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Scala A, Bifulco G, Borrelli A, Egidio R, Triassi M, Improta G. Use of artificial intelligence to study the hospitalization of women undergoing caesarean section. BMC Public Health 2025; 25:238. [PMID: 39833764 PMCID: PMC11749650 DOI: 10.1186/s12889-025-21530-z] [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: 08/24/2023] [Accepted: 01/17/2025] [Indexed: 01/22/2025] Open
Abstract
OBJECTIVE The incidence of caesarean sections (CSs) has increased significantly in recent years, especially in developed countries. This study aimed to identify the factors that most influence the length of hospital stay (LOS) after a CS, using data from 9,900 women who underwent CS at the "Federico II" University Hospital of Naples between 2014 and 2021. METHODS Various artificial intelligence models were employed to analyze the relationships between the LOS and a set of independent variables, including maternal and foetal characteristics. The analysis focused on identifying the model with the best predictive performance and specific comorbidities impacting LOS. RESULTS A multiple linear regression model determined the highest R-value (0.815), indicating a strong correlation between the identified variables and LOS. Significant predictors of LOS included abnormal foetuses, cardiovascular disease, respiratory disorders, hypertension, haemorrhage, multiple births, preeclampsia, previous delivery complications, surgical complications, and preoperative LOS. In terms of classification models, the decision tree yielded the highest accuracy (75%). CONCLUSIONS The study concluded that certain comorbidities, such as cardiovascular disease and preeclampsia, significantly impact LOS following a CS. These findings can assist hospital management in optimizing resource allocation and reducing costs by focusing on the most influential factors.
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Affiliation(s)
- Arianna Scala
- Department of Public Health, University of Naples Federico II, Naples, 80131, Italy.
| | - Giuseppe Bifulco
- Department of Public Health, University of Naples Federico II, Naples, 80131, Italy
| | - Anna Borrelli
- "Federico II" University Hospital, Naples, 80131, Italy
| | | | - Maria Triassi
- Department of Public Health, University of Naples Federico II, Naples, 80131, Italy
- Interdepartmental Center for Research in Healthcare Management and Innovation in Healthcare (CIRMIS), University of Naples Federico II, Naples, 80131, Italy
| | - Giovanni Improta
- Department of Public Health, University of Naples Federico II, Naples, 80131, Italy
- Interdepartmental Center for Research in Healthcare Management and Innovation in Healthcare (CIRMIS), University of Naples Federico II, Naples, 80131, Italy
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Semaan A, Grovogui FM, Delvaux T, Housseine N, van den Akker T, Delamou A, Beňová L. Length-of-stay and factors associated with early discharge after birth in health facilities in Guinea by mode of birth: Secondary analysis of Demographic and Health Survey 2018. PLOS GLOBAL PUBLIC HEALTH 2024; 4:e0003786. [PMID: 39361619 PMCID: PMC11449310 DOI: 10.1371/journal.pgph.0003786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Accepted: 09/03/2024] [Indexed: 10/05/2024]
Abstract
The immediate postpartum period (first 24 hours after birth) represents a critical time for women and newborns. Postnatal length-of-stay varies globally; in Guinea, a 24-hour facility stay following childbirth is recommended, with an emphasis on providing frequent monitoring of mother and newborn for the first 6 hours. This study describes postpartum length-of-stay following facility-based births in Guinea, and investigates factors associated with early discharge. This cross-sectional study analysed secondary Demographic and Health Survey data covering the most recent livebirths during 2013-2018. We included 2,763 women who gave birth vaginally or by caesarean section in healthcare facilities. Early discharge following vaginal birth was defined according to two cut-offs (<24 hours and <6 hours); early discharge following caesarean section was defined as <72 hours. We assessed socio-demographic, obstetric and health-system factors associated with early discharge using binary and multi-variable logistic regression. Among women with a vaginal birth, 81.5% were discharged <6 hours, with a median length-of-stay of 3 hours. 28% of women who had caesarean section were discharged <72 hours. Odds of discharge <6 hours among women who gave birth vaginally were lower for births in non-government hospital(aOR = 0.55[95%CI = 0.35;0.85]), and multiple births(aOR = 0.54[95%CI = 0.31;0.94]); while the odds were higher in five of the 8 regions compared to Boké. Among women who gave birth by caesarean section, odds of discharge <72 hours were lower for births in government hospitals(aOR = 0.09[95%CI = 0.03;0.3]), and girl newborns(aOR = 0.15[95%CI = 0.05;0.48]).This study showed that postpartum length-of-stays in Guinea is on average shorter than the local recommendations, with the majority of postpartum women with vaginal births spending less than 6-hours in health facilities after birth. Early discharge was associated with type of facility of birth and region. This warrants an in-depth exploration of reasons related to women's and families' preferences, health workers' practices, resource availability, and whether/how early discharge affects postpartum quality-of-care and health outcomes.
