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Gibson-Helm ME, Teede HJ, Cheng IH, Block AA, Knight M, East CE, Wallace EM, Boyle JA. Maternal health and pregnancy outcomes comparing migrant women born in humanitarian and nonhumanitarian source countries: a retrospective, observational study. Birth 2015; 42:116-24. [PMID: 25864573 DOI: 10.1111/birt.12159] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 12/20/2014] [Indexed: 11/27/2022]
Abstract
BACKGROUND The relationship between migration and pregnancy outcomes is complex, with little insight into whether women of refugee background have greater risks of adverse pregnancy outcomes than other migrant women. This study aimed to describe maternal health, pregnancy care, and pregnancy outcomes among migrant women from humanitarian and nonhumanitarian source countries. METHODS Retrospective, observational study of singleton births, at a single maternity service in Australia 2002-2011, to migrant women born in humanitarian source countries (HSCs, n = 2,713) and non-HSCs (n = 10,606). Multivariable regression analysis assessed associations between maternal HSC-birth and pregnancy outcomes. RESULTS Compared with women from non-HSCs, the following were more common in women from HSCs: age < 20 years (0.6 vs 2.9% p < 0.001), multiparity (51 vs 76% p < 0.001), body mass index (BMI) ≥ 25 (38 vs 50% p < 0.001), anemia (3.2 vs 5.9% p < 0.001), tuberculosis (0.1 vs 0.4% p = 0.001), and syphilis (0.4 vs 2.5% p < 0.001). Maternal HSC-birth was independently associated with poor or no pregnancy care attendance (OR 2.5 [95% CI 1.8-3.6]), late first pregnancy care visit (OR 1.3 [95% CI 1.1-1.5]), and postterm birth (> 41 weeks gestation) (OR 2.5 [95% CI 1.9-3.4]). Stillbirth (0.8 vs 1.2% p = 0.04, OR 1.5 [95% CI 1.0-2.4]) and unplanned birth before arrival at the hospital (0.6 vs 1.2% p < 0.001, OR 1.3 [95% CI 0.8-2.1]) were more common in HSC-born women but not independently associated with maternal HSC-birth after adjusting for age, parity, BMI and relative socioeconomic disadvantage. CONCLUSIONS These findings suggest areas where women from HSCs may have additional needs in pregnancy compared with women from non-HSCs. Refugee-focused strategies to support engagement in pregnancy care and address maternal health needs would be expected to improve health outcomes in resettlement countries.
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Comparative Study |
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Ntoimo LF, Okonofua FE, Ogu RN, Galadanci HS, Gana M, Okike ON, Agholor KN, Abdus-Salam RA, Durodola A, Abe E, Randawa AJ. Prevalence and risk factors for maternal mortality in referral hospitals in Nigeria: a multicenter study. Int J Womens Health 2018; 10:69-76. [PMID: 29440934 PMCID: PMC5798564 DOI: 10.2147/ijwh.s151784] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
Introduction While reports from individual hospitals have helped to provide insights into the causes of maternal mortality in low-income countries, they are often limited for policymaking at national and subnational levels. This multisite study was designed to determine maternal mortality ratios (MMRs) and identify the risk factors for maternal deaths in referral health facilities in Nigeria. Methods A pretested study protocol was used over a 6-month period (January 1–June 30, 2014) to obtain clinical data on pregnancies, births, and maternal deaths in eight referral hospitals across eight states and four geopolitical zones of Nigeria. Data were analyzed centrally using univariate, bivariate, and multivariate statistics. Results The results show an MMR of 2,085 per 100,000 live births in the hospitals (range: 877–4,210 per 100,000 births). Several covariates were identified as increasing the odds for maternal mortality; however, after adjustment for confounding, five factors remained significant in the logistic regression model. These include delivery in a secondary health facility as opposed to delivery in a tertiary hospital, non-booking for antenatal and delivery care, referral as obstetric emergency from nonhospital sources of care, previous experience by women of early pregnancy complications, and grandmultiparity. Conclusion MMR remains high in referral health facilities in Nigeria due to institutional and patient-related factors. Efforts to reduce MMR in these health facilities should include the improvement of emergency obstetric care, public health education so that women can seek appropriate and immediate evidence-based pregnancy care, the socioeconomic empowerment of women, and the strengthening of the health care system.
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Journal Article |
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Abstract
PURPOSE We wanted to measure trends in the proportion of prenatal visits provided by family physicians nationally for a 10-year period and determine characteristics of prenatal visits made to family physicians compared with visits made to obstetricians. METHODS We analyzed the National Ambulatory Medical Care Survey to identify prenatal visits made to family physicians and obstetricians between 1995 and 2004. The primary outcome measure was the trend in proportion of prenatal visits seen by family physicians. Multivariate logistic regression analysis determined characteristics of a prenatal visit occurring with a family physician vs an obstetrician. RESULTS A total of 6,203 records were included in the study, representing 244 million prenatal visits. The percentage of prenatal visits provided by family physicians decreased from 11.6% in 1995-1996 to 6.1% in 2003-2004 (P=.02 for trend). In non-metropolitan statistical areas, family physicians decreased their provision of prenatal visits from 38.6% in 1995-1996 to 12.9% in 2003-2004 (P=.03 for trend). Prenatal visits made to family physicians were associated with location in a non-metropolitan statistical area (OR = 5.56; 95% CI, 3.23-9.62), Medicaid insurance (OR = 1.76; 95% CI, 1.10-2.82), and younger maternal age (aged 30 years and older vs aged less than 24 years: OR = 0.63; 95% CI, 0.41-0.95). CONCLUSIONS Family physicians reduced their provision of prenatal visits by nearly 50% during a 10-year period and at an even greater rate in rural, non-metropolitan statistical areas. These findings should be considered as family medicine considers the role of maternity care and strives to provide accessible prenatal services for all.
