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Fortunov RM, Cabacungan E, Barry JS, Jagarapu J. Artificial intelligence and informatics in neonatal resuscitation. Semin Perinatol 2024; 48:151992. [PMID: 39488455 DOI: 10.1016/j.semperi.2024.151992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2024]
Abstract
Neonatal intensive care unit resuscitative care continually evolves and increasingly relies on data. Data driven precision resuscitation care can be enabled by leveraging informatics tools and artificial intelligence. Despite technological advancements, these data are often underutilized due to suboptimal data capture, aggregation, and low adoption of artificial intelligence and analytic tools. This review describes the fundamentals and explores the evidence behind informatics and artificial intelligence tools supporting neonatal intensive care unit resuscitative care, training and education. Key findings include the need for effective interface design for accurate data capture followed by storage and translation to wisdom using analytics and artificial intelligence tools. This review addresses the issues of data privacy, bias, liability and ethical frameworks when adopting these tools. While these emerging technologies hold great promise to improve resuscitation, further study of these applications in neonatal population and awareness of informatics and artificial intelligence principles among clinicians is imperative.
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Affiliation(s)
- Regine M Fortunov
- Division of Neonatology, Baylor College of Medicine, Houston, TX, United States.
| | - Erwin Cabacungan
- Section of Neonatology, Medical College of Wisconsin, Milwaukee, WI, United States
| | - James S Barry
- Section of Neonatology, University of Colorado School of Medicine, Aurora, CO, United States
| | - Jawahar Jagarapu
- Division of Neonatology, UT Southwestern Medical Center, Dallas, TX, United States
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2
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Pöyry H, Aarnivala H, Huhtamäki H, Pokka T, Renko M, Valmari P, Tapiainen T. Parental Ability to Assess Pediatric Vital Signs. J Pediatr 2023; 252:177-182.e2. [PMID: 35973446 DOI: 10.1016/j.jpeds.2022.08.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Revised: 08/08/2022] [Accepted: 08/11/2022] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To evaluate parents' ability to accurately assess their child's heart and respiratory rates (RRs) in the context of potential utility for telehealth visits. STUDY DESIGN In this controlled study of 203 child-parent pairs, parents measured their child's heart rate (HR) using 4 methods: palpation, auscultation, and 2 photoplethysmographic smartphone applications. Parents measured RR by inspecting the child and tapping the smartphone application. The gold standards were electrocardiogram for the HR and the child's breaths measured by a health care professional for 60 seconds for the RR. We plotted the measurements using a Bland-Altman plot with 95% limits of agreement. RESULTS Parents underestimated HR by palpation with a calculated bias of -18 beats per minute (bpm) (SD, 19), with limits of agreement ranging from -56 to 19 bpm. Parents overestimated and underestimated HR by auscultation with limits of agreement ranging from -53 to 46 bpm. Smartphone applications did not improve the accuracy of measurements. The accuracy of parental RR measurements was low. For young children, bias was -0.8 breaths per minute (brpm) (SD, 9.8) with limits of agreement from -20 to 19 brpm, and for older children, bias was 0.9 brpm (SD 7.4) with limits of agreement from 6 to 15 brpm. The sensitivity of parental subjective opinion to recognize accelerated RR was 37% (95% CI, 25%-51%). CONCLUSION Parents were not able to assess their child's RR or HR accurately. Digital remote assessment of children should not rely on parental measurements of vital signs.
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Affiliation(s)
- Hilla Pöyry
- Department of Pediatrics and Adolescent Medicine, Oulu University Hospital, Finland; Medical Research Center, PEDEGO (Pediatrics, Dermatology, Gynecology and Obstetrics) Research Unit, University of Oulu, Finland.