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Affiliation(s)
- Aline Semaan
- Department of Public Health, Institute of Tropical Medicine, Antwerp, Belgium
| | - Fassou Mathias Grovogui
- Centre National de Formation et de Recherche en Santé Rurale (CNFRSR) de Maférinyah, Forécariah, Guinea
- Africa Center of Excellence for the Prevention and Control of Communicable Diseases (CEA-PCMT), University Gamal Abdel Nasser, Conakry, Guinea
| | - Thérèse Delvaux
- Department of Public Health, Institute of Tropical Medicine, Antwerp, Belgium
| | - Natasha Housseine
- Global Health Section, Department of Public Health, University of Copenhagen, Copenhagen, Denmark
- Medical College East Africa, Aga Khan University, Dar es Salaam, Tanzania
| | - Thomas van den Akker
- Athena Institute, Faculty of Science, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Obstetrics and Gynaecology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Alexandre Delamou
- Centre National de Formation et de Recherche en Santé Rurale (CNFRSR) de Maférinyah, Forécariah, Guinea
- Africa Center of Excellence for the Prevention and Control of Communicable Diseases (CEA-PCMT), University Gamal Abdel Nasser, Conakry, Guinea
| | - Lenka Beňová
- Department of Public Health, Institute of Tropical Medicine, Antwerp, Belgium
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Measuring quality of care in moderate and late preterm infants. J Perinatol 2022; 42:1294-1300. [PMID: 35354940 PMCID: PMC9522891 DOI: 10.1038/s41372-022-01377-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Revised: 02/22/2022] [Accepted: 03/17/2022] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To examine quality measures for moderate and late preterm (MLP) infants. STUDY DESIGN By prospectively analyzing Vermont Oxford Network's all NICU admissions database, we adapted Baby-MONITOR, a composite quality measure for extremely/very preterm infants, for MLP infants. We examined correlations between the adapted MLP quality measure (MLP-QM) in MLP infants and Baby-MONITOR in extremely and very preterm infants. RESULT We studied 376,219 MLP (30-36 weeks GA) and 57,595 extremely/very preterm (25-29 weeks GA) infants from 465 U.S. hospitals born from 2016 to 2020. MLP-QM summary scores in MLP infants had weak correlation with Baby-MONITOR scores in extremely and very preterm infants (r = 0.47). There was weak correlation among survival (r = 0.19), no pneumothorax (r = 0.35), and no infection after 3 days (r = 0.45), but strong correlation among human milk at discharge (r = 0.79) and no hypothermia (r = 0.76). CONCLUSION Modest correlation among hospital care measures in two preterm populations suggests the need for MLP-specific care measures.
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Alemayehu M, Yakob B, Khuzwayo N. Quality of emergency obstetric and newborn care services in Wolaita Zone, Southern Ethiopia. BMC Pregnancy Childbirth 2022; 22:686. [PMID: 36068531 PMCID: PMC9446841 DOI: 10.1186/s12884-022-05019-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Accepted: 08/31/2022] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Globally, nearly 295,000 women die every year during and following pregnancy and childbirth. Emergency obstetric and newborn care (EmONC) can avert 75% of maternal mortality if all mothers get quality healthcare. Improving maternal health needs identification and addressing of barriers that limit access to quality maternal health services. Hence, this study aimed to assess the quality of EmONC service and its predictors in Wolaita Zone, southern Ethiopia. METHODOLOGY A facility-based cross-sectional study was conducted in 14 health facilities. A facility audit was conducted on 14 health facilities, and 423 women were randomly selected to participate in observation of care and exit interview. The Open Data Kit (ODK) platform and Stata version 17 were used for data entry and analysis, respectively. Frequencies and summary statistics were used to describe the study population. Simple and multiple linear regressions were done to identify candidate and predictor variables of service quality. Coefficients with 95% confidence intervals were used to declare the significance and strength of association. Input, process, and output quality indices were created by calculating the means of standard items available or actions performed by each category and were used to describe the quality of EmONC. RESULT The mean input, process, and output EmONC services qualities were 74.2, 69.4, and 79.6%, respectively. Of the study participants, 59.2% received below 75% of the standard clinical actions (observed quality) of EmONC services. Women's educational status (B = 5.35, 95% C.I: 0.56, 10.14), and (B = 8.38, 95% C.I: 2.92, 13.85), age (B = 3.86, 95% C.I: 0.39, 7.33), duration of stay at the facility (B = 3.58, 95% C.I: 2.66, 4.9), number of patients in the delivery room (B = - 4.14, 95% C.I: - 6.14, - 2.13), and care provider's experience (B = 1.26, 95% C.I: 0.83, 1.69) were independent predictors of observed service quality. CONCLUSION The EmONC services quality was suboptimal in Wolaita Zone. Every three-in-five women received less than three-fourths of the standard clinical actions. The health system, care providers, and other stakeholders should emphasize improving the quality of care by availing medical infrastructure, adhering to standard procedures, enhancing human resources for health, and providing standard care regardless of women's characteristics.