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Comparative Study |
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Drukker L, Bradburn E, Rodriguez GB, Roberts NW, Impey L, Papageorghiou AT. How often do we identify fetal abnormalities during routine third-trimester ultrasound? A systematic review and meta-analysis. BJOG 2020; 128:259-269. [PMID: 32790134 DOI: 10.1111/1471-0528.16468] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/06/2020] [Indexed: 12/22/2022]
Abstract
BACKGROUND Routine third-trimester ultrasound is frequently offered to pregnant women to identify fetuses with abnormal growth. Infrequently, a congenital anomaly is incidentally detected. OBJECTIVE To establish the prevalence and type of fetal anomalies detected during routine third-trimester scans using a systematic review and meta-analysis. SEARCH STRATEGY Electronic databases (MEDLINE, Embase and the Cochrane library) from inception until August 2019. SELECTION CRITERIA Population-based studies (randomised control trials, prospective and retrospective cohorts) reporting abnormalities detected at the routine third-trimester ultrasound performed in unselected populations with prior screening. Case reports, case series, case-control studies and reviews without original data were excluded. DATA COLLECTION AND ANALYSIS Prevalence and type of anomalies detected in the third trimester. We calculated pooled prevalence as the number of anomalies per 1000 scans with 95% confidence intervals. Publication bias was assessed. MAIN RESULTS The literature search identified 9594 citations: 13 studies were eligible representing 141 717 women; 643 were diagnosed with an unexpected abnormality. The pooled prevalence of a new abnormality diagnosed was 3.68 per 1000 women scanned (95% CI 2.72-4.78). The largest groups of abnormalities were urogenital (55%), central nervous system abnormalities (18%) and cardiac abnormalities (14%). CONCLUSION Combining data from 13 studies and over 140 000 women, we show that during routine third-trimester ultrasound, an incidental fetal anomaly will be found in about 1 in 300 scanned women. This information should be taken into account when taking consent from women for third-trimester ultrasound and when designing and assessing cost of third-trimester ultrasound screening programmes. TWEETABLE ABSTRACT One in 300 women attending a third-trimester scan will have a finding of a fetal abnormality.
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Systematic Review |
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17 |
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Li J, Silvera-Tawil D, Varnfield M, Hussain MS, Math V. Users' Perceptions Toward mHealth Technologies for Health and Well-being Monitoring in Pregnancy Care: Qualitative Interview Study. JMIR Form Res 2021; 5:e28628. [PMID: 34860665 PMCID: PMC8686472 DOI: 10.2196/28628] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Revised: 09/23/2021] [Accepted: 10/15/2021] [Indexed: 12/02/2022] Open
Abstract
Background Mobile health (mHealth) technologies, such as wearable sensors, smart health devices, and mobile apps, that are capable of supporting pregnancy care are emerging. Although mHealth could be used to facilitate the tracking of health changes during pregnancy, challenges remain in data collection compliance and technology engagement among pregnant women. Understanding the interests, preferences, and requirements of pregnant women and those of clinicians is needed when designing and introducing mHealth solutions for supporting pregnant women’s monitoring of health and risk factors throughout their pregnancy journey. Objective This study aims to understand clinicians’ and pregnant women’s perceptions on the potential use of mHealth, including factors that may influence their engagement with mHealth technologies and the implications for technology design and implementation. Methods A qualitative study using semistructured interviews was conducted with 4 pregnant women, 4 postnatal women, and 13 clinicians working in perinatal care. Results Clinicians perceived the potential benefit of mHealth in supporting different levels of health and well-being monitoring, risk assessment, and care provision in pregnancy care. Most pregnant and postnatal female participants were open to the use of wearables and health monitoring devices and were more likely to use these technologies if they knew that clinicians were monitoring their data. Although it was acknowledged that some pregnancy-related medical conditions are suitable for an mHealth model of remote monitoring, the clinical and technical challenges in the introduction of mHealth for pregnancy care were also identified. Incorporating appropriate health and well-being measures, intelligently detecting any abnormalities, and providing tailored information for pregnant women were the critical aspects, whereas usability and data privacy were among the main concerns of the participants. Moreover, this study highlighted the challenges of engaging pregnant women in longitudinal mHealth monitoring, the additional work required for clinicians to monitor the data, and the need for an evidence-based technical solution. Conclusions Clinical, technical, and practical factors associated with the use of mHealth to monitor health and well-being in pregnant women need to be considered during the design and feasibility evaluation stages. Technical solutions and appropriate strategies for motivating pregnant women are critical to supporting their long-term data collection compliance and engagement with mHealth technology during pregnancy.
