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  1. Article ; Online: Ectopic Pregnancy Risk and Levonorgestrel-Releasing Intrauterine Systems.

    Jugl, Sebastian / Winterstein, Almut G

    JAMA

    2023  Volume 330, Issue 4, Page(s) 378

    MeSH term(s) Female ; Humans ; Pregnancy ; Intrauterine Devices, Medicated/adverse effects ; Levonorgestrel/administration & dosage ; Levonorgestrel/adverse effects ; Risk ; Pregnancy, Ectopic/chemically induced ; Pregnancy, Ectopic/etiology ; Contraceptive Agents, Hormonal/administration & dosage ; Contraceptive Agents, Hormonal/adverse effects
    Chemical Substances Levonorgestrel (5W7SIA7YZW) ; Contraceptive Agents, Hormonal
    Language English
    Publishing date 2023-07-25
    Publishing country United States
    Document type Letter ; Comment
    ZDB-ID 2958-0
    ISSN 1538-3598 ; 0254-9077 ; 0002-9955 ; 0098-7484
    ISSN (online) 1538-3598
    ISSN 0254-9077 ; 0002-9955 ; 0098-7484
    DOI 10.1001/jama.2023.8888
    Database MEDical Literature Analysis and Retrieval System OnLINE

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  2. Article ; Online: Trade-offs in safety study design decisions on teratogenic gadolinium effects.

    Winterstein, Almut G / Rasmussen, Sonja A

    American journal of obstetrics and gynecology

    2023  Volume 229, Issue 6, Page(s) 699–700

    MeSH term(s) Humans ; Gadolinium/adverse effects ; Ecosystem
    Chemical Substances Gadolinium (AU0V1LM3JT)
    Language English
    Publishing date 2023-08-05
    Publishing country United States
    Document type Letter
    ZDB-ID 80016-8
    ISSN 1097-6868 ; 0002-9378
    ISSN (online) 1097-6868
    ISSN 0002-9378
    DOI 10.1016/j.ajog.2023.08.003
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  3. Article ; Online: Core concepts in pharmacoepidemiology: Measurement of medication exposure in routinely collected healthcare data for causal inference studies in pharmacoepidemiology.

    Thai, Thuy N / Winterstein, Almut G

    Pharmacoepidemiology and drug safety

    2023  Volume 33, Issue 3, Page(s) e5683

    Abstract: Background: Observational designs can complement evidence from randomized controlled trials not only in situations when randomization is not feasible, but also by evaluating drug effects in real-world, considering a broader spectrum of users and ... ...

    Abstract Background: Observational designs can complement evidence from randomized controlled trials not only in situations when randomization is not feasible, but also by evaluating drug effects in real-world, considering a broader spectrum of users and clinical scenarios. However, use of such real-world scenarios captured in routinely collected clinical or administrative data also comes with specific challenges. Unlike in trials, medication use is not protocol based. Instead, exposure is determined by a multitude of factors involving patients, providers, healthcare access, and other policies. Accurate measurement of medication exposure relies on a similar broad set of factors which, if not understood and appropriately addressed, can lead to exposure misclassification and bias.
    Aim: To describe core considerations for measurement of medication exposure in routinely collected healthcare data.
    Methods: We describe the strengths and weaknesses of the two main types of routinely collected healthcare data (electronic health records and administrative claims) used in pharmacoepidemiologic research. We introduce key elements in those data sources and issues in the curation process that should be considered when developing exposure definitions. We present challenges in exposure measurement such as the appropriate determination of exposure time windows or the delineation of concomitant medication use versus switching of therapy, and related implications for bias.
    Results: We note that true exposure patterns are typically unknown when using routinely collected healthcare data and that an in-depth understanding of healthcare delivery, patient and provider decision-making, data documentation and governance, as well as pharmacology are needed to ensure unbiased approaches to measuring exposure.
    Conclusions: Various assumptions are made with the goal that the chosen exposure definition can approximate true exposure. However, the possibility of exposure misclassification remains, and sensitivity analyses that can test the impact of such assumptions on the robustness of estimated medication effects are necessary to support causal inferences.
    MeSH term(s) Humans ; Pharmacoepidemiology/methods ; Research Design ; Causality ; Delivery of Health Care ; Bias
    Language English
    Publishing date 2023-09-26
    Publishing country England
    Document type Journal Article ; Review
    ZDB-ID 1099748-9
    ISSN 1099-1557 ; 1053-8569
    ISSN (online) 1099-1557
    ISSN 1053-8569
    DOI 10.1002/pds.5683
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  4. Article ; Online: Evaluating Provider and Pharmacy Discordance in Potential Calcium Channel Blocker-Loop Diuretic Prescribing Cascade.

