilis testing. These findings suggest that more public health interventions are required to ensure that all pregnant women are screened for syphilis and that additional provider education may be required to ensure syphilis screening occurs after a stillbirth delivery. Finally, these findings may have implications for public health surveillance and indicate that cases of congenital syphilis may be underdiagnosed and underreported.
Based on the assessment of prenatal visits, if a patient had a prenatal visit, they tended to be tested for syphilis during their pregnancy. However, 54.3% of cases had no prenatal visits, suggesting further public health interventions are needed to ensure pregnant women in Indiana receive prenatal care. This result is significant as one case, without prenatal syphilis testing, was found to be treated for syphilis immediately following a confirmed stillbirth. However, no autopsy was performed on the fetus and placental examination results were missing from the patient record to determine if syphilis was a cause of fetal demise. Lack of documentation hinders after-action mortality review by public health professionals in coordination with health system providers.
This study has several limitations. The INPC may not capture all prenatal visits as the HITECH Act26 did not require specialty care, such as OB/GYN clinics, to participate in health information exchange. Because of this, patient visit data may only be available within a specialty EHR system. Thus, cases might have had prenatal visits, but the visit information, including gestational age, last menstrual period, expected date of delivery, and potential causes of stillbirth, was not present in the INPC. Therefore, we could not assess when prenatal care began during a pregnancy. However, laboratory testing information from all settings, including OB/GYN clinics, should be captured in the INPC as laboratory results are sent to the INPC directly from public, hospital, and commercial laboratories. An additional limitation was that we may have included syphilis testing not associated with a pregnancy as we included all syphilis testing up to 300 days before a stillbirth diagnosis. We chose this cutoff because we believed that the conception date could not accurately be determined, and a more restrictive cutoff may exclude some prenatal syphilis testing. Our results may therefore overstate syphilis testing during pregnancy. Another limitation was that the low rate of syphilis testing following delivery may have been due to providers forgoing testing because the cause of the stillbirth was known prior to delivery. However, this theory could not be confirmed despite our chart review. Additionally, the rates of provider adherence and misclassification of stillbirth may have differed between providers, facilities, or health systems. However, we could not assess these differences due to data agreements between the INPC and health systems which prohibit these comparisons. Finally, the findings of this study may not be generalizable outside of the state of Indiana, however patients were from multiple health systems of various sizes.
In conclusion, ICD codes for stillbirth should be utilized cautiously when identifying case of stillbirth in administrative data, and provider adherence to CDC guidelines for syphilis testing is low. The results in this study may provide helpful information for public health’s efforts in addressing stillbirths and congenital syphilis.
Acknowledgements:
The authors would like to thank Ashley Wiensch, MPH for her help in coordinating the team’s efforts.
Conflicts of Interest and Source of Funding: The authors report no conflicts of interest. This work was supported by a contract from the U.S. Centers for Disease Control and Prevention [Grant number: 75D30118P02319] and a grant from the U.S. National Library of Medicine [Grant number: T15LM012502]. The views expressed in this publication are those of the authors and do not necessarily reflect the position or policy of the Centers for Disease Control and Prevention, National Library of Medicine, or the United States government.
References
- 1.Centers for Disease Control and Prevention. What is Stillbirth? https://www.cdc.gov/ncbddd/stillbirth/facts.html. Published 2019. Accessed Nov 16th, 2019.