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Affiliation(s)
- Mihiretu Alemayehu
- School of Public Health, College of Health Sciences and Medicine, Wolaita Sodo University, Wolaita Sodo, Ethiopia
- School of Nursing and Public Health, Discipline of Public Health, University of KwaZulu-Natal, Durban, South Africa
| | - Bereket Yakob
- School of Public Health, College of Health Sciences and Medicine, Wolaita Sodo University, Wolaita Sodo, Ethiopia
- School of Population and Public Health, the University of British Columbia, Vancouver, BC Canada
| | - Nelisiwe Khuzwayo
- School of Nursing and Public Health, Discipline of Public Health, University of KwaZulu-Natal, Durban, South Africa
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Essien SK, Chireh B, Melese KG, Essien JK. Predictors of prolonged hospitalization after vaginal birth in Ghana: A comparative study. PLOS GLOBAL PUBLIC HEALTH 2022; 2:e0000100. [PMID: 36962163 PMCID: PMC10021428 DOI: 10.1371/journal.pgph.0000100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Accepted: 11/15/2021] [Indexed: 11/18/2022]
Abstract
Early discharge after child delivery although indispensable, but maybe precluded by several factors. The effect of these factors on prolonged length of stay (LOS) after vaginal delivery has been sparsely investigated in Ghana. This limits understanding of potential leading indicators to inform intervention efforts and optimize health care delivery. This study examined factors associated with prolonged LOS after vaginal birth in two time-separated cohorts in Ghana. We analyzed data from Ghana's demographic and health surveys in 2007 and 2017. Our comparative analysis is based on subsamples in 2007 cohort (n = 2,486) and 2017 cohort (n = 8,065). A generalized estimating equation (GEE) with logistic regression was used to examine predictors of prolonged LOS after vaginal delivery. The cluster effect was accounted for using the exchangeable working correlation. The odds ratios (OR) and 95% confidence interval were reported. We found that 62.4% (1551) of the participants in 2007 had prolonged LOS after vaginal delivery, whereas the prevalence of LOS in the 2017 cohorts was 44.9% (3617). This constitutes a 17.5% decrease over the past decade investigated. Advanced maternal age (AOR = 1.24, 95% Cl 1.01-1.54), place of delivery (AOR = 1.18, 95% Cl 1.02-1.37), child's size below average (AOR = 1.14; 95% Cl 1.03-1.25), and problems suffered during/after delivery (AOR = 1.60; 95% Cl 1.43-1.80) were significantly associated with prolonged (≥ 24 hours) length of hospitalization after vaginal delivery in 2017. However, among variables that were available in 2007, only those who sought delivery assistance from non-health professionals (AOR = 1.89, 95% CI: 1.00-3.61) were significantly associated with prolonged LOS in the 2007 cohort. Our study provides suggestive evidence of a reduction in prolonged LOS between the two-time points. Despite the reduction observed, more intervention targeting the identified predictors of LOS is urgently needed to further reduce post-vaginal delivery hospital stay. Also, given that LOS is an important indicator of medical services use, an accurate understanding of its prevalence and associated predictors are useful in assessing the efficiency of hospital management practices and the quality of care of patients in Ghana.
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Affiliation(s)
- Samuel Kwaku Essien
- School of Rehabilitation Science, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | | | - Kidest Getu Melese
- Department of Midwifery, College of Health Sciences and Medicine, Wolaita Sodo University, Wolaita Sodo, Ethiopia
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Biru YB, Lemelem GA, Solomon N. Length of stay in health facilities after childbirth and associated maternal and neonatal factors in Ethiopia: a cross-sectional study from a national survey. BMJ Open 2021; 11:e055327. [PMID: 34876438 PMCID: PMC8655577 DOI: 10.1136/bmjopen-2021-055327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
OBJECTIVE This study aimed to assess the length of stay in health facilities after childbirth and associated maternal and neonatal factors in Ethiopia. DESIGN A cross-sectional study. SETTING Ethiopia. PARTICIPANTS 2260 mothers who participated in the 2016 Ethiopian Demographic and Health Survey were included in the study. OUTCOME Length of stay in health facilities after childbirth was the outcome variable of the study. RESULT In Ethiopia, the mean duration of postpartum stay for mothers in health facilities was 21.96 (19.97-23.94) hours. Nine hundred and sixty-eight (34.80%) women remained in health institutions for ≥24 hours after delivery. Gestational age, birth weight and mode of delivery were significantly associated with length of stay. Gestational age was found to be inversely associated with length of stay. Mothers who had a vaginal delivery were 8.89% (adjusted HR (AHR) 8.89, 95% CI (4.28 to 18.46), p<0.001) more likely to discharge earlier from health facilities after delivery, compared with those who had a caesarian section. Women with larger size neonates during birth were 19% (AHR=0.81, 95% CI (0.67 to 0.96), p=0.019) more likely to stay longer in health facilities than women with average size neonates. Women with a smaller size neonate during birth were 16% (AHR=0.84, 95% CI (0.70 to 0.99), p=0.040) more likely to stay longer at a health facility, compared with those with an average size neonate. CONCLUSION A small percentage of Ethiopian mothers stayed in health facilities for 24 hours or more after delivery. Encouraging mothers to stay in health facilities for the recommended period after childbirth can play a significant role in reducing maternal and neonatal deaths.
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Affiliation(s)
| | | | - Nahom Solomon
- Public Health, Mizan-Tepi University, Mizan, Ethiopia
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Zbiri S, Rozenberg P, Milcent C. Access-to-care: evidence from home-based postnatal coordinated care after hospital discharge. BMC Health Serv Res 2021; 21:1137. [PMID: 34674698 PMCID: PMC8532282 DOI: 10.1186/s12913-021-07151-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Accepted: 09/11/2021] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Home-based postnatal care after hospital discharge has become an integral part of postnatal care. This study aimed to determine the factors relating either to individuals or the healthcare system that affect enrollment and full participation (adherence) in the French home-based postnatal coordinated care program (PRADO). METHODS All admitted women for delivery in a French district over one year and eligible for this home-based midwifery support after hospital discharge were included (N = 4189). Both a simple probit model and a probit Heckman selection model were used. The control variables were the characteristics of the women, the municipalities, and the hospitals. RESULTS Approximately 68% of the eligible women chose to enroll in the PRADO program, of who nearly 60% fully participated in this program. Enrollment in the program was influenced mostly by the family context, such as the woman's age at the time of her pregnancy and the number of children in the household, the woman's level of prenatal education and information about postnatal care, as well as some hospital variables such as the characteristics and organization of the maternity units. Full participation in the program was influenced by the accessibility to health professionals, particularly midwives. Furthermore, the women's level of prenatal education and information about postnatal care, as well as their accessibility to health professionals, correlated with the socioeconomic environment. CONCLUSION While individual factors impacted enrollment in the PRADO program, only healthcare system-related factors influenced full participation in the program. A public health policy promoting home-based postnatal care could increase the women's participation by improving their level of prenatal education and information about postnatal care. In addition, reducing regional inequality is likely to have a positive impact, as the availability of health professionals is a key factor for participation in home-based postnatal coordinated care.