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Drukker L, Cavallaro A, Salim I, Ioannou C, Impey L, Papageorghiou AT. How often do we incidentally find a fetal abnormality at the routine third-trimester growth scan? A population-based study. Am J Obstet Gynecol 2020; 223:919.e1-919.e13. [PMID: 32504567 DOI: 10.1016/j.ajog.2020.05.052] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Revised: 05/08/2020] [Accepted: 05/28/2020] [Indexed: 12/26/2022]
Abstract
BACKGROUND Third-trimester scans are increasingly used to try to prevent adverse outcomes associated with abnormalities of fetal growth. Unexpected fetal malformations detected at third-trimester growth scans are rarely reported. OBJECTIVE To determine the incidence and type of fetal malformations detected in women attending a routine third-trimester growth scan. STUDY DESIGN This was a population-based study of all women with singleton pregnancy attending antenatal care over a 2-year period in Oxfordshire, UK. Women who had a viable singleton pregnancy at dating scan were included. Women had standard obstetrical care including the offer of a routine dating scan and combined screening for trisomies; a routine anomaly scan at 18 to 22 weeks; and a routine third-trimester growth scan at 36 weeks. The third-trimester scan comprises assessment of fetal presentation, amniotic fluid, biometry, umbilical and middle cerebral artery Dopplers, but no formal anatomic assessment is undertaken. Scans are performed by certified sonographers or clinical fellows (n=54), and any suspected abnormalities are evaluated by a team of fetal medicine specialists. We assessed the frequency and type of incidental congenital malformations identified for the first time at this third-trimester scan. All babies were followed-up after birth for a minimum of 6 months. RESULTS There were 15,244 women attending routine antenatal care. Anomalies were detected in 474 (3.1%) fetuses as follows: 103 (21.7%) were detected before the anomaly scan, 174 (36.7%) at the anomaly scan, 11 (2.3%) after the anomaly scan and before the third-trimester scan, 43 (9.1%) at the third-trimester scan and 143 (30.2%) after birth. The 43 abnormalities were found in a total of 13,023 women who had a 36 weeks scan, suggesting that in 1 out of 303 (95% confidence interval, 233-432) women attending such a scan, a new malformation was detected. Anomalies detected at the routine third-trimester scan were of the urinary tract (n=30), central nervous system (5), simple ovarian cysts (4), chromosomal (1), splenic cyst (1), skeletal dysplasia (1), and cutaneous lymphangioma (1). Most urinary tract anomalies were renal pelvic dilatation, which showed spontaneous resolution in 57% of the cases. CONCLUSION When undertaking a program of routine third-trimester growth scans in women who have had previous screening scans, an unexpected congenital malformation is detected in approximately 1 in 300 women.
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Journal Article |
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Designing an IT Ecosystem for Pregnancy Care Management Based on Pervasive Technologies. Healthcare (Basel) 2020; 9:healthcare9010012. [PMID: 33374164 PMCID: PMC7824737 DOI: 10.3390/healthcare9010012] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2020] [Revised: 12/13/2020] [Accepted: 12/18/2020] [Indexed: 11/17/2022] Open
Abstract
Pregnancy care is a topic of interest for both academia and practitioners. Novel pervasive technologies and applications, such as mobile technologies, wearables and IoT, open a wide corpus of possibilities for fostering pregnancy care management, and reducing risks and problems, improving communication among stakeholders and society development. This article introduces a model of a pregnancy care IT ecosystem based on the integration of various services in a semantically enriched e-health ecosystem. As proof of concept, both the web and mobile applications that aim to help pregnant women and gynaecologists were designed and employed in a real environment. An evaluation of the developed ecosystem was performed on a sample of 500 pregnant women and 100 doctors. After pilot usage, a survey was used to collect the data from participants, and assess the acceptance of the developed system. Results show that quality, usability and usefulness are on a high level, and that both pregnant women and doctors are ready for more extensive use of the system. In addition, research findings imply that employing pervasive technologies could bring significant benefits to all the parties in pregnancy care systems.
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Montgomery KS, Cubera S, Belcher C, Patrick D, Funderburk H, Melton C, Fastenau M. Childbirth education for multiple pregnancy: part 1: prenatal considerations. J Perinat Educ 2005; 14:26-35. [PMID: 17273430 PMCID: PMC1595249 DOI: 10.1624/105812405x44709] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Women with a multiple pregnancy have unique learning needs in preparing for birth. This paper explores the issues relevant to women with a multiple pregnancy to support a positive birth experience. One of the foundations of childbirth education and nursing care is to provide the individual woman and her family with knowledge regarding the birth process, what to expect, and how to cope with labor and birth. Education also focuses on caring for the newborns after birth and how to manage in the early days at home. However, traditional childbirth education classes, which meet in a series of evenings or Saturdays, may not meet the needs of women with a multiple pregnancy. In addition, because of the differences in care that exist for women with a multiple pregnancy, new paradigms for childbirth education are needed to meet the learning needs of these families. The purpose of this paper is to provide information to the childbirth educator on the differences in care women with a multiple pregnancy can expect and to suggest strategies to meet the childbirth education needs of these families.
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research-article |
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DiMeo A, Karlage A, Schoenherr K, Spigel L, Chakraborty S, Bazan M, Molina RL. Cultural brokering in pregnancy care: A critical review. Int J Gynaecol Obstet 2023; 163:357-366. [PMID: 37681939 DOI: 10.1002/ijgo.15063] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 08/03/2023] [Accepted: 08/07/2023] [Indexed: 09/09/2023]
Abstract
People who speak languages other than English face structural barriers in accessing the US healthcare system. With a growing number of people living in countries other than their countries of birth, the impact of language and cultural differences between patients and care teams on quality care is global. Cultural brokering presents a unique opportunity to enhance communication and trust between patients and clinicians from different cultural backgrounds during pregnancy care-a critical window for engaging families in the healthcare system. This critical review aims to synthesize literature describing cultural brokering in pregnancy care. We searched keywords relating to cultural brokering, pregnancy, and language in PubMed, Embase, and CINAHL and traced references of screened articles. Our search identified 33 articles. We found that cultural brokering is not clearly defined in the current literature. Few of the articles provided information about language concordance between cultural brokers and patients or clinicians. No article described the impact of cultural brokering on health outcomes. Facilitators of cultural brokering included: interprofessional collaboration within the care team, feeling a family connection between the cultural broker and patients, and cultivating trust between the cultural broker and clinicians. Barriers to cultural brokering included: misunderstanding the responsibilities, difficulty maintaining personal boundaries, and limited availability and accessibility of cultural brokers. We propose cultural brokering as interactions that cover four key aims: (1) language support; (2) bridging cultural differences; (3) social support and advocacy; and (4) navigation of the healthcare system. Clinicians, researchers, and policymakers should develop consistent language around cultural brokering in pregnancy care and examine the impact of cultural brokers on health outcomes.