    Ndai, Asinamai M / Morris, Earl J / Winterstein, Almut G / Vouri, Scott M

    Drugs & aging

    2024  Volume 41, Issue 2, Page(s) 177–186

    Abstract: Background: Prescribing cascades occur when a drug-induced adverse event is treated with a new medication. Identifying clinical scenarios in which prescribing cascades are more likely to occur may help determine ways to prevent prescribing cascades.: ... ...

    Abstract Background: Prescribing cascades occur when a drug-induced adverse event is treated with a new medication. Identifying clinical scenarios in which prescribing cascades are more likely to occur may help determine ways to prevent prescribing cascades.
    Objective: To understand the extent to which discordant providers and discordant pharmacies contribute to the dihydropyridine calcium channel blocker (DH CCB)-loop diuretic prescribing cascade.
    Study population and design: A retrospective cohort study using Medicare Fee-For-Service data (2011-2018) of adults aged ≥ 66 years.
    Exposures: Patients who initiated DH CCB with subsequent initiation of loop diuretic (DH CCB-loop diuretic dyad) within 90 days or patients who initiated angiotensin-converting enzyme inhibitor (ACEI)/angiotensin receptor blocker (ARB) with subsequent initiation of a loop diuretic (ACEI/ARB-loop diuretic dyad; control).
    Main outcomes: The primary outcomes were provider and pharmacy discordance for prescribing cascades and control drug pairs. Baseline clinical and socio-demographic characteristics were balanced using inverse probability of treatment weighting with propensity scores.
    Results:  Overall, we identified 1987 DH CCB-loop diuretic dyads and 3148 ACEI/ARB-loop diuretic dyads. Discordant providers occurred in 64% of DH CCB-loop diuretic dyads and 55% of ACEI/ARB-loop diuretic dyads, while discordant pharmacies occurred in 19% of DH CCB-loop diuretic dyads and 16% of ACEI/ARB-loop diuretic dyads. After adjustment, the risk of having discordant providers was 20% {Relative Risk (RR) 1.20 [95% confidence interval (CI), 1.14-1.26]} higher in the DH CCB-loop diuretic dyad compared with the ACEI/ARB-loop diuretic dyad. Moreover, pharmacy discordance was 17% (RR 1.17 [95% CI 1.02-1.33]) higher.
    Conclusion: Our findings suggest that discordant providers and discordant pharmacies were more commonly involved in the potential prescribing cascade when compared with a similar control dyad of medications. Opportunities for enhanced care coordination and medication reconciliation should be explored to prevent unnecessary polypharmacy.
    MeSH term(s) Humans ; Aged ; United States ; Calcium Channel Blockers/therapeutic use ; Angiotensin-Converting Enzyme Inhibitors/therapeutic use ; Sodium Potassium Chloride Symporter Inhibitors/therapeutic use ; Hypertension/drug therapy ; Retrospective Studies ; Pharmacies ; Angiotensin Receptor Antagonists/therapeutic use ; Medicare ; Pharmacy
    Chemical Substances Calcium Channel Blockers ; Angiotensin-Converting Enzyme Inhibitors ; Sodium Potassium Chloride Symporter Inhibitors ; Angiotensin Receptor Antagonists
    Language English
    Publishing date 2024-01-22
    Publishing country New Zealand
    Document type Journal Article
    ZDB-ID 1075770-3
    ISSN 1179-1969 ; 1170-229X
    ISSN (online) 1179-1969
    ISSN 1170-229X
    DOI 10.1007/s40266-023-01091-9
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  5. Article ; Online: Triangulation of pharmacoepidemiology and laboratory science to tackle otic quinolone safety.

    Winterstein, Almut G / Antonelli, Patrick J

    Basic & clinical pharmacology & toxicology

    2021  Volume 130 Suppl 1, Page(s) 75–80

    Abstract: Background: The scientific method requires studies with high internal and external validity. Though both are necessary, they do not go hand-in-hand: The more controlled a study is to enhance internal validity, the less applicable to real-world clinical ... ...

