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Venkatesh KK, Jelovsek JE, Hoffman M, Beckham AJ, Bitar G, Friedman AM, Boggess KA, Stamilio DM. Postpartum readmission for hypertension and pre-eclampsia: development and validation of a predictive model. BJOG 2023; 130:1531-1540. [PMID: 37317035 PMCID: PMC10592357 DOI: 10.1111/1471-0528.17572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2023] [Revised: 05/25/2023] [Accepted: 05/31/2023] [Indexed: 06/16/2023]
Abstract
OBJECTIVE To develop a model for predicting postpartum readmission for hypertension and pre-eclampsia at delivery discharge and assess external validation or model transportability across clinical sites. DESIGN Prediction model using data available in the electronic health record from two clinical sites. SETTING Two tertiary care health systems from the Southern (2014-2015) and Northeastern USA (2017-2019). POPULATION A total of 28 201 postpartum individuals: 10 100 in the South and 18 101 in the Northeast. METHODS An internal-external cross validation (IECV) approach was used to assess external validation or model transportability across the two sites. In IECV, data from each health system were first used to develop and internally validate a prediction model; each model was then externally validated using the other health system. Models were fit using penalised logistic regression, and accuracy was estimated using discrimination (concordance index), calibration curves and decision curves. Internal validation was performed using bootstrapping with bias-corrected performance measures. Decision curve analysis was used to display potential cut points where the model provided net benefit for clinical decision-making. MAIN OUTCOME MEASURES The outcome was postpartum readmission for either hypertension or pre-eclampsia <6 weeks after delivery. RESULTS The postpartum readmission rate for hypertension and pre-eclampsia overall was 0.9% (0.3% and 1.2% by site, respectively). The final model included six variables: age, parity, maximum postpartum diastolic blood pressure, birthweight, pre-eclampsia before discharge and delivery mode (and interaction between pre-eclampsia × delivery mode). Discrimination was adequate at both health systems on internal validation (c-statistic South: 0.88; 95% confidence interval [CI] 0.87-0.89; Northeast: 0.74; 95% CI 0.74-0.74). In IECV, discrimination was inconsistent across sites, with improved discrimination for the Northeastern model on the Southern cohort (c-statistic 0.61 and 0.86, respectively), but calibration was not adequate. Next, model updating was performed using the combined dataset to develop a new model. This final model had adequate discrimination (c-statistic: 0.80, 95% CI 0.80-0.80), moderate calibration (intercept -0.153, slope 0.960, Emax 0.042) and provided superior net benefit at clinical decision-making thresholds between 1% and 7% for interventions preventing readmission. An online calculator is provided here. CONCLUSIONS Postpartum readmission for hypertension and pre-eclampsia may be accurately predicted but further model validation is needed. Model updating using data from multiple sites will be needed before use across clinical settings.
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Affiliation(s)
- Kartik K Venkatesh
- Department of Obstetrics and Gynecology, The Ohio State University (Columbus, OH)
| | - J Eric Jelovsek
- Department of Obstetrics and Gynecology, Duke University (Durham, NC)
| | - Matthew Hoffman
- Department of Obstetrics and Gynecology, Christiana Care (Newark, Delaware)
| | - A Jenna Beckham
- Department of Obstetrics and Gynecology, WakeMed Health and Hospitals (Raleigh, NC)
| | - Ghamar Bitar
- Department of Obstetrics and Gynecology, Christiana Care (Newark, Delaware)
| | - Alexander M Friedman
- Department of Obstetrics and Gynecology, Columbia University (New York City, NY)
| | - Kim A Boggess
- Department of Obstetrics and Gynecology, University of North Carolina (Chapel Hill, NC)
| | - David M Stamilio
- Department of Obstetrics and Gynecology, Wake Forest University (Winston-Salem, NC)
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Grimes CL, Halder G, Beckham AJ, Kim-Fine S, Rogers R, Iglesia C. Anticipated Impact of Dobbs v Jackson Women's Health Organization on Training of Residents in Obstetrics and Gynecology: A Qualitative Analysis. J Grad Med Educ 2023; 15:339-347. [PMID: 37363665 PMCID: PMC10286908 DOI: 10.4300/jgme-d-22-00885.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 03/06/2023] [Accepted: 04/14/2023] [Indexed: 06/28/2023] Open
Abstract
Background On June 24, 2022, the Supreme Court of the United States in the case of Dobbs v Jackson Women's Health Organization ended constitutional protection for abortion, thus severely restricting access to reproductive health care for millions of individuals. Concerns have arisen about the potential impact on medical students, residents, and fellows training in restricted areas and the effect on gynecologic training and the future provision of competent comprehensive women's health care in the United States. Objective To qualitatively explore the anticipated impacts of the Dobbs ruling on training in obstetrics and gynecology (OB/GYN). Methods A participatory action research approach employing methods of qualitative analysis was used. Trainees and leaders in national OB/GYN professional and academic organizations with missions related to clinical care and training of medical students, residents, and fellows in OB/GYN participated. Two focus groups were held via Zoom in July 2022. Using an iterative process, transcripts underwent coding by 2 independent researchers to identify categories and common themes. Themes were organized into categories and subcategories. An additional reviewer resolved discrepancies. Results Twenty-six OB/GYN leaders/stakeholders representing 14 OB/GYN societies along with 4 trainees participated. Eight thematic categories were identified: competency, provision of reproductive health care, residency selection, inequity in training, alternative training, law-based vs evidence-based medicine, morality and ethics, and uncertainty about next steps. Conclusions This qualitative study of leaders and learners in OB/GYN identified 8 themes of potential impacts of the Dobbs ruling on current and future training in OB/GYN.