| | - Henri Aarnivala
- Department of Pediatrics and Adolescent Medicine, Oulu University Hospital, Finland; Medical Research Center, PEDEGO (Pediatrics, Dermatology, Gynecology and Obstetrics) Research Unit, University of Oulu, Finland
| | - Heikki Huhtamäki
- Department of Pediatrics and Adolescent Medicine, Oulu University Hospital, Finland; Medical Research Center, PEDEGO (Pediatrics, Dermatology, Gynecology and Obstetrics) Research Unit, University of Oulu, Finland
| | - Tytti Pokka
- Department of Pediatrics and Adolescent Medicine, Oulu University Hospital, Finland; Medical Research Center, PEDEGO (Pediatrics, Dermatology, Gynecology and Obstetrics) Research Unit, University of Oulu, Finland
| | - Marjo Renko
- Department of Pediatrics, The University of Eastern Finland and Kuopio University Hospital, Finland
| | - Pekka Valmari
- Department of Pediatrics, Lapland Central Hospital, Rovaniemi, Finland
| | - Terhi Tapiainen
- Department of Pediatrics and Adolescent Medicine, Oulu University Hospital, Finland; Medical Research Center, PEDEGO (Pediatrics, Dermatology, Gynecology and Obstetrics) Research Unit, University of Oulu, Finland; Biocenter Oulu, University of Oulu, Finland.
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3
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Avila-Alvarez A, Ruiz Campillo CW, Zeballos-Sarrato G, Iriondo-Sanz M, Thio M. Time to improve documentation of neonatal resuscitation: a narrative review. Minerva Pediatr (Torino) 2022; 74:766-773. [PMID: 35511676 DOI: 10.23736/s2724-5276.22.06914-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
A complete, objective and systematic documentation of delivery room resuscitation is important for research, for quality improvement, for teaching and as a reference for postresuscitation care. However, documentation during neonatal resuscitation is usually paper-based, retrospective, inaccurate and unreliable. In this narrative review, we discuss the strengths and pitfalls of current documentation methods in neonatal resuscitation, as well as the challenges of introducing new or emerging technologies in this field. In particular, we discuss innovations in electronic and automated medical records, video recording and Smartphones and Tablet Apps. Given the lack of a consensus standard, we finally propose a list of items that should be part of any neonatal resuscitation documentation method.
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Affiliation(s)
- Alejandro Avila-Alvarez
- Neonatal Unit, Department of Pediatrics, A Coruña University Hospital, A Coruña Biomedical Research Institute (INIBIC), A Coruña, Spain - .,Spanish Neonatal Resuscitation Group, Sociedad Española de Neonatología (SENeo), Madrid, Spain -
| | - Cesar W Ruiz Campillo
- Spanish Neonatal Resuscitation Group, Sociedad Española de Neonatología (SENeo), Madrid, Spain.,Division of Neonatology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Gonzalo Zeballos-Sarrato
- Spanish Neonatal Resuscitation Group, Sociedad Española de Neonatología (SENeo), Madrid, Spain.,Division of Neonatology, Gregorio Marañón University Hospital, Madrid, Spain
| | - Martin Iriondo-Sanz
- Spanish Neonatal Resuscitation Group, Sociedad Española de Neonatología (SENeo), Madrid, Spain.,Division of Neonatology, Sant Joan de Déu Hospital, Barcelona, Spain
| | - Marta Thio
- Spanish Neonatal Resuscitation Group, Sociedad Española de Neonatología (SENeo), Madrid, Spain.,Newborn Research Centre and Neonatal Services, Royal Women's Hospital, Melbourne, Australia.,The Murdoch Children's Research Institute, Parkville, Victoria, Australia.,Department of Obstetrics and Gynaecology, The University of Melbourne, Parkville, Victoria, Australia
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4
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Olson L, Bui XA, Mpamize A, Vu H, Nankunda J, Truong TT, Byamugisha J, Dempsey T, Lubulwa C, Winroth A, Helldén D, Nguyen AD, Alfvén T, Pejovic N, Myrnerts Höök S. Neonatal resuscitation monitoring: A low-cost video recording setup for quality improvement in the delivery room at the resuscitation table. Front Pediatr 2022; 10:952489. [PMID: 36405840 PMCID: PMC9666784 DOI: 10.3389/fped.2022.952489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 09/22/2022] [Indexed: 01/25/2023] Open
Abstract