    Abstract Background: The scientific method requires studies with high internal and external validity. Though both are necessary, they do not go hand-in-hand: The more controlled a study is to enhance internal validity, the less applicable to real-world clinical care, and vice versa. In the many instances where evidence from clinical trials is not available, scientific inference must rely on more extreme approaches on this spectrum, such as mechanistic (limited generalizability/strong bias control) and real-world evidence (RWE) studies (higher generalizability/lesser bias control).
    Objectives: Illustrate how triangulating mechanistic and RWE studies can enhance scientific inference by delivering the supporting evidence for both.
    Methods: We describe our research on an unexpected and highly unlikely drug safety issue: the risk of tympanic membrane (TM) perforations resulting from otic quinolone therapy. Tightly controlled laboratory studies using cell culture and rodent models were complemented with pharmacoepidemiological studies of real-world data to translate mechanistic findings and corroborate RWE.
    Results: We present a cascade of mechanistic and RWE studies investigating fibroblast cytotoxicity, delayed healing of perforated TMs, and spontaneous TM perforations after otic quinolone exposure, all suggesting local tissue toxicity.
    Conclusion: Triangulation of mechanistic and RWE studies allowed incremental progress toward robust evidence on otic quinolone toxicity.
    MeSH term(s) Administration, Topical ; Animals ; Bias ; Cells, Cultured ; Humans ; Pharmacoepidemiology/methods ; Quinolones/administration & dosage ; Quinolones/adverse effects ; Research Design ; Risk ; Rodentia ; Tympanic Membrane Perforation/chemically induced
    Chemical Substances Quinolones
    Language English
    Publishing date 2021-10-25
    Publishing country England
    Document type Journal Article ; Review
    ZDB-ID 2134679-3
    ISSN 1742-7843 ; 1742-7835
    ISSN (online) 1742-7843
    ISSN 1742-7835
    DOI 10.1111/bcpt.13668
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  6. Article ; Online: Prenatal Care Initiation and Exposure to Teratogenic Medications.

    Winterstein, Almut G / Wang, Yanning / Smolinski, Nicole E / Thai, Thuy N / Ewig, Celeste / Rasmussen, Sonja A

    JAMA network open

    2024  Volume 7, Issue 2, Page(s) e2354298

    Abstract: Importance: With new legal abortion restrictions, timing of prenatal care initiation is critical to allow for discussion of reproductive options among pregnancies exposed to teratogenic medications.: Objective: To investigate the prevalence of ... ...

    Abstract Importance: With new legal abortion restrictions, timing of prenatal care initiation is critical to allow for discussion of reproductive options among pregnancies exposed to teratogenic medications.
    Objective: To investigate the prevalence of prenatal exposure to teratogenic medications and prenatal care initiation across gestational weeks.
    Design, setting, and participants: This descriptive, population-based cross-sectional study used health encounter data from a national sample of individuals with employer-sponsored health insurance. A validated algorithm identified pregnancies among persons identifying as female that ended with a live or nonlive outcome between January 2017 and December 2019. Data were analyzed from December 2022 to December 2023.
    Exposures: Prenatal exposure to any of 137 teratogenic medications, measured via pharmacy and medical claims. Measurement of prenatal care initiation was adapted from the Children's Health Care Quality Measures.
    Main outcomes and measures: Prevalence of prenatal exposure to teratogens and prenatal care initiation by gestational week. Timing of prenatal teratogenic exposure was compared with timing of prenatal care initiation and legal abortion cutoffs.
    Results: Among 639 994 pregnancies, 472 472 (73.8%; 95% CI, 73.7%-73.9%) had a live delivery (mean [SD] age, 30.9 [5.4] years) and 167 522 (26.2%; 95% CI, 26.1%-26.3%) had a nonlive outcome (mean [SD] age, 31.6 [6.4] years). Of pregnancies with live deliveries, 5.8% (95% CI, 5.7%-5.8%) were exposed to teratogenic medications compared with 3.1% (95% CI, 3.0%-3.2%) with nonlive outcomes. Median time to prenatal care was 56 days (IQR, 44-70 days). By 6 weeks' gestation, 8186 pregnancies had been exposed to teratogenic medications (25.2% [95% CI, 24.7%-25.7%] of pregnancies exposed at any time during gestation; 1.3% [95% CI, 1.3%-1.3%] of all pregnancies); in 6877 (84.0%; 95% CI, 83.2%-84.8%), prenatal care was initiated after 6 weeks or not at all. By 15 weeks, teratogenic exposures had occurred for 48.9% (95% CI, 48.4%-49.5%) of all teratogen-exposed pregnancies (2.5% [2.4-2.5] of all pregnancies); prenatal care initiation occurred after 15 weeks for 1810 (16.8%; 95% CI, 16.1%-17.5%) with live deliveries and 2975 (58.3%; 95% CI, 56.9%-59.6%) with nonlive outcomes. Teratogenic medications most used within the first 15 gestational weeks among live deliveries included antiinfectives (eg, fluconazole), anticonvulsants (eg, valproate), antihypertensives (eg, lisinopril), and immunomodulators (eg, mycophenolate). For nonlive deliveries, most antihypertensives were replaced by vitamin A derivatives.
    Conclusions and relevance: In this cross-sectional study, most exposures to teratogenic medications occurred in early pregnancy and before prenatal care initiation, precluding prenatal risk-benefit assessments. Prenatal care commonly occurred after strict legal abortion cutoffs, prohibiting consideration of pregnancy termination if concerns about teratogenic effects arose.
    MeSH term(s) Pregnancy ; Child ; Female ; Humans ; Adult ; Teratogens/toxicity ; Antihypertensive Agents ; Cross-Sectional Studies ; Prenatal Care ; Prenatal Exposure Delayed Effects
    Chemical Substances Teratogens ; Antihypertensive Agents
    Language English
    Publishing date 2024-02-05
    Publishing country United States
    Document type Journal Article
    ISSN 2574-3805
    ISSN (online) 2574-3805
    DOI 10.1001/jamanetworkopen.2023.54298
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  7. Article ; Online: Comparing pregnancy and pregnancy outcome rates between adolescents with and without pre-existing mental disorders.