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Affiliation(s)
- Cara L. Grimes
- Cara L. Grimes, MD, MAS, is Associate Professor of Obstetrics and Gynecology (OB/GYN) and Urology, and Associate Chair of Research in OB/GYN, New York Medical College
| | - Gabriela Halder
- Gabriela Halder, MD, MPH, is Assistant Professor of OB/GYN, University of Texas Medical Branch
| | - A. Jenna Beckham
- A. Jenna Beckham, MD, MSPH, is Assistant Professor of OB/GYN, WakeMed Health and Hospitals
| | - Shunaha Kim-Fine
- Shunaha Kim-Fine, MD, MS, is Clinical Associate Professor of OB/GYN, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Rebecca Rogers
- Rebecca Rogers, MD, is Professor of OB/GYN, Albany Medical Center
| | - Cheryl Iglesia
- Cheryl Iglesia, MD, FACOG, is President, Society of Gynecologic Surgeons (on behalf of the Society for Gynecologic Surgeons Collaborative Research in Pelvic Surgery Consortium)
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Baldino JN, Recknagel J, Beckham AJ. Postoperative spinal cord infarction on a gravid woman with suspected IV drug use: a case report. BMC Pregnancy Childbirth 2022; 22:914. [PMID: 36476140 PMCID: PMC9730552 DOI: 10.1186/s12884-022-05157-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2022] [Accepted: 10/26/2022] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Back pain is common in the gravid population and spinal cord infarction (SCI) or chronic osteomyelitis are exceptionally rare underlying causes of back pain in this population. No case report to date has described this unexpected adverse event in a gravid woman with suspected history of IV drug use (IVDU). This diagnosis could potentially become more common with increasing rates of IVDU, and increased education could result in sooner recognition. CASE A 38 year old G9P0171 at 24 weeks gestation with a complex past medical history, and a suspected history of IVDU, presented repeatedly with back pain. Following cesarean delivery at 36w2d, she developed signs and symptoms of an anterior spinal artery syndrome (ASAS) and had evidence of chronic osteomyelitis at T9-T10 on imaging. This required emergent decompressive laminectomy and ultimately resulted in paraplegia. CONCLUSION This case highlights the difficulties in recognizing all SCI risk factors pre-operatively and the importance of investigating back pain in pregnant patients with a suspected history of IVDU. We believe this patient's chronic infection put her at an increased risk for SCI that was possibly compounded by the anatomical changes from its chronicity, possibly occurring in combination with several other precipitating causes of hypoperfusion. We hope this case report highlights the modern necessity to include a history, or suspected history, of IVDU as a red flag to initiate imaging in pregnant patients with acute, persistent, or unresolved back pain.