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Review |
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Bonvicini L, Candela S, Evangelista A, Bertani D, Casoli M, Lusvardi A, Messori A, Giorgi Rossi P. Public and private pregnancy care in Reggio Emilia Province: an observational study on appropriateness of care and delivery outcomes. BMC Pregnancy Childbirth 2014; 14:72. [PMID: 24533853 PMCID: PMC4015597 DOI: 10.1186/1471-2393-14-72] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2013] [Accepted: 02/05/2014] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND In industrialized countries, improvements have been made in both maternal and newborn health. While attention to antenatal care is increasing, excessive medicalization is also becoming more common.The aim of this study is to compare caesarean section (CS) frequency and ultrasound scan utilization in a public model of care involving both midwives and obstetricians with a private model in which care is provided by obstetricians only. METHODS DESIGN Observational population-based study. SETTING Reggio Emilia Province. POPULATION 5957 women resident in the province who delivered between October 2010 and November 2011. MAIN OUTCOME MEASURES CS frequency and ultrasound scan utilization, stillbirths, and other negative perinatal outcomes. Women in the study were searched in the public family and reproductive health clinic medical records to identify those cared for in the public system. Outcomes of the two antenatal care models were compared through multivariate logistic regression adjusting for maternal characteristics and, for CS only, by stratifying by Robson's Group. RESULTS Compared to women cared for in private services (N = 3,043), those in public service (N = 2,369) were younger, less educated, more frequently non-Italian, and multiparous. The probability of CS was slightly higher for women cared for by private obstetricians than for those cared for in the public system (31.8% vs. 27.1%; adjusted odds ratio: 1.10; 95% CI: 0.93-1.29): The probability of having more than 3 ultrasound scans was higher in private care (89.6% vs. 49.8%; adjusted odds ratio: 5.11; 95% CI: 4.30-6.08). CS frequency was higher in private care for all Robson's classes except women who underwent CS during spontaneous labour. Among negative perinatal outcomes only a higher risk of pre-term birth was observed for pregnancies cared for in private services. CONCLUSIONS The public model provides less medicalized and more guidelines-oriented care than does the private model, with no increase in negative perinatal outcomes.
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Observational Study |
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3 |
11
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Estrada-Gutiérrez G, Zambrano E, Polo-Oteyza E, Cardona-Pérez A, Vadillo-Ortega F. Intervention during the first 1000 days in Mexico. Nutr Rev 2021; 78:80-90. [PMID: 33196088 DOI: 10.1093/nutrit/nuaa082] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Health systems and society are facing the growing problem of obesity and its accompanying comorbidities. New approaches to reduce these problems must be oriented to population groups in which long-lasting effects of interventions may occur. Biological processes occurring during the first 1000 days of life, which may be modulated by environmental modifications and result in phenotypes with differential risk for noncommunicable chronic disease, constitute an opportunity for interventions. The nutritional and general health conditions of pregnant women and the fetus, as well as toddlers, can be improved with interventions during the first 1000 days, offering pregnancy care, promoting breastfeeding, instructing on the use of complementary foods, and educating on the adequacy of the family dietary patterns for children. Evidence that interventions during this period result in promotion of children's growth and development, influencing the risk for development of obesity in infancy, is available. In this article, an ongoing program in Mexico City directed to offer continuum of care during the first 1000 days is described.
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Review |
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12
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Li X, Peng H. Complete remission of choriocarcinoma with pulmonary vein thrombosis in the third trimester of pregnancy treated with systemic chemotherapy and anticoagulation: A case report. Medicine (Baltimore) 2021; 100:e26145. [PMID: 34032766 PMCID: PMC8154502 DOI: 10.1097/md.0000000000026145] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 05/11/2021] [Indexed: 01/04/2023] Open
Abstract
RATIONALE Choriocarcinoma is a highly aggressive tumor. It occurs infrequently during pregnancy. The management of choriocarcinoma during pregnancy poses several challenges. PATIENT CONCERNS At 34 weeks of gestation, a 21-year-old primigravida was transferred to the emergency room for cephalgia, reduced fetal movements, and left intra-atrial intracavitary thrombus. DIAGNOSIS Choriocarcinoma in the third trimester with lung and brain metastases, pulmonary vein thrombosis (PVT), and systemic thrombosis. INTERVENTION An emergency cesarean section was performed. Subsequently, low-molecular-weight heparin anticoagulation combined with multiagent chemotherapy was administered. OUTCOME A 1.59 kg live female was born. Multiagent chemotherapy combined with anticoagulation led to complete regression of the cerebral and pulmonary lesions and the dissolution of pulmonary vein thrombus. At the 11-month follow-up, the patient remained in complete remission without complications, and her child was disease-free. LESSONS This is the first case of gestational choriocarcinoma with PVT. Our case suggests that conservative therapy can be the first choice for small, asymptomatic PVT secondary to choriocarcinoma.