    Jeon, Nakyung / Albogami, Yasser / Jung, Sun-Young / Bussing, Regina / Winterstein, Almut G

    PloS one

    2024  Volume 19, Issue 3, Page(s) e0296425

    Abstract: Background: There are limited population-based data on the role of mental disorders in adolescent pregnancy, despite the presence of mental disorders that may affect adolescents' desires and decisions to become pregnant.: Objective: This study aimed ... ...

    Abstract Background: There are limited population-based data on the role of mental disorders in adolescent pregnancy, despite the presence of mental disorders that may affect adolescents' desires and decisions to become pregnant.
    Objective: This study aimed to examine the relationship between specific types of mental disorders and pregnancy rates and outcome types among adolescents aged 13-19 years, using single-year age groups.
    Methods: We conducted a retrospective cohort study using data from the Merative™ MarketScan Research Databases. The study population consisted of females aged 13-19 years with continuous insurance enrollment for three consecutive calendar years between 2005 and 2015. Pregnancy incidence rates were calculated both overall and within the different categories of mental disorders. The presence of mental disorders, identified through diagnosis codes, was classified into 15 categories. Pregnancy and pregnancy outcome types were determined using diagnosis and procedure codes indicating the pregnancy status or outcome. To address potential over- or underestimations of mental disorder-specific pregnancy rates resulting from variations in age distribution across different mental disorder types, we applied age standardization using 2010 U.S. Census data. Finally, multivariable logistic regression models were used to examine the relationships between 15 specific types of mental disorders and pregnancy incidence rates, stratified by age.
    Results: The age-standardized pregnancy rate among adolescents diagnosed with at least one mental disorder was 15.4 per 1,000 person-years, compared to 8.5 per 1,000 person-years among adolescents without a mental disorder diagnosis. Compared to pregnant adolescents without a mental disorder diagnosis, those with a mental disorder diagnosis had a slightly but significantly higher abortion rate (26.7% vs 23.8%, P-value < 0.001). Multivariable logistic regression models showed that substance use-related disorders had the highest odds ratios (ORs) for pregnancy incidence, ranging from 2.4 [95% confidence interval (CI): 2.1-2.7] to 4.5 [95% CI:2.1-9.5] across different age groups. Overall, bipolar disorders (OR range: 1.6 [95% CI:1.4-1.9]- 1.8 [95% CI: 1.7-2.0]), depressive disorders (OR range: 1.4 [95% CI: 1.3-1.5]- 2.7 [95% CI: 2.3-3.1]), alcohol-related disorders (OR range: 1.2 [95% CI: 1.1-1.4]- 14.5 [95% CI: 1.2-178.6]), and attention-deficit/conduct/disruptive behavior disorders (OR range: 1.1 [95% CI: 1.0-1.1]- 1.8 [95% CI: 1.1-3.0]) were also significantly associated with adolescent pregnancy, compared to adolescents without diagnosed mental disorders of the same age.
    Conclusion: This study emphasizes the elevated rates of pregnancy and pregnancy ending in abortion among adolescents diagnosed with mental disorders, and identifies the particular mental disorders associated with higher pregnancy rates.
    MeSH term(s) Female ; Humans ; Adolescent ; Pregnancy ; Pregnancy Rate ; Retrospective Studies ; Pregnancy Outcome/epidemiology ; Mental Disorders/epidemiology ; Substance-Related Disorders ; Attention Deficit Disorder with Hyperactivity
    Language English
    Publishing date 2024-03-14
    Publishing country United States
    Document type Journal Article
    ZDB-ID 2267670-3
    ISSN 1932-6203 ; 1932-6203
    ISSN (online) 1932-6203
    ISSN 1932-6203
    DOI 10.1371/journal.pone.0296425
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  8. Article ; Online: The Reporting Recommendations Intended for Pharmaceutical Risk Minimization Evaluation Studies: Standards for Reporting of Implementation Studies Extension (RIMES-SE).