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Affiliation(s)
- Saad Zbiri
- EA 7285, Versailles Saint-Quentin University, Montigny-le-Bretonneux, France.
- International School of Public Health, Mohammed VI University of Health Sciences, Casablanca, Morocco.
| | - Patrick Rozenberg
- EA 7285, Versailles Saint-Quentin University, Montigny-le-Bretonneux, France
- Department of Obstetrics and Gynecology, Poissy Saint-Germain Hospital, Poissy, France
| | - Carine Milcent
- French National Center for Scientific Research (CNRS), Paris, France.
- Paris School of Economics (PSE), Paris, France.
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Cegolon L, Mastrangelo G, Maso G, Pozzo GD, Heymann WC, Ronfani L, Barbone F. Determinants of length of stay after cesarean sections in the Friuli Venezia Giulia Region (North-Eastern Italy), 2005-2015. Sci Rep 2020; 10:19238. [PMID: 33159096 PMCID: PMC7648096 DOI: 10.1038/s41598-020-74161-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Accepted: 09/28/2020] [Indexed: 11/13/2022] Open
Abstract
Since Italy has the highest cesarean section (CS) rate (38.1%) among all European countries, the containment of health care costs associated with CS is needed, along with control of length of hospital stay (LOS) following CS. This population based cross-sectional study aims to investigate LoS post CS (overall CS, OCS; planned CS, PCS; urgent/emergency CS, UCS), in Friuli Venezia Giulia (a region of North-Eastern Italy) during 2005-2015, adjusting for a considerable number factors, including various obstetric conditions/complications. Maternal and newborn characteristics (health care setting and timeframe; maternal health factors; child's size factors; child's fragility factors; socio-demographic background; obstetric history; obstetric conditions) were used as independent variables. LoS (post OCS, PCS, UCS) was the outcome measure. The statistical analysis was conducted with multivariable linear (LoS expressed as adjusted mean, in days) as well as logistic (adjusted proportion of LoS > 4 days vs. LoS ≤ 4 days, using a 4 day cutoff for early discharge, ED) regression. An important decreasing trend over time in mean LoS and LoS > ED was observed for both PCS and UCS. LoS post CS was shorter with parity and history of CS, whereas it was longer among non-EU mothers. Several obstetric conditions/complications were associated with extended LoS. Whilst eclampsia/pre-eclampsia and preterm gestations (33-36 weeks) were predominantly associated with longer LoS post UCS, for PCS LoS was significantly longer with birthweight 2.0-2.5 kg, multiple birth and increasing maternal age. Strong significant inter-hospital variation remained after adjustment for the major clinical conditions. This study shows that routinely collected administrative data provide useful information for health planning and monitoring, identifying inter-hospital differences that could be targeted by policy interventions aimed at improving the efficiency of obstetric care. The important decreasing trend over time of LoS post CS, coupled with the impact of some socio-demographic and obstetric history factors on LoS, seemingly suggests a positive approach of health care providers of FVG in decision making on hospitalization length post CS. However, the significant role of several obstetric conditions did not influence hospital variation. Inter-hospital variations of LoS could depend on a number of factors, including the capacity to discharge patients into the surrounding non-acute facilities. Further studies are warranted to ascertain whether LoS can be attributed to hospital efficiency rather than the characteristics of the hospital catchment area.
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Affiliation(s)
- L Cegolon
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo", Trieste, Italy.
- Local Health Unit N. 2 "Marca Trevigiana", Public Health Department, Via Castellana 2, 31100, Treviso, Italy.
