ArticlePloS one2023
Identification of pregnancies and their outcomes in healthcare claims data, 2008-2019: An algorithm.
Article in PloS one, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
33 citing papers in PubMed, 40 citations in OpenAlex.
- Diabetes-related acute care utilization following initiation of automated insulin delivery (AID): A comparison of a disposable tubeless AID system and durable tubed systems.Journal of managed care & specialty pharmacy · 2026Article
- Fetal and Obstetric Complications Among Pregnant Women With Congenital Heart Disease in a Georgia Medicaid Dataset.Birth defects research · 2026Article
- Clinical burden of classic congenital adrenal hyperplasia and glucocorticoid-related complications: a claims analysis.Journal of the Endocrine Society · 2026Article
- Pregnancy identification method as a source of bias in studies of prenatal exposures using real-world data.American journal of epidemiology · 2026Article
- Racial Disparities in Severe Maternal Morbidity During the COVID-19 Pandemic: Evidence from the New Jersey Integrated Population Health Data Project.Journal of racial and ethnic health disparities · 2026Article
- Evaluating and Refining Claims-Based Algorithms for Pregnancy Outcomes and Gestational Age Estimation in Korea.Journal of Korean medical science · 2026Article
- Exploring the Impact of Missing Death Data on Identification of Congenital Malformations in Insurance Claims Data.Paediatric and perinatal epidemiology · 2026Article
- First-trimester preexisting diabetes screening in Medicaid beneficiaries.Pregnancy (Hoboken, N.J.) · 2026Article
- Identifying pregnancies in routinely collected health data: a scoping review of methods.BMC medical informatics and decision making · 2026Article
- Pregnancy Outcomes Associated With Anemia in the First Trimester and Anemia Resolution by Late Pregnancy.Obstetrics and gynecology · 2026Article
- Early Third-Trimester Syphilis Screening Adherence Among Medicaid Recipients in New York City, 2020-2022.Sexually transmitted diseases · 2026Article
- Ultrasound Procedure Codes Enable Timely Surveillance of Ongoing Pregnancies: A Nationwide Population-Based Register Study.Pharmacoepidemiology and drug safety · 2026Article
- Fertility Rates Among Women With Intellectual and Developmental Disability Enrolled in Medicaid and/or Medicare, 2011-2022.Paediatric and perinatal epidemiology · 2026Article
- Evaluation of gestational age by pregnancy outcomes and distribution of pregnancy-related codes in Korean claims data.Epidemiology and health · 2026Article
- Linking deliveries to newborns using nationwide Medicaid data.BMC medical research methodology · 2025Article
- Maternal Sleep Disorders and Maternal and Birth Outcomes: A Retrospective US Claims-Based Study.Brain and behavior · 2025Article
- Comparative Effectiveness and Safety of Labetalol Versus Nifedipine for Treatment of Chronic Hypertension During Pregnancy.JACC. Advances · 2025Article
- First-Trimester Antibiotic Use for Urinary Tract Infection and Risk of Congenital Malformations.JAMA network open · 2025Article
- Using national in vitro fertilization registries to validate clinical outcomes after in vitro fertilization covered by health insurance.Fertility and sterility · 2025Article
- Syphilis Screening During Pregnancy in 18- to 49-Year-Old Women in Commercially Insured Claims Data, 2022.Sexually transmitted diseases · 2025Article
Corrections and comments
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Pregnancy is a condition of broad interest across many medical and health services research domains, but one not easily identified in healthcare claims data. Our objective was to establish an algorithm to identify pregnant women and their pregnancies in claims data. We identified pregnancy-related diagnosis, procedure, and diagnosis-related group codes, accounting for the transition to International Statistical Classification of Diseases, 10th Revision, Clinical Modification (ICD-10-CM) diagnosis and procedure codes, in health encounter reporting on 10/1/2015. We selected women in Merative MarketScan commercial databases aged 15-49 years with pregnancy-related claims, and their infants, during 2008-2019. Pregnancies, pregnancy outcomes, and gestational ages were assigned using the constellation of service dates, code types, pregnancy outcomes, and linkage to infant records. We describe pregnancy outcomes and gestational ages, as well as maternal age, census region, and health plan type. In a sensitivity analysis, we compared our algorithm-assigned date of last menstrual period (LMP) to fertility procedure-based LMP (date of procedure + 14 days) among women with embryo transfer or insemination procedures. Among 5,812,699 identified pregnancies, most (77.9%) were livebirths, followed by spontaneous abortions (16.2%); 3,274,353 (72.2%) livebirths could be linked to infants. Most pregnancies were among women 25-34 years (59.1%), living in the South (39.1%) and Midwest (22.4%), with large employer-sponsored insurance (52.0%). Outcome distributions were similar across ICD-9 and ICD-10 eras, with some variation in gestational age distribution observed. Sensitivity analyses supported our algorithm's framework; algorithm- and fertility procedure-derived LMP estimates were within a week of each other (mean difference: -4 days [IQR: -13 to 6 days]; n = 107,870). We have developed an algorithm to identify pregnancies, their gestational age, and outcomes, across ICD-9 and ICD-10 eras using administrative data. This algorithm may be useful to reproductive health researchers investigating a broad range of pregnancy and infant outcomes.
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