    Smith, Meredith Y / Morrato, Elaine H / Mora, Nallely / Nguyen, Viviana / Pinnock, Hilary / Winterstein, Almut G

    Drug safety

    2024  

    Abstract: Introduction: The Reporting recommendations Intended for pharmaceutical risk Minimization Evaluation Studies (RIMES) was developed to improve the quality of reporting of risk minimization program evaluations. In light of continued inadequacies in study ... ...

    Abstract Introduction: The Reporting recommendations Intended for pharmaceutical risk Minimization Evaluation Studies (RIMES) was developed to improve the quality of reporting of risk minimization program evaluations. In light of continued inadequacies in study reporting, and high-profile program implementation failures, we updated the RIMES Checklist to incorporate additional concepts from the Standards for Reporting of Implementation studies (StaRI).
    Methods: The development of the updated checklist, the RIMES-StaRI Extension (RIMES-SE), entailed developing a study protocol and drafting an initial pool of items based on a mapping of the RIMES against the StaRI checklist. A modified e-Delphi exercise was then conducted to determine the importance and understandability of items for checklist inclusion. An expert workshop and an online commentary period for additional feedback followed.
    Results: The RIMES-SE contains 27 items. It includes two signature features of the StaRI Checklist: 1) a dual strand of items (represented in two columns) describing the risk minimization program (the 'intervention') and the corresponding implementation strategy; and 2) applicable to an array of different research methodologies.
    Conclusions: The RIMES-SE Statement and Checklist extends the reporting guidelines set forth in the original RIMES Checklist via inclusion of key implementation science concepts. It is intended to improve the quality and transparency of reporting of risk minimization evaluation studies so as to advance drug safety science.
    Language English
    Publishing date 2024-03-13
    Publishing country New Zealand
    Document type Journal Article
    ZDB-ID 1018059-x
    ISSN 1179-1942 ; 0114-5916
    ISSN (online) 1179-1942
    ISSN 0114-5916
    DOI 10.1007/s40264-024-01417-5
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  9. Article ; Online: Respiratory syncytial virus reinfections among infants and young children in the United States, 2011-2019.

    Nduaguba, Sabina O / Tran, Phuong T / Choi, Yoonyoung / Winterstein, Almut G

    PloS one

    2023  Volume 18, Issue 2, Page(s) e0281555

    Abstract: Background: Although respiratory syncytial virus (RSV) immunoprophylaxis is recommended for high-risk infants, the American Academy of Pediatrics (AAP) recommends against immunoprophylaxis in the same season following a breakthrough hospitalization due ... ...