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Affiliation(s)
- Janine N. Baldino
- grid.10698.360000000122483208Department of Obstetrics and Gynecology, University of North Carolina at Chapel Hill, Chapel Hill, NC USA
| | - Johnathon Recknagel
- grid.10698.360000000122483208Department of Obstetrics and Gynecology, University of North Carolina at Chapel Hill, Chapel Hill, NC USA
| | - A. Jenna Beckham
- grid.417002.00000 0004 0506 9656WakeMed Health and Hospitals, Raleigh, NC USA
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Ahlschlager LM, Mysona D, Beckham AJ. The elusive diagnosis and emergent management of a late-presenting ruptured interstitial pregnancy: a case report. BMC Pregnancy Childbirth 2021; 21:553. [PMID: 34388984 PMCID: PMC8364120 DOI: 10.1186/s12884-021-04026-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2021] [Accepted: 07/28/2021] [Indexed: 11/23/2022] Open
Abstract
Background Interstitial pregnancies are rare and often difficult to diagnose given their proximal position to the uterine cavity, however most are identified by 12 weeks gestation. Delayed or missed diagnosis contributes to heightened incidence of poor outcomes including hemorrhage and death. Case presentation A 35-year-old woman at 15 weeks gestation with confirmed intrauterine pregnancy on first trimester ultrasound and prior negative MRI presented in hemorrhagic shock and was found to have a ruptured interstitial pregnancy. Exploratory laparotomy revealed the fetus to be in the abdomen as well as a large cornual defect and abnormal placentation that resulted in supracervical hysterectomy. Conclusions Interstitial pregnancy should be considered in a patient presenting with symptoms consistent with ectopic rupture, especially in the setting of equivocal or suboptimal prior imaging. Earlier diagnosis may allow for fertility-sparing intervention and decreased risk of morbidity and mortality.
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Affiliation(s)
- Lauren M Ahlschlager
- University of North Carolina at Chapel Hill School of Medicine, 321 S Columbia St, Chapel Hill, NC, 27516, USA.
| | - David Mysona
- Department of Obstetrics and Gynecology, University of North Carolina School of Medicine, Chapel Hill, USA
| | - A Jenna Beckham
- Department of Obstetrics and Gynecology, WakeMed Health and Hospitals, 3024 New Bern Ave Suite 309, Raleigh, NC, 27610, USA
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Stamilio DM, Beckham AJ, Boggess KA, Jelovsek JE, Venkatesh KK. Risk factors for postpartum readmission for preeclampsia or hypertension before delivery discharge among low-risk women: a case-control study. Am J Obstet Gynecol MFM 2021; 3:100317. [PMID: 33493701 DOI: 10.1016/j.ajogmf.2021.100317] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 12/31/2020] [Accepted: 01/19/2021] [Indexed: 11/26/2022]
Abstract
BACKGROUND Postpartum hypertension or preeclampsia is one of the most frequent reasons for readmission after delivery discharge, and risk factors for readmission remain poorly characterized. OBJECTIVE This study aimed to determine risk factors of postpartum readmission for hypertension or preeclampsia among low-risk women before delivery discharge. STUDY DESIGN We conducted a nested case-control study from 2012 to 2015 at a tertiary care medical center. Cases were identified using diagnostic codes for postpartum transient hypertension, mild preeclampsia, severe preeclampsia, eclampsia, superimposed preeclampsia, and unspecified hypertension and readmission within 6 weeks of delivery. Controls not readmitted for hypertension or preeclampsia were time matched within 4 weeks of the delivery date to each case. We fit multivariable logistic regression models to identify independent risk factors for postpartum readmission for hypertension or preeclampsia and then calculated a receiver operating characteristic curve of the final model to assess model discrimination. RESULTS Within the source cohort resulting in 58 cases and 232 matched controls, the rate of postpartum readmission for preeclampsia or hypertension was 0.4% (n=58 of 14,503). The median time to readmission was 6 days (range, 2-15 days), and 40% of cases had an outpatient postpartum visit before readmission. In multivariable analysis, non-Hispanic black race (adjusted odds ratio, 2.14; 95% confidence interval, 0.99-4.59), gestational hypertension (adjusted odds ratio, 2.70; 95% confidence interval, 1.12-6.54), preeclampsia during delivery admission (adjusted odds ratio, 3.12; 95% confidence interval, 1.29-7.50), and maximum postpartum systolic blood pressure during delivery admission (adjusted odds ratio, 1.05; 95% confidence interval, 1.03-1.08) were risk factors for readmission. This model had a good discriminative ability to predict women who would require readmission for preeclampsia or hypertension (area under the curve, 0.83; 95% confidence interval, 0.74-0.89). Using these 4 factors to illustrate this model, the predicted risk of readmission ranged from <1% in the lowest risk scenario (eg, postpartum systolic blood pressure of 120 mm Hg + no hypertensive disorders of pregnancy + white race) to 26% in the highest risk scenario (eg, postpartum systolic blood pressure of 160 mm Hg + preeclampsia + black race). CONCLUSION Risk factors of postpartum readmission for hypertension or preeclampsia can be identified at the time of delivery discharge among low-risk women, regardless of an antenatal hypertensive disorder. A next step could be using these risk factors to develop a predictive model to guide postpartum care.