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Case Reports |
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Lu HY, Lu P, Hirst JE, Mackillop L, Clifton DA. A Stacked Long Short-Term Memory Approach for Predictive Blood Glucose Monitoring in Women with Gestational Diabetes Mellitus. SENSORS (BASEL, SWITZERLAND) 2023; 23:7990. [PMID: 37766044 PMCID: PMC10536375 DOI: 10.3390/s23187990] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Revised: 09/08/2023] [Accepted: 09/18/2023] [Indexed: 09/29/2023]
Abstract
Gestational diabetes mellitus (GDM) is a subtype of diabetes that develops during pregnancy. Managing blood glucose (BG) within the healthy physiological range can reduce clinical complications for women with gestational diabetes. The objectives of this study are to (1) develop benchmark glucose prediction models with long short-term memory (LSTM) recurrent neural network models using time-series data collected from the GDm-Health platform, (2) compare the prediction accuracy with published results, and (3) suggest an optimized clinical review schedule with the potential to reduce the overall number of blood tests for mothers with stable and within-range glucose measurements. A total of 190,396 BG readings from 1110 patients were used for model development, validation and testing under three different prediction schemes: 7 days of BG readings to predict the next 7 or 14 days and 14 days to predict 14 days. Our results show that the optimized BG schedule based on a 7-day observational window to predict the BG of the next 14 days achieved the accuracies of the root mean square error (RMSE) = 0.958 ± 0.007, 0.876 ± 0.003, 0.898 ± 0.003, 0.622 ± 0.003, 0.814 ± 0.009 and 0.845 ± 0.005 for the after-breakfast, after-lunch, after-dinner, before-breakfast, before-lunch and before-dinner predictions, respectively. This is the first machine learning study that suggested an optimized blood glucose monitoring frequency, which is 7 days to monitor the next 14 days based on the accuracy of blood glucose prediction. Moreover, the accuracy of our proposed model based on the fingerstick blood glucose test is on par with the prediction accuracies compared with the benchmark performance of one-hour prediction models using continuous glucose monitoring (CGM) readings. In conclusion, the stacked LSTM model is a promising approach for capturing the patterns in time-series data, resulting in accurate predictions of BG levels. Using a deep learning model with routine fingerstick glucose collection is a promising, predictable and low-cost solution for BG monitoring for women with gestational diabetes.
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research-article |
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Sinni SV, Cross WM, Swanson AE, Wallace EM. Measuring pregnancy care: towards better maternal and child health. Aust N Z J Obstet Gynaecol 2016; 56:142-7. [PMID: 26840745 PMCID: PMC5067656 DOI: 10.1111/ajo.12441] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2015] [Accepted: 12/29/2015] [Indexed: 11/30/2022]
Abstract
Background Obstetrics remains the largest medico‐legal liability in healthcare. Neither an increasing awareness of patient safety nor a long tradition of reporting obstetric outcomes have reduced either rates of medical error or obstetric litigation. International debate continues about the best approaches to measuring and improving patient safety. In this study, we set out to assess the feasibility and utility of measuring the process of maternity care provision rather than care outcomes. Aims To report the development, application and results of a tool designed to measure the process of maternity care. Materials and Methods A dedicated audit tool was developed, informed by local, national and international standards guiding best practice and then applied to a convenience sample of individual healthcare records as proof of function. Omissions of care were rated in order of severity (low, medium or high) based on the likelihood of serious consequences on patient safety and outcome. Results The rate of high severity omissions of care was less that 2%. However, overall rates of all omissions varied from 0 to 99%, highlighting key areas for clinical practice improvement. Conclusions Measuring process of care provision, rather than pregnancy outcomes, is feasible and insightful, effectively identifying gaps in care provision and affording opportunities for targeted care improvement. This approach to improving patient safety, and potentially reducing litigation burden, promises to be a useful adjunct to the measurement of outcomes.
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Research Support, Non-U.S. Gov't |
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Coe R, Toke S, Wallace H, Riggs E, Brown SJ, Szwarc J, Biggs LJ. When I can be my whole authentic self, I feel safe and know that I belong: a photovoice study exploring what culturally safe pregnancy care is to Karen women of refugee background in Victoria, Australia. ETHNICITY & HEALTH 2024; 29:720-744. [PMID: 38867355 DOI: 10.1080/13557858.2024.2359388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 05/20/2024] [Indexed: 06/14/2024]
Abstract
OBJECTIVES Inequitable pregnancy care experiences and outcomes disproportionately affect refugee background women in Australia. Culturally safe care is essential for achieving health equity, however, cultural safety can only be determined by the person receiving care. To our knowledge, women of refugee background in Australia are yet to be asked what culturally safe pregnancy care is to them. Specifically, this study aimed to explore what culturally safe pregnancy care is to Karen women (from Burma) of refugee background. DESIGN A photovoice study founded on community-based participatory research principles was undertaken with a Karen community of refugee background living in Victoria, Australia. A community advisory group was established, guiding study design and conduct. Five S'gaw Karen-speaking women with experience of pregnancy care in Australia were invited to take photos within their community. Participants shared their photos and stories with each other in four online discussion groups. RESULTS Reflexive thematic analysis guided by a critical constructionist lens developed three themes: Building foundations for belonging; cultivating reciprocal curiosity; and storytelling as an expression of self and shared power. These themes sit within the overarching theme When I can be my whole authentic self, I feel safe and know that I belong. CONCLUSION When Karen women can embrace their cultural and spiritual identity without fear of discrimination, including racism, culturally safe pregnancy care is possible. This study contributes to the design and delivery of maternity services by providing insights that can enhance equitable and culturally safe pregnancy care for Karen women of refugee background.