| | - G Mastrangelo
- Department of Cardio-Thoracic and Vascular Sciences & Public Health, Padua University, Padua, Italy
| | - G Maso
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo", Trieste, Italy
| | - G Dal Pozzo
- Obstetrics and Gynecology Unit, Hospital "Villa Salus, Venice, Italy
| | - W C Heymann
- Florida Department of Health, Sarasota County Health Department, Sarasota, FL, USA
- Department of Clinical Sciences, College of Medicine, Florida State University, Sarasota, FL, USA
| | - L Ronfani
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo", Trieste, Italy
| | - F Barbone
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo", Trieste, Italy
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Cegolon L, Maso G, Heymann WC, Bortolotto M, Cegolon A, Mastrangelo G. Determinants of Length of Stay After Vaginal Deliveries in the Friuli Venezia Giulia Region (North-Eastern Italy), 2005-2015. Sci Rep 2020; 10:5912. [PMID: 32249795 PMCID: PMC7136236 DOI: 10.1038/s41598-020-62774-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Accepted: 03/19/2020] [Indexed: 11/28/2022] Open
Abstract
Although length of stay (LoS) after childbirth has been diminishing in several high-income countries in recent decades, the evidence on the impact of early discharge (ED) on healthy mothers and term newborns after vaginal deliveries (VD) is still inconclusive and little is known on the characteristics of those discharged early. We conducted a population-based study in Friuli Venezia Giulia (FVG) during 2005-2015, to investigate the mean LoS and the percentage of LoS longer than our proposed ED benchmarks following VD: 2 days after spontaneous vaginal deliveries (SVD) and 3 days post instrumental vaginal deliveries (IVD). We employed a multivariable logistic as well as a linear regression model, adjusting for a considerable number of factors pertaining to health-care setting and timeframe, maternal health factors, newborn clinical factors, obstetric history factors, socio-demographic background and present obstetric conditions. Results were expressed as odds ratios (OR) and regression coefficients (RC) with 95% confidence interval (95%CI). The adjusted mean LoS was calculated by level of pregnancy risk (high vs. low). Due to a very high number of multiple tests performed we employed the procedure proposed by Benjamini-Hochberg (BH) as a further selection criterion to calculate the BH p-value for the respective estimates. During 2005-2015, the average LoS in FVG was 2.9 and 3.3 days after SVD and IVD respectively, and the pooled regional proportion of LoS > ED was 64.4% for SVD and 32.0% for IVD. The variation of LoS across calendar years was marginal for both vaginal delivery modes (VDM). The adjusted mean LoS was higher in IVD than SVD, and although a decline of LoS > ED and mean LoS over time was observed for both VDM, there was little variation of the adjusted mean LoS by nationality of the woman and by level of pregnancy risk (high vs. low). By contrast, the adjusted figures for hospitals with shortest (centres A and G) and longest (centre B) mean LoS were 2.3 and 3.4 days respectively, among "low risk" pregnancies. The corresponding figures for "high risk" pregnancies were 2.5 days for centre A/G and 3.6 days for centre B. Therefore, the shift from "low" to "high" risk pregnancies in all three latter centres (A, B and G) increased the mean adjusted LoS just by 0.2 days. By contrast, the discrepancy between maternity centres with highest and lowest adjusted mean LoS post SVD (hospital B vs. A/G) was 1.1 days both among "low risk" (1.1 = 3.4-2.3 days) and "high risk" (1.1 = 3.6-2.5) pregnanices. Similar patterns were obseved also for IVD. Our adjusted regression models confirmed that maternity centres were the main explanatory factor for LoS after childbirth in both VDM. Therefore, health and clinical factors were less influential than practice patterns in determining LoS after VD. Hospitalization and discharge policies following childbirth in FVG should follow standardized guidelines, to be enforced at hospital level. Any prolonged LoS post VD (LoS > ED) should be reviewed and audited if need be. Primary care services within the catchment areas of the maternity centres of FVG should be improved to implement the follow up of puerperae undergoing ED after VD.
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Affiliation(s)
- L Cegolon
- Local Health Unit N.2 "Marca Trevigiana", Public Health Department, Veneto Region, Treviso, Italy.
- Institute for Maternal & Child Health, IRCCS "Burlo Garofolo", Trieste, Italy.
| | - G Maso
- Local Health Unit N.2 "Marca Trevigiana", Public Health Department, Veneto Region, Treviso, Italy
| | - W C Heymann
- Florida State University, Department of Clinical Sciences, College of Medicine, Sarasota, Florida, USA
- Florida Department of Health, Sarasota County Health Department, Sarasota, Florida, USA
| | - M Bortolotto
- Padua University, FISPPA Department, Padua, Italy
| | - A Cegolon
- University of Macerata, Department of Political, Social & International Relationships, Macerata, Italy
| | - G Mastrangelo
- Padua University, Department of Cardio-Thoracic & Vascular Sciences, Padua, Italy
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NAKAI KAORI, SAITO IZUMI, OSAWA KAYO. Nursing Care Time for Newborns during Hospitalization in a Mixed Hospital Ward with an Obstetrics Department. THE KOBE JOURNAL OF MEDICAL SCIENCES 2020; 65:E144-E152. [PMID: 32249271 PMCID: PMC7447092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Accepted: 12/20/2019] [Indexed: 06/11/2023]
Abstract
PURPOSE This study aimed to better understand the nursing care time spent with healthy term newborns from birth to discharge, giving insight into neonatal nursing staff management. METHOD In total, 30 healthy term newborns in a mixed hospital ward with an Obstetrics Department participated in this study. To measure care time, they had a wireless beacon attached to their cots. This measured how much time the nurses stayed in front of the cot from the time of birth until discharge, 24 hours/day. Collected data were tabulated every 24 hours after birth. RESULTS Seventeen newborns had their data analyzed. The average length of hospital stay for the newborns was 8231.3 minutes. The average nursing care time for the newborns was 533.8 minutes. Nurses provided the highest care time during the first 24 hours after birth (157.6 minutes/24hr). After the first 24, the average nursing care time gradually decreased. The average nursing care time during the first 24 hours after birth was longer than the nursing care time for any other 24-hour periods, with a significant difference (p = 0.001 to 0.046). CONCLUSION The nursing care time for healthy newborns gradually decreased with the passage of time after birth. Healthy newborns should be treated as individuals, and the number of nursing staff should be adjusted according to the number of newborns in the ward to ensure nursing care quality and to prevent life-threatening events during the first 24 hours after birth.