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Affiliation(s)
- David M Stamilio
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, Wake Forest University, Winston-Salem, NC (Dr Stamilio)
| | - A Jenna Beckham
- Department of Obstetrics and Gynecology, WakeMed Raleigh Campus, Raleigh, NC (Dr Beckham)
| | - Kim A Boggess
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, University of North Carolina at Chapel Hill, Chapel Hill, NC (Dr Boggess)
| | - J Eric Jelovsek
- Department of Obstetrics and Gynecology, Duke University, Durham, NC (Dr Jelovsek)
| | - Kartik K Venkatesh
- Division of Maternal-Fetal Medicine, Department of Obstetrics and Gynecology, The Ohio State University, Columbus, OH (Dr Venkatesh).
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Sullivan SA, O'Neill EL, Beckham AJ, Chuang A. Novel mobile application to improve student feedback. Med Educ 2016; 50:1164-1165. [PMID: 27762000 DOI: 10.1111/medu.13187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
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Nicholson WK, Beckham AJ, Hatley K, Diamond M, Johnson LS, Green SL, Tate D. The Gestational Diabetes Management System (GooDMomS): development, feasibility and lessons learned from a patient-informed, web-based pregnancy and postpartum lifestyle intervention. BMC Pregnancy Childbirth 2016; 16:277. [PMID: 27654119 PMCID: PMC5031324 DOI: 10.1186/s12884-016-1064-z] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2015] [Accepted: 09/08/2016] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Gestational diabetes mellitus (GDM) contributes to the epidemic of diabetes and obesity in mothers and their offspring. The primary objective of this pilot study was to: 1) refine the GDM Management System (GooDMomS), a web-based pregnancy and postpartum behavioral intervention and 2) assess the feasibility of the intervention. METHODS In phase 1, ten semi-structured interviews were conducted with women experiencing current or recent GDM mellitus GDM to garner pilot data on the web based intervention interface, content, and to solicit recommendations from women about refinements to enhance the GooDMomS intervention site. Interviews were audiotaped, transcribed and independently reviewed to identify major themes with Atlas.ti v7.0. In phase 2, a single-arm feasibility study was conducted and 23 participants were enrolled in the GooDMomS program. Participants received web lessons, self-tracking of weight and glucose, automated feedback and access to a message board for peer support. The primary outcome was feasibility, including recruitment and retention and acceptability. Secondary outcomes included the proportion of women whose gestational weight gain (GWG) was within the Institute of Medicine (IOM) guidelines and who were able to return to their pre-pregnancy weight after delivery. RESULTS Comments from semi-structured interviews focused on: 1) usability of the on-line self-monitoring diary and tracking system, 2) access to a safe, reliable social network for peer support and 3) ability of prenatal clinicians to access the on-line diary for clinical management. Overall, 21 (91 %) completed the pregnancy phase. 15/21 (71 %) of participants were within the Institute of Medicine (IOM) guidelines for GWG. Sixteen (70 %) completed the postpartum phase. 7/16 (43 %) and 9/16 (56 %) of participants returned to their pre-pregnancy weight at 6 and 30 weeks postpartum, respectively. CONCLUSIONS This study documents the feasibility of the GooDMomS program. The results can have implications for web technology in perinatal care and inform the current care paradigm for women with GDM. Findings are supportive of further research with recruitment of a larger sample of participants and comparison of the outcomes with the intervention and standard care. TRIAL REGISTRATION The study was registered at ClinicalTrials.gov on May 15, 2012 under protocol no. NCT01600534 .