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Nwabueze CO, Okeke CC, Nwevo CO, Nwodo LA, Nwekpa WC, Nwaiwu PI. Assessing Focused Antenatal Care Awareness and Utilization Among Pregnant Women in Enugu State, Nigeria: A Cross-Sectional Survey. Cureus 2023; 15:e38403. [PMID: 37265919 PMCID: PMC10231945 DOI: 10.7759/cureus.38403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/01/2023] [Indexed: 06/03/2023] Open
Abstract
INTRODUCTION Focused antenatal care (FANC) is a newer and better approach to antenatal care for pregnant women than the traditional model. FANC emphasizes individual assessment and decision-making by both the provider and the pregnant woman, resulting in better health outcomes for both mother and baby. Despite the adoption of FANC care in Nigeria, maternal mortality indices have not significantly decreased. This study aimed to assess the level of awareness and utilization of FANC among pregnant women in Nigeria, as well as the factors that influence its utilization. METHODS This study was conducted in Enugu, Nigeria, using the antenatal clinics of three major tertiary hospitals. A cross-sectional design was used, and a sample size of 300 pregnant women was selected using systematic random sampling. Data were collected using a structured, self-administered questionnaire and analyzed using IBM Statistical Package for Social Sciences (SPSS) version 26. The findings were presented using frequencies, tables, charts, and figures, and Fisher's exact test was used to determine the relationship between respondents' knowledge of focused antenatal care and their demographic factors. RESULTS A study involving 300 pregnant women in Nigeria found that only 15% of them had heard of focused antenatal care (FANC) and just 7.3% had good knowledge of its components, which was attributed to the low level of education among the respondents (X2=16.68, p=0.001). Health talks during antenatal visits were the most common source of information on FANC. The study also revealed that late initiation of antenatal care (n=144, 48%) in current pregnancy and (n=106, 54.6%) among those previously pregnant, as well as insufficient attendance, were identified as risk factors for maternal mortality. Long waiting times (n=196, 65.3%) and overcrowded healthcare facilities (n=110, 36.7%) were the major causes of dissatisfaction with antenatal care services among the respondents. Pregnant women preferred delivering at tertiary hospitals or private hospitals due to the perceived better quality of care and personal preference. These findings could inform targeted interventions to improve knowledge and awareness of FANC among pregnant women, particularly those with lower levels of education. CONCLUSION This study provides important insights into the low awareness and utilization of FANC among pregnant women in Enugu, Nigeria, highlighting the need for targeted interventions to improve knowledge and awareness of FANC. The study's findings have important implications for the development of maternal and child health policies and interventions aimed at improving the utilization of healthcare services during pregnancy and childbirth in Nigeria. Further research that includes qualitative methods could provide more nuanced information on pregnant women's experiences and perspectives on FANC.
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Allen-Davis W, Hylton M, Gibson S, Rattray C, Johnson N, Hunter TA. Pregnancy outcomes of women with cardiac disease. Int J Gynaecol Obstet 2023; 163:1005-1011. [PMID: 37697807 DOI: 10.1002/ijgo.15068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 08/05/2023] [Accepted: 08/17/2023] [Indexed: 09/13/2023]
Abstract
OBJECTIVE To determine and predict the maternal and neonatal outcomes of pregnancies occurring in patients with cardiac disease. METHOD This retrospective review included 147 pregnancies identified from antenatal, delivery, and nursery records. Information concerning the nature and severity of the pre-existing cardiac disease, comorbidities, risk scores, obstetric or cardiac complications, and pregnancy outcomes were collected. The data were analyzed using SPSS Windows version 22. RESULTS In all, 111 (73.5%) of the cohort had acquired heart disease and 4 (2.7%) of patients belonged to WHO class IV, in which pregnancy is not recommended. Additionally, 12 (8.1%) were categorized as being at significant risk of having a cardiac complication. The proportion of patients that had maternal and perinatal mortality was 6 (4.0%) and 7 (4.8%), respectively. The WHO and CARPREG scoring systems were reliably able to predict cardiac events (P < 0.01). Mothers who received preconception counseling had significantly fewer occurrences of cardiac and obstetric events than those who did not. CONCLUSION Cardiac disease in pregnancy in women managed at our center was most often an acquired disease. The baseline risk assessment scores accurately predicted the likelihood of adverse cardiac outcomes.
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Vaccaro CJ, Karageuzian SA, McFadden E. The Importance of Safely Prescribing Hormones in the Transgender Community. Cureus 2023; 15:e44639. [PMID: 37799231 PMCID: PMC10548402 DOI: 10.7759/cureus.44639] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/04/2023] [Indexed: 10/07/2023] Open
Abstract
The transgender community is rapidly growing, necessitating further education and understanding of their unique healthcare needs. Gender affirmation is a multistep process, which generally begins with transgender individuals socially transitioning by adopting a new name, pronouns, and appearance changes, such as hair and clothing, to express themselves. Additional gender affirmation treatment can be achieved through medical therapy with hormones and surgical intervention. Here, we report the case of an 18-year-old transgender man who presented to his primary care provider for a referral to initiate a medical transition with testosterone therapy. The patient practiced penetrative vaginal sex without contraception. The patient presented to the clinic eight months later with amenorrhea, thick coarse facial and body hair, oily skin, irritable moods, and a 20-lb weight gain. A pregnancy test revealed a positive result. A healthy baby girl was delivered at 40 weeks' gestation. This case demonstrates the importance of addressing contraception during the masculinization process in individuals who continue to practice vaginal intercourse. Healthcare providers should seek to establish a clinical environment free of discrimination and stigma to allow patients to feel comfortable describing potential triggers of gender dysphoria. We encourage medical practitioners to discuss all methods of birth control with transgender male patients and choose the contraceptive that best allows for a seamless medical transition.