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Affiliation(s)
- KAORI NAKAI
- Department of Nursing, Kobe University Graduate School of Health Sciences, JAPAN
| | - IZUMI SAITO
- Department of Nursing, Kobe University Graduate School of Health Sciences, JAPAN
| | - KAYO OSAWA
- Department of Biophysics, Kobe University Graduate School of Health Sciences, JAPAN
- Department of Health Science, Kobe Tokiwa University, JAPAN
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Cegolon L, Mastrangelo G, Maso G, Dal Pozzo G, Ronfani L, Cegolon A, Heymann WC, Barbone F. Understanding Factors Leading to Primary Cesarean Section and Vaginal Birth After Cesarean Delivery in the Friuli-Venezia Giulia Region (North-Eastern Italy), 2005-2015. Sci Rep 2020; 10:380. [PMID: 31941963 PMCID: PMC6962159 DOI: 10.1038/s41598-019-57037-y] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Accepted: 12/22/2019] [Indexed: 01/21/2023] Open
Abstract
Although there is no evidence that elevated rates of cesarean sections (CS) translate into reduced maternal/child perinatal morbidity or mortality, CS have been increasingly overused almost everywhere, both in high and low-income countries. The primary cesarean section (PCS) has become a major driver of the overall CS (OCS) rate, since it carries intrinsic risk of repeat CS (RCS) in future pregnancies. In our study we examined patterns of PCS, pl compared with planned TOLAC anned PCS (PPCS), vaginal birth after 1 previous CS (VBAC-1) and associated factors in Friuli Venezia Giulia (FVG), a region of North-Eastern Italy, collecting data from its 11 maternity centres (coded from A to K) during 2005-2015. By fitting three multiple logistic regression models (one for each delivery mode), we calculated the adjusted rates of PCS and PPCS among women without history of CS, whilst the calculation of the VBAC rate was restricted to women with just one previous CS (VBAC-1). Results, expressed as odds ratio (OR) with 95% confidence interval (95%CI), were controlled for the effect of hospital, calendar year as well as several factors related to the clinical and obstetric conditions of the mothers and the newborn, the obstetric history and socio-demographic background. In FVG during 2005-2015 there were 24,467 OCS (rate of 24.2%), 19,565 PCS (19.6%), 7,736 PPCS (7.7%) and 2,303 VBAC-1 (28.4%). We found high variability of delivery mode (DM) at hospital level, especially for PCS and PPCS. Breech presentation was the strongest determinant for PCS as well as PPCS. Leaving aside placenta previa/abuptio placenta/ante-partum hemorrhage, further significant factors, more importantly associated with PCS than PPCS were non-reassuring fetal status and obstructed labour, followed by (in order of statistical significance): multiple birth; eclampsia/pre-eclampsia; maternal age 40-44 years; placental weight 600-99 g; oligohydramios; pre-delivery LoS 3-5 days; maternal age 35-39 years; placenta weight 1,000-1,500 g; birthweight < 2,000 g; maternal age ≥ 45 years; pre-delivery LoS ≥ 6 days; mother's age 30-34 years; low birthweight (2,000-2,500 g); polyhydramnions; cord prolaspe; ≥6 US scas performed during pregnancy and pre-term gestations (33-36 weeks). Significant factors for PPCS were (in order of statistical significance): breech presentation; placenta previa/abruptio placenta/ante-partum haemorrhage; multiple birth; pre-delivery LoS ≥ 3 days; placental weight ≥ 600 g; maternal age 40-44 years; ≥6 US scans performed in pregnancy; maternal age ≥ 45 and 35-39 years; oligohydramnios; eclampsia/pre-eclampsia; mother's age 30-34 years; birthweight <2,000 g; polyhydramnios and pre-term gestation (33-36 weeks). VBAC-1 were more likely with gestation ≥ 41 weeks, placental weight <500 g and especially labour analgesia. During 2005-2015 the overall rate of PCS in FVG (19.6%) was substantially lower than the corresponding figure reported in 2010 for the entire Italy (29%) and still slightly under the most recent national PCS rate for 2017 (22.2%). The VBAC-1 rate on women with history of one previous CS in FVG was 28.4% (25.3% considering VBAC on all women with at least 1 previous CS), roughly three times the Italian national rate of 9% reported for 2017. The discrepancy between the OCS rate at country level (38.1%) and FVG's (24.2%) is therefore mainly attributable to RCS. Although there was a marginal decrease of PCS and PPCS crudes rates over time in the whole region, accompained by a progressive enhancement of the crude VBAC rate, we found remarkable variability of DM across hospitals. To further contain the number of unnecessary PCS and promote VBAC where appropriate, standardized obstetric protocols should be introduced and enforced at hospital level. Decision-making on PCS should be carefully scrutinized, introducing a diagnostic second opinion for all PCS, particularly for term singleton pregancies with cephalic presentation and in case of obstructed labour as well as non-reassuring fetal status, grey areas potentially affected by subjective clinical assessment. This process of change could be facilitated with education of staff/patients by opinion leaders and prenatal counseling for women and partners, although clinical audits, financial penalties and rewards to efficient maternity centres could also be considered.
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Affiliation(s)
- L Cegolon
- Institute for Maternal & Child Health, IRCCS "Burlo Garofolo", Trieste, Italy.