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Affiliation(s)
- Wanda K. Nicholson
- Department of Obstetrics and Gynecology, University of North Carolina School of Medicine, Chapel Hill, NC USA
- Partnerships for Women’s Endocrine and Reproductive Health (PoWER), University of North Carolina School of Medicine, Chapel Hill, NC USA
- Diabetes and Obesity Core, Center for Women’s Health Research, University of North Carolina School of Medicine, Chapel Hill, NC USA
- The Diabetes Center, University of North Carolina School of Medicine, Chapel Hill, USA
- Cecil G. Sheps Center for Health Services Research, University of North Carolina School of Medicine, Chapel Hill, NC USA
| | - A. Jenna Beckham
- Department of Obstetrics and Gynecology, University of North Carolina School of Medicine, Chapel Hill, NC USA
| | - Karen Hatley
- Department of Nutrition, University of North Carolina School of Medicine, Chapel Hill, USA
- Program on Obesity Treatment, University of North Carolina Gillings Global School of Public Health, Chapel Hill, NC USA
| | - Molly Diamond
- Department of Nutrition, University of North Carolina School of Medicine, Chapel Hill, USA
- Program on Obesity Treatment, University of North Carolina Gillings Global School of Public Health, Chapel Hill, NC USA
| | - La-Shell Johnson
- Partnerships for Women’s Endocrine and Reproductive Health (PoWER), University of North Carolina School of Medicine, Chapel Hill, NC USA
| | - Sherri L. Green
- Cecil G. Sheps Center for Health Services Research, University of North Carolina School of Medicine, Chapel Hill, NC USA
| | - Deborah Tate
- Department of Nutrition, University of North Carolina School of Medicine, Chapel Hill, USA
- Department of Health Behavior, University of North Carolina Gillings Global School of Public Health, Chapel Hill, USA
- Program on Obesity Treatment, University of North Carolina Gillings Global School of Public Health, Chapel Hill, NC USA
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Peragallo Urrutia R, Berger AA, Ivins AA, Beckham AJ, Thorp JM, Nicholson WK. Internet Use and Access Among Pregnant Women via Computer and Mobile Phone: Implications for Delivery of Perinatal Care. JMIR Mhealth Uhealth 2015; 3:e25. [PMID: 25835744 PMCID: PMC4395770 DOI: 10.2196/mhealth.3347] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2014] [Revised: 11/17/2014] [Accepted: 12/19/2014] [Indexed: 11/25/2022] Open
Abstract
Background The use of Internet-based behavioral programs may be an efficient, flexible method to enhance prenatal care and improve pregnancy outcomes. There are few data about access to, and use of, the Internet via computers and mobile phones among pregnant women. Objective We describe pregnant women’s access to, and use of, computers, mobile phones, and computer technologies (eg, Internet, blogs, chat rooms) in a southern United States population. We describe the willingness of pregnant women to participate in Internet-supported weight-loss interventions delivered via computers or mobile phones. Methods We conducted a cross-sectional survey among 100 pregnant women at a tertiary referral center ultrasound clinic in the southeast United States. Data were analyzed using Stata version 10 (StataCorp) and R (R Core Team 2013). Means and frequency procedures were used to describe demographic characteristics, access to computers and mobile phones, and use of specific Internet modalities. Chi-square testing was used to determine whether there were differences in technology access and Internet modality use according to age, race/ethnicity, income, or children in the home. The Fisher’s exact test was used to describe preferences to participate in Internet-based postpartum weight-loss interventions via computer versus mobile phone. Logistic regression was used to determine demographic characteristics associated with these preferences. Results The study sample was 61.0% white, 26.0% black, 6.0% Hispanic, and 7.0% Asian with a mean age of 31.0 (SD 5.1). Most participants had access to a computer (89/100, 89.0%) or mobile phone (88/100, 88.0%) for at least 8 hours per week. Access remained high (>74%) across age groups, racial/ethnic groups, income levels, and number of children in the home. Internet/Web (94/100, 94.0%), email (90/100, 90.0%), and Facebook (50/100, 50.0%) were the most commonly used Internet technologies. Women aged less than 30 years were more likely to report use of Twitter and chat rooms compared to women 30 years of age or older. Of the participants, 82.0% (82/100) were fairly willing or very willing to participate in postpartum lifestyle intervention. Of the participants, 83.0% (83/100) were fairly willing or very willing to participate in an Internet intervention delivered via computer, while only 49.0% (49/100) were fairly willing or very willing to do so via mobile phone technology. Older women and women with children tended to be less likely to desire a mobile phone-based program. Conclusions There is broad access and use of computer and mobile phone technology among southern US pregnant women with varied demographic characteristics. Pregnant women are willing to participate in Internet-supported perinatal interventions. Our findings can inform the development of computer- and mobile phone-based approaches for the delivery of clinical and educational interventions.
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Affiliation(s)
- Rachel Peragallo Urrutia
- Division of Women's Primary Healthcare, Department of Obstetrics and Gynecology, University of North Carolina, Chapel Hill, NC, United States
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Beckham AJ, Urrutia RP, Sahadeo L, Corbie-Smith G, Nicholson W. “We Know but We Don’t Really Know”: Diet, Physical Activity and Cardiovascular Disease Prevention Knowledge and Beliefs Among Underserved Pregnant Women. Matern Child Health J 2015; 19:1791-801. [DOI: 10.1007/s10995-015-1693-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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