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Fealy S, Leigh L, Hazelton M, Attia J, Foureur M, Oldmeadow C, Collins CE, Smith R, Hure AJ. Translation of the Weight-Related Behaviours Questionnaire into a Short-Form Psychosocial Assessment Tool for the Detection of Women at Risk of Excessive Gestational Weight Gain. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18189522. [PMID: 34574447 PMCID: PMC8472452 DOI: 10.3390/ijerph18189522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 08/31/2021] [Accepted: 09/07/2021] [Indexed: 11/16/2022]
Abstract
The identification and measurement of psychosocial factors that are specific to pregnancy and relevant to gestational weight gain is a challenging task. Given the general lack of availability of pregnancy-specific psychosocial assessment instruments, the aim of this study was to develop a short-form psychosocial assessment tool for the detection of women at risk of excessive gestational weight gain with research and clinical practice applications. A staged scale reduction analysis of the weight-related behaviours questionnaire was conducted amongst a sample of 159 Australian pregnant women participating in the Women and Their Children’s Health (WATCH) pregnancy cohort study. Exploratory factor analysis, univariate logistic regression, and item response theory techniques were used to derive the minimum and most predictive questions for inclusion in the short-form assessment tool. Of the total 49 questionnaire items, 11 items, all 4 body image items, n = 4 attitudes towards weight gain, and n = 3 self-efficacy items, were retained as the strongest predictors of excessive gestational weight gain. These within-scale items were highly correlated, exhibiting high item information function value statistics, and were observed to have high probability (p < 0.05) for excessive gestational weight gain, in the univariate analysis. The short-form questionnaire may assist with the development of tailored health promotion interventions to support women psychologically and physiologically to optimise their pregnancy weight gain. Confirmatory factor analysis is now required.
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Umaroh AK, Elisabet BM, Puspitasari DA, Aisyah FR, Risgiantini S, Pratomo H. Pretesting of Infographic as a Communication Tool on Pregnant Women During Covid-19 Period. Risk Manag Healthc Policy 2023; 16:317-326. [PMID: 36883053 PMCID: PMC9985890 DOI: 10.2147/rmhp.s392106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 02/11/2023] [Indexed: 03/05/2023] Open
Abstract
Purpose This study was to analyze the responses of informants about Instagram infographics on Covid-19 prevention for pregnant women. Methods This was a qualitative study that used Rapid Assessment Procedure (RAP) and used pretesting communication theory. The informant selection technique was purposive sampling that consist of three pregnant women as main informants, a midwifery lecturer and a visual graphic designer as key informants. One-to-one pretesting communication procedure was selected because the research was conducted at the beginning of the Covid-19 pandemic, so it had a difficulty in recruiting informants. The interview guideline was conducted by the research team and was examined in a field trial. Data collection was by semi-structured interview using voice call WhatsApp application. Data were analysed using thematic analysis. Results In attraction aspect, this was considered quite interesting by the informants. In comprehension aspect, the messages were easily understood because of using brief, concise, and simple sentences. Furthermore, the messages were supported by images and comprehensive. In acceptance aspect, all the informants' opinions were identified that the messages of this infographic did not have a conflict with the existing norms. In self-involvement aspect, this infographic was in accordance with the current condition of the informants. In persuasion aspect, it had a good persuasive value as the informants were willing to share the infographic with others. Conclusion The infographic still needed improvements from the attraction aspect such as consider using contrasting colour between the background and text, equalize the font size and change icons to become related to the text. As from the comprehension aspect consider using terms that are more popular in the community. There were no need improvements from acceptance, self-involvement, and persuasion aspects. However, evidence-based research is still needed on how this infographic is developed and implemented to optimize transfer of knowledge.
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Muacevic A, Adler JR, Sherlock D, Russell J, Krive M. A Case of Tachycardia-Induced Cardiomyopathy During Pregnancy: Clinical Presentation and Management. Cureus 2023; 15:e33229. [PMID: 36733546 PMCID: PMC9889206 DOI: 10.7759/cureus.33229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/01/2023] [Indexed: 01/03/2023] Open
Abstract
A 28-year-old G2P0010 woman with a history of COVID infection during her current pregnancy treated with monoclonal antibodies and benign gestational thrombocytopenia presented for routine prenatal care at 33 weeks' gestation. The patient was asymptomatic, but incidental tachycardia was noted on the physical exam with an irregular rhythm. An electrocardiogram (ECG) was performed and was consistent with multifocal atrial tachycardia at a rate of 144 beats per minute. The patient was started on labetalol 50 mg daily and was referred to cardiology for consultation. An echocardiogram was performed and showed dilated left ventricular cavity with a moderately reduced ejection fraction of 40%. No previous echocardiogram was available for comparison; the patient had no history of cardiac disease. The dose of labetalol was increased to 50 mg twice daily and she was admitted for digoxin loading and titration. Though fetal tolerance was excellent, her heart rate was not controlled. Digoxin was switched to flecainide and labetalol was switched to metoprolol which improved her heart rate and repeat echocardiogram showed an ejection fraction of 50%. The patient was admitted for induction of labor at 39 weeks of gestation and continued intrapartum flecainide. Metoprolol was continued intra and postpartum. Flecainide was resumed at three days postpartum due to the recurrence of atrial tachycardia and has been maintained. A repeat echocardiogram is scheduled six weeks postpartum to evaluate left ventricular function and wean off antiarrhythmics.
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Rosu LM, Prodan-Bărbulescu C, Maghiari AL, Bernad ES, Bernad RL, Iacob R, Stoicescu ER, Borozan F, Ghenciu LA. Current Trends in Diagnosis and Treatment Approach of Diabetic Retinopathy during Pregnancy: A Narrative Review. Diagnostics (Basel) 2024; 14:369. [PMID: 38396408 PMCID: PMC10887682 DOI: 10.3390/diagnostics14040369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 02/05/2024] [Accepted: 02/06/2024] [Indexed: 02/25/2024] Open
Abstract
Diabetes mellitus during pregnancy and gestational diabetes are major concerns worldwide. These conditions may lead to the development of severe diabetic retinopathy during pregnancy or worsen pre-existing cases. Gestational diabetes also increases the risk of diabetes for both the mother and the fetus in the future. Understanding the prevalence, evaluating risk factors contributing to pathogenesis, and identifying treatment challenges related to diabetic retinopathy in expectant mothers are all of utmost importance. Pregnancy-related physiological changes, including those in metabolism, blood flow, immunity, and hormones, can contribute to the development or worsening of diabetic retinopathy. If left untreated, this condition may eventually result in irreversible vision loss. Treatment options such as laser therapy, intravitreal anti-vascular endothelial growth factor drugs, and intravitreal steroids pose challenges in managing these patients without endangering the developing baby and mother. This narrative review describes the management of diabetic retinopathy during pregnancy, highlights its risk factors, pathophysiology, and diagnostic methods, and offers recommendations based on findings from previous literature.