- Local Health Unit N.2 "Marca Trevigiana", Public Health Department, Treviso, Italy.
| | - G Mastrangelo
- Padua University, Department of Cardio-Thoracic & Vascular Sciences, Padua, Italy
| | - G Maso
- Institute for Maternal & Child Health, IRCCS "Burlo Garofolo", Trieste, Italy
| | - G Dal Pozzo
- Hospital "Villa Salus", Obstetric & Gynecology Unit, Venice, Italy
| | - L Ronfani
- Institute for Maternal & Child Health, IRCCS "Burlo Garofolo", Trieste, Italy
| | - A Cegolon
- University of Macerata, Department of Political Sciences, Comunication and International Relationships, Macerata, Italy
| | - W C Heymann
- Florida Department of Health, Sarasota County Health Department, Sarasota, Florida, USA
- Florida State University, College of Medicine, Department of Clinical Sciences, Sarasota, Florida, USA
| | - F Barbone
- Institute for Maternal & Child Health, IRCCS "Burlo Garofolo", Trieste, Italy
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Cegolon L, Mastrangelo G, Heymann WC, Dal Pozzo G, Ronfani L, Barbone F. A Systematic Evaluation of Hospital Performance of Childbirth Delivery Modes and Associated Factors in the Friuli Venezia Giulia Region (North-Eastern Italy), 2005-2015. Sci Rep 2019; 9:19442. [PMID: 31857615 PMCID: PMC6923393 DOI: 10.1038/s41598-019-55389-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Accepted: 11/18/2019] [Indexed: 12/31/2022] Open
Abstract
Cesarean sections (CS) have become increasingly common in both developed and developing countries, raising legitimate concerns regarding their appropriateness. Since improvement of obstetric care at the hospital level needs quantitative evidence, using routinely collected health data we contrasted the performance of the 11 maternity centres (coded with an alphabetic letter A to L) of an Italian region, Friuli Venezia Giulia (FVG), during 2005-15, after removing the effect of several factors associated with different delivery modes (DM): spontaneous vaginal delivery (SVD), instrumental vaginal delivery (IVD), overall CS (OCS) and urgent/emergency CS (UCS). A multivariable logistic regression model was fitted for each individual DM, using a dichotomous outcome (1 = each DM; 0 = rest of hospital births) and comparing the stratum specific estimates of every term with their respective reference categories. Results were expressed as odds ratios (OR) with 95% confidence intervals (95%CI). The Benjamini-Hochberg (BH) false discovery rates (FDR) approach was applied to control alpha error due to the large number of statistical tests performed. In the entire FVG region during 2005-2015, SVD were 75,497 (69.1% out of all births), IVD were 7,281 (6.7%), OCS were 26,467 (24.2%) and UCS were 14,106 (12.9% of all births and 53.3% out of all CS). SVD were more likely (in descending order of statistical significance) with: higher number of previous livebirths; clerk/employed occupational status of the mother; gestational age <29 weeks; placentas weighing <500 g; stillbirth; premature rupture of membranes (PROM). IVD were predominantly more likely (in descending order of statistical significance) with: obstructed labour, non-reassuring fetal status, history of CS, labour analgesia, maternal age ≥35 and gestation >40 weeks. The principal factors associated with OCS were (in descending order of statistical significance): CS history, breech presentation, non-reassuring fetal status, obstructed labour, multiple birth, placental weight ≥ 600 g, eclampsia/pre-eclampsia, maternal age ≥ 35 and oligohydramnios. The most important risk factors for UCS were (in descending order of statistical significance): placenta previa/abruptio placenta/ antepartum hemorrage; non-reassuring fetal status, obstructed labour; breech presentation; PROM, eclampsia/pre-eclampsia; gestation 33-36 weeks; gestation 41+ weeks; oligohydramnios; birthweight <2,500 g, maternal age ≥ 35 and cord prolapse. After removing the effects of all other factors, we found great variability of DM rates across hospitals. Adjusting for all risk factors, all hospitals had a OCS risk higher than the referent (hospital G). Out of these 10 hospitals with increased adjusted risk of OCS, 9 (A, B, C, D, E, F, I, J, K) performed less SVD and 5 (A, C, D, I, J) less IVD. In the above 5 centres CS was therefore probably overused. The present study shows that routinely collected administrative data provide useful information for health planning and monitoring. Although the overall CS rate in FVG during 2005-15 was 24.2%, well below the corresponding average Italian national figure (38.1%), the variability of DM rates across FVG maternity centres could be targeted by policy interventions aimed at reducing the recourse to unnecessary CS. In some clinical conditions such as obstructed labor, non-reassuring fetal status, breech presentation, history of CS, higher maternal age and multiple birth, consideration may be given to more conservative DM. The overuse of CS in nulliparas and repeat CS (RCS) should be carefully monitored and subject to audit.
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Affiliation(s)
- L Cegolon
- Local Health Unit N.2 "Marca Trevigiana", Public Health Department, Treviso, Italy.