- 2.Clausson B, Gardosi J, Francis A, Cnattingius S. Perinatal outcome in SGA births defined by customised versus population-based birthweight standards. BJOG 2001;108(8):830–834. [DOI] [PubMed] [Google Scholar]
- 3.Getahun D, Ananth CV, Kinzler WL. Risk factors for antepartum and intrapartum stillbirth: a population-based study. Am J Obstet Gynecol 2007;196(6):499–507. [DOI] [PubMed] [Google Scholar]
- 4.Ego A, Subtil D, Grange G, et al. Customized versus population-based birth weight standards for identifying growth restricted infants: a French multicenter study. Am J Obstet Gynecol 2006;194(4):1042–1049. [DOI] [PubMed] [Google Scholar]
- 5.Pauli RM, Reiser CA, Lebovitz RM, Kirkpatrick SJ. Wisconsin Stillbirth Service Program: I. Establishment and assessment of a community-based program for etiologic investigation of intrauterine deaths. Am J Med Genet 1994;50(2):116–134. [DOI] [PubMed] [Google Scholar]
- 6.Laury A, Sanchez-Lara PA, Pepkowitz S, Graham JM, Jr. A study of 534 fetal pathology cases from prenatal diagnosis referrals analyzed from 1989 through 2000. Am J Med Genet A 2007;143a(24):3107–3120. [DOI] [PubMed] [Google Scholar]
- 7.Korteweg FJ, Bouman K, Erwich JJ, et al. Cytogenetic analysis after evaluation of 750 fetal deaths: proposal for diagnostic workup. Obstet Gynecol 2008;111(4):865–874. [DOI] [PubMed] [Google Scholar]
- 8.Copper RL, Goldenberg RL, DuBard MB, Davis RO. Risk factors for fetal death in white, black, and Hispanic women. Collaborative Group on Preterm Birth Prevention. Obstet Gyneco 1994;84(4):490–495. [PubMed] [Google Scholar]
- 9.Gomez GB, Kamb ML, Newman LM, Mark J, Broutet N, Hawkes SJ. Untreated maternal syphilis and adverse outcomes of pregnancy: a systematic review and meta-analysis. Bull World Health Organ. 2013;91(3):217–226. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Gregory EC, MacDorman MF, Martin JA. Trends in fetal and perinatal mortality in the United States, 2006–2012. NCHS Data Brief 2014(169):1–8. [PubMed] [Google Scholar]
- 11.U.S. Centers for Disease Control and Prevention. Data and Statistics. https://www.cdc.gov/ncbddd/stillbirth/data.html. Published 2019. Accessed Jun 18, 2020. [Google Scholar]
- 12.Office of Disease Prevention and Health Promotion. Healthy People 2020—Maternal, infant, and child health objectives. Washington, DC: U.S. Department of Health and Human Services;2014. [Google Scholar]
- 13.Centers for Disease Control and Prevention. Syphilis - 2017 Sexually Transmitted Diseases Survelliance. https://www.cdc.gov/std/stats17/syphilis.htm. Published 2018. Accessed Sep 24, 2019.
- 14.Indiana State Department of Health. Reported Caess of Primary and Secondary Syphilis by Age, Sex, Race/Ethnicity and by County, 2014–2018. https://www.in.gov/isdh/files/ps%20web%20sheet%2020142018(2).pdf. Published 2019. Accessed June 14th, 2020.
- 15.Indiana State Department of Health. Congenital Syphilis. https://secure.in.gov/isdh/files/Congenital%20Syphilis%20Fact%20Sheet%202017-Final.pdf. Published 2018. Accessed June 14th, 2020.
- 16.Preventive US Services Task Force. Screening for syphilis infection in pregnancy: U.S. Preventive Services Task Force reaffirmation recommendation statement. Ann Intern Med 2009;150(10):705–709. [DOI] [PubMed] [Google Scholar]
- 17.Centers for Disease Control and Prevention. Sexually Transmitted Diseases Treatment Guidelines, 2010. MMWR. 2010;59(12). [Google Scholar]
- 18.Matthias JM, Rahman MM, Newman DR, Peterman TA. Effectiveness of Prenatal Screening and Treatment to Prevent Congenital Syphilis, Louisiana and Florida, 2013–2014. Sex Transm Dis 2017;44(8):498–502. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Warner L, Rochat RW, Fichtner RR, Stoll BJ, Nathan L, Toomey KE. Missed opportunities for congenital syphilis prevention in an urban southeastern hospital. Sex Transm Dis 2001;28(2):92–98. [DOI] [PubMed] [Google Scholar]
- 20.Patel SJ, Klinger EJ, O’Toole D, Schillinger JA. Missed opportunities for preventing congenital syphilis infection in New York City. Obstet Gyneco 2012;120(4):882–888. [DOI] [PubMed] [Google Scholar]
- 21.Taylor MM, Mickey T, Browne K, Kenney K, England B, Blasini-Alcivar L. Opportunities for the prevention of congenital syphilis in Maricopa County, Arizona. Sex Transm Dis 2008;35(4):341–343. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Patel CG, Huppert JS, Tao G. Provider Adherence to Syphilis Testing Recommendations for Women Delivering a Stillbirth. Sex Transm Dis 2017;44(11):685–690. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Yasmeen S, Romano PS, Schembri ME, Keyzer JM, Gilbert WM. Accuracy of obstetric diagnoses and procedures in hospital discharge data. Am J Obstet Gynecol 2006;194(4):992–1001. [DOI] [PubMed] [Google Scholar]
- 24.Overhage JM. The Indiana Health Information Exchange In: Dixon BE, ed. Health Information Exchange: Navigating and Managing a Network of Health Information Systems. 1st ed. Waltham, MA: Academic Press; 2016:267–279. [Google Scholar]
- 25.Dixon BE, Whipple EC, Lajiness JM, Murray MD. Utilizing an integrated infrastructure for outcomes research: a systematic review. Health Info Libr J 2016;33(1):7–32. [DOI] [PubMed] [Google Scholar]
- 26.The American Recovery and Reinvestment Act of 2009 (ARRA), Public Law 111–5, 123 Stat 115 (2009).