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Nakamura S, Takeuchi S, Hoshino T, Okubo N, Horiuchi S. Development of the Hiesho (sensitivity of hands or feet to cold) Care Practice Scale for pregnant women. Jpn J Nurs Sci 2025; 22:e12621. [PMID: 39354642 DOI: 10.1111/jjns.12621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Revised: 06/27/2024] [Accepted: 07/28/2024] [Indexed: 10/04/2024]
Abstract
AIM Evidence-based indicators are needed to increase the frequency of practicing care for hiesho, which can be a risk factor during childbirth. Such practice will lead to hiesho prevention. This study aimed to develop a Hiesho Care Practice Scale (HCPS) for pregnant women and examine its reliability and validity. METHODS To develop a HCPS and examine its reliability and validity, we conducted a questionnaire-based survey among nurses who provide hiesho care for pregnant women in Japan. RESULTS The analysis included 100 participants (recovery rate: 96%). Exploratory factor analysis produced four factors and 20 items. The model's fit indices obtained from the confirmatory factor analysis include goodness of fit of .80, adjusted goodness of fit of .75, comparative fit index of .88, and root mean squared error of approximation of .08. The correlation coefficients for the patient coaching skill evaluation scale for criterion-related validity test ranged from .23 to .51 (p < .01). Cronbach's α was .88, and intraclass correlation coefficient (ICC) was .81. CONCLUSIONS The HCPS developed in this study consisted of four factors and 20 items, and its reliability and validity were verified. This scale enables the subjective and objective evaluation of hiesho care practice in the nursing profession. It may contribute to standardizing and developing improvement measures for hiesho care among pregnant women by nurses and midwives.
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Abdalrahman Mohammad Ali MO, Abdelgadir Elhabeeb SM, Abdalla Elsheikh NE, Abdalla Mohammed FS, Mahmoud Ali SH, Ibrahim Abdelhalim AA, Altom DS. Advancing Obstetric Care Through Artificial Intelligence-Enhanced Clinical Decision Support Systems: A Systematic Review. Cureus 2025; 17:e80514. [PMID: 40225537 PMCID: PMC11993431 DOI: 10.7759/cureus.80514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/13/2025] [Indexed: 04/15/2025] Open
Abstract
Although artificial intelligence (AI) has grown over the past 10 years and clinical decision support systems (CDSS) have begun to be used in obstetric care, little is known about how AI functions in obstetric care-specific CDSS. We conducted a systematic review based on research studies that looked at AI-augmented CDSS in obstetric care to identify and synthesize CDSS functionality, AI techniques, clinical implementation, and AI-augmented CDSS in obstetric care. We searched four different databases (Scopus, PubMed, Web of Science, and IEEE Xplore) for relevant studies, and we found 354 studies. The studies were evaluated for eligibility based on predefined inclusion and exclusion criteria. The systematic review incorporated 30 studies after conducting an eligibility assessment of all studies. We used the Newcastle Ottawa Scale for risk bias assessment of all included studies. Medical prediction, therapeutic recommendations, diagnostic support, and knowledge dissemination constitute the key features of CDSS service offerings. The current research on CDSS included findings about early fetal anomaly detection, economical surveillance, prenatal ultrasonography assistance, and ontology development methodologies according to our study findings.
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Melwani S, Cleland V, Patterson K, Nash R. Health literacy profiles of pregnant women and mothers in Tasmania: A cluster analysis. Health Promot J Austr 2024; 35:1206-1216. [PMID: 38402877 DOI: 10.1002/hpja.854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 02/17/2024] [Accepted: 02/18/2024] [Indexed: 02/27/2024] Open
Abstract
ISSUE ADDRESSED Health literacy development can help to reduce the growing noncommunicable disease burden globally. However, less is known about the health literacy needs of pregnant women and mothers necessary to guide health literacy development in this priority population group. To enhance the understanding of the health literacy needs of pregnant women and mothers, this study aimed to develop data-informed health literacy profiles of pregnant women and mothers with children (0-8 years) in Tasmania, as well as data-informed vignettes describing the health literacy needs of women in the different health literacy profiles. METHODS An online cross-sectional survey was undertaken. The survey included demographic questions and the health literacy questionnaire (HLQ). The data were analysed using a cluster analysis to identify subgroups with varying health literacy needs. The clusters, in conjunction with demographic characteristics, were used to generate data-informed vignettes representing various health literacy profiles. RESULTS The cluster analysis generated seven health literacy profiles and five vignettes representing diverse health literacy needs of pregnant women and mothers in Tasmania. Each vignette tells a data-informed story of women in Tasmania experiencing diverse health literacy strengths and challenges influencing their access and use of health information and health services. This allowed deeper exploration of the health literacy needs of the subgroups within the target population. CONCLUSION A better understanding of the health literacy needs of pregnant women and mothers can provide policymakers and health care providers with the key insights needed to guide the planning and development of fit-for-purpose solutions. This understanding can also guide the tailoring of existing health and community services, to create a health literacy-responsive environment that is more likely to meet the diverse health needs of pregnant women and mothers. SO WHAT We must shift away from a 'one size fits all' approach and promote the development of a health literacy-responsive environment to improve health and equity outcomes for pregnant women and mothers in Tasmania.
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