    Abstract Background: Although respiratory syncytial virus (RSV) immunoprophylaxis is recommended for high-risk infants, the American Academy of Pediatrics (AAP) recommends against immunoprophylaxis in the same season following a breakthrough hospitalization due to limited risk for a second hospitalization. Evidence in support of this recommendation is limited. We estimated population-based re-infection rates from 2011-2019 in children <5 years since RSV risk remains relatively high in this age group.
    Materials and methods: Using claims data from private insurance enrollees, we established cohorts of children <5 years who were followed to ascertain annual (July 1-June 30) and seasonal (November 1- February 28/29) RSV recurrence estimates. Unique RSV episodes included inpatient encounters with RSV diagnosis ≥30 days apart, and outpatient encounters ≥30 days apart from each other as well as from inpatient encounters. The risk of annual and seasonal re-infection was calculated as the proportion of children with a subsequent RSV episode in the same RSV year/season.
    Results: Over the 8 assessed seasons/years (N = 6,705,979) and across all age groups annual inpatient and outpatient infection rates were 0.14% and 1.29%, respectively. Among children with a first infection, annual inpatient and outpatient re-infection rates were 0.25% (95% confidence interval (CI) = 0.22-0.28) and 3.44% (95% CI = 3.33-3.56), respectively. Both infection and re-infection rates declined with age.
    Conclusion: While medically-attended re-infections contributed numerically only a fraction of the total RSV infections, re-infections among those with previous infection in the same season were of similar magnitude as the general infection risk, suggesting that a previous infection may not attenuate the risk for a re-infection.
    MeSH term(s) Humans ; Infant ; Child ; United States/epidemiology ; Child, Preschool ; Palivizumab/therapeutic use ; Reinfection ; Antiviral Agents/therapeutic use ; Antibodies, Monoclonal, Humanized/therapeutic use ; Respiratory Syncytial Virus, Human ; Respiratory Syncytial Virus Infections/prevention & control ; Hospitalization
    Chemical Substances Palivizumab (DQ448MW7KS) ; Antiviral Agents ; Antibodies, Monoclonal, Humanized
    Language English
    Publishing date 2023-02-16
    Publishing country United States
    Document type Journal Article ; Research Support, Non-U.S. Gov't
    ZDB-ID 2267670-3
    ISSN 1932-6203 ; 1932-6203
    ISSN (online) 1932-6203
    ISSN 1932-6203
    DOI 10.1371/journal.pone.0281555
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  10. Article ; Online: Concordance of neonatal critical condition data between secondary databases: Florida and Texas birth certificate Linkage with medicaid analytic extract.

    Albogami, Yasser / Zhu, Yanmin / Wang, Xi / Winterstein, Almut G

    BMC medical research methodology

    2023  Volume 23, Issue 1, Page(s) 47

    Abstract: Background: Limited information is available about neonates' critical conditions data quality. The study aim was to measure the agreement regarding presence of neonatal critical conditions between Medicaid Analytic eXtract claims data and Birth ... ...

    Abstract Background: Limited information is available about neonates' critical conditions data quality. The study aim was to measure the agreement regarding presence of neonatal critical conditions between Medicaid Analytic eXtract claims data and Birth Certificate (BC) records.
    Methods: Claims data files of neonates born between 1999-2010 and their mothers were linked to birth certificates in the states of Texas and Florida. In claims data, neonatal critical conditions were identified using medical encounter claims records within the first 30 days postpartum, while in birth certificates, the conditions were identified based on predetermined variables. We calculated the prevalence of cases within each data source that were identified by its comparator, in addition to calculating overall agreement and kappa statistics.
    Results: The sample included 558,224 and 981,120 neonates in Florida and Texas, respectively. Kappa values show poor agreement (< 20%) for all critical conditions except neonatal intensive care unit (NICU) admission, which showed moderate (> 50%) and substantial (> 60%) agreement in Florida and Texas, respectively. claims data resulted in higher prevalences and capture of a larger proportion of cases than the BC, except for assisted ventilation.
    Conclusions: Claims data and BC showed low agreement on neonatal critical conditions except for NICU admission. Each data source identified cases most of which the comparator failed to capture, with higher prevalences estimated within claims data except for assisted ventilation.
    MeSH term(s) Infant, Newborn ; Female ; United States ; Humans ; Florida/epidemiology ; Medicaid ; Texas/epidemiology ; Birth Certificates ; Mothers
    Language English
    Publishing date 2023-02-20
    Publishing country England
    Document type Journal Article
    ZDB-ID 2041362-2
    ISSN 1471-2288 ; 1471-2288
    ISSN (online) 1471-2288
    ISSN 1471-2288
    DOI 10.1186/s12874-023-01860-5
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