- Institute for Maternal & Child Health, IRCCS "Burlo Garofolo", Trieste, Italy.
| | - G Mastrangelo
- Padua University, Department of Cardio-Thoracic & Vascular Sciences, Padua, Italy
| | - W C Heymann
- Florida State University, College of Medicine, Department of Clinical Sciences, Sarasota, Florida, USA
- Florida Department of Health, Sarasota County Health Department, Sarasota, Florida, USA
| | - G Dal Pozzo
- Obstetrics & Gynecology Unit, Hospital "Villa Salus", Venice, Italy
| | - L Ronfani
- Institute for Maternal & Child Health, IRCCS "Burlo Garofolo", Trieste, Italy
| | - F Barbone
- Institute for Maternal & Child Health, IRCCS "Burlo Garofolo", Trieste, Italy
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Cegolon L, Campbell O, Alberico S, Montico M, Mastrangelo G, Monasta L, Ronfani L, Barbone F. Correction: Length of stay following vaginal deliveries: A population based study in the Friuli Venezia Giulia region (North-Eastern Italy), 2005-2015. PLoS One 2019; 14:e0213664. [PMID: 30840695 PMCID: PMC6402662 DOI: 10.1371/journal.pone.0213664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
[This corrects the article DOI: 10.1371/journal.pone.0204919.].
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Cegolon L, Mastrangelo G, Campbell OM, Giangreco M, Alberico S, Montasta L, Ronfani L, Barbone F. Length of stay following cesarean sections: A population based study in the Friuli Venezia Giulia region (North-Eastern Italy), 2005-2015. PLoS One 2019; 14:e0210753. [PMID: 30811413 PMCID: PMC6392330 DOI: 10.1371/journal.pone.0210753] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2018] [Accepted: 01/01/2019] [Indexed: 01/21/2023] Open
Abstract
BACKGROUND Births by cesarean section (CS) usually require longer recovery time, and as a result women remain hospitalized longer following CS than vaginal delivery (VD). A number of strategies have been proposed to reduce avoidable health care costs associated with childbirth. Among these, the containment of length of hospital stay (LoS) has been identified as an important quality indicator of obstetric care and performance efficiency of maternity centres. Since improvement of obstetric care at hospital level needs quantitative evidence, we compared the maternity services of an Italian region on LoS post CS. METHODS We conducted a population-based study in Friuli Venezia Giulia (FVG), a region of North-Eastern Italy, collecting data from all its 12 maternity centres (coded from A to K) during 2005-2015. We fitted a multivariable logistic regression using LoS as a binary outcome, higher/lower than the international early discharge (ED) cutoffs for CS (4 days), controlling for hospitals as well as several factors related to the clinical conditions of the mothers and the newborn, the obstetric history and socio-demographic background. Results were expressed as adjusted odds ratios (aOR) with 95% confidence interval (95%CI). Population attributable risks (PARs) were also calculated as proportional variation of LoS>ED for each hospital in the ideal scenario of having the same performance as centre J (the reference) during calendar year 2015. Results were expressed as PAR with 95%CI. Differences in mean LoS were also investigated with a multivariable linear regression model including the same explanatory factors of the above multiple logistic regression. Results were expressed as adjusted regression coefficients (aRC) with 95%CI. RESULTS Although decreasing over the years (5.0 ± 1.7 days in 2005 vs. 4.4 ± 1.7 days in 2015), the pooled mean LoS in the whole FVG during these 11 years was still 4.7 ± 1.7 days, higher than respective international ED benchmark. The significant decreasing trend of LoS>ED over time in FVG (aOR = 0.89; 95%CI: 0.88; 0.90) was marginal as compared to the variability of LoS>ED observed among the various maternity services. Regardless it was expressed as aRC or aOR, LoS after CS was lowest in hospital C, highest in hospital D and intermediate in centres I, K, G, F, A, H, E, B and J (in descending order). The aOR of LoS being longer than ED ranged from 1.63 (95%CI:1.46; 1.81) in hospital B up to 32.09 (95%CI: 25.68; 40.10) in facility D. When hospitals were ranked by PAR the same pattern was found, even if restricting the analysis to low risk pregnancies. CONCLUSIONS Although significantly decreasing over time, the mean LoS in FVG during 2005-2015 was 4.7 days, higher than the international threshold recommended for CS. There was substantial variability in LoS by facility centre, suggesting that internal organizational processes of single hospitals should be improved by enforcing standardized guidelines and using audits, economic incentives and penalties if need be.
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Affiliation(s)
- Luca Cegolon
- Institute for Maternal and Child Health, IRCCS “Burlo Garofolo”,Trieste, Italy
- Local Health Unit N.2 “Marca Trevigiana”, Public Health Department, Veneto Region, Treviso, Italy
- * E-mail: ,
| | - Giuseppe Mastrangelo
- Padua University, Department of Cardio-Thoracic & Vascular Sciences, Padua, Italy
| | - Oona M. Campbell
- London School of Hygiene & Tropical Medicine, Faculty of Epidemiology & Population Health, MARCH Centre, London, United Kingdom
| | - Manuela Giangreco
- Institute for Maternal and Child Health, IRCCS “Burlo Garofolo”,Trieste, Italy
| | - Salvatore Alberico
- Institute for Maternal and Child Health, IRCCS “Burlo Garofolo”,Trieste, Italy
| | - Lorenzo Montasta
- Institute for Maternal and Child Health, IRCCS “Burlo Garofolo”,Trieste, Italy
| | - Luca Ronfani
- Institute for Maternal and Child Health, IRCCS “Burlo Garofolo”,Trieste, Italy
| | - Fabio Barbone
- Institute for Maternal and Child Health, IRCCS “Burlo Garofolo”,Trieste, Italy
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