BACKGROUND The quality of neonatal resuscitation after delivery needs to be improved to reach the Sustainable Development Goals 3.2 (reducing neonatal deaths to <12/1,000 live newborns) by the year 2030. Studies have emphasized the importance of correctly performing the basic steps of resuscitation including stimulation, heart rate assessment, ventilation, and thermal control. Recordings with video cameras have previously been shown to be one way to identify performance practices during neonatal resuscitation. METHODS A description of a low-cost delivery room set up for video recording of neonatal resuscitation. The technical setup includes rechargeable high-definition cameras with two-way audio, NeoBeat heart rate monitors, and the NeoTapAS data collection tools for iPad with direct data export of data for statistical analysis. The setup was field tested at Mulago National Referral Hospital, Kampala, Uganda, and Phu San Hanoi Hospital, Hanoi, Vietnam. RESULTS The setup provided highly detailed resuscitation video footage including data on procedures and team performance, heart rate monitoring, and clinical assessment of the neonate. The data were analyzed with the free-of-charge NeoTapAS for iPad, which allowed fast and accurate registration of all resuscitative events. All events were automatically registered and exported to R statistical software for further analysis. CONCLUSIONS Video analysis of neonatal resuscitation is an emerging quality assurance tool with the potential to improve neonatal resuscitation outcomes. Our methodology and technical setup are well adapted for low- and lower-middle-income countries settings where improving neonatal resuscitation outcomes is crucial. This delivery room video recording setup also included two-way audio communication that potentially could be implemented in day-to-day practice or used with remote teleconsultants.
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Affiliation(s)
- Linus Olson
- Department of Women’s and Children’s Health, Karolinska Institutet, Stockholm, Sweden
- Training and Research Academic Collaboration (TRAC) Sweden - Vietnam, Hanoi, Vietnam
- Neonatal Department, Vietnam National Children’s Hospital, Hanoi, Vietnam
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden
| | - Xuan Anh Bui
- Department of Information Technology, Phu San Hanoi Hospital, Hanoi, Vietnam
| | | | - Hien Vu
- Social Department, Phu San Hanoi, Hanoi Obstetrics and Gynecology Hospital, Hanoi, Vietnam
- Department of International Collaboration, Phu San Hanoi Hospital, Hanoi, Vietnam
| | - Jolly Nankunda
- Mulago Specialized Women and Neonatal Hospital, Kampala, Uganda
- Department of Pediatrics and Child Health, College of Health Sciences, Makerere University, Kampal, Uganda
| | - Tung Thanh Truong
- Social Department, Phu San Hanoi, Hanoi Obstetrics and Gynecology Hospital, Hanoi, Vietnam
| | - Josaphat Byamugisha
- Department of Obstetrics and Gynaecology, College of Health Sciences, Makerere University, Makerere, Uganda
| | - Tina Dempsey
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden
- Astrid Lindgren Children's Hospital, Karolinska University Hospital, Solna, Sweden
| | - Clare Lubulwa
- Mulago Specialized Women and Neonatal Hospital, Kampala, Uganda
| | - Axel Winroth
- Department of Medicine Huddinge, Center for Hematology and Regenerative Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Daniel Helldén
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden
| | | | - Anh Duy Nguyen
- Department of Hospital Administration, Phu San Hanoi Hospital, Hanoi, Vietnam
| | - Tobias Alfvén
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden
- Sachs’ Children and Youth Hospital, Stockholm, Sweden
| | - Nicolas Pejovic
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden
- Sachs’ Children and Youth Hospital, Stockholm, Sweden
- Centre for International Health, University of Bergen, Bergen, Norway
| | - Susanna Myrnerts Höök
- Department of Global Public Health, Karolinska Institutet, Stockholm, Sweden
- Sachs’ Children and Youth Hospital, Stockholm, Sweden
- Centre for International Health, University of Bergen, Bergen, Norway
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Bettinger K, Mafuta E, Mackay A, Bose C, Myklebust H, Haug I, Ishoso D, Patterson J. Improving Newborn Resuscitation by Making Every Birth a Learning Event. CHILDREN (BASEL, SWITZERLAND) 2021; 8:children8121194. [PMID: 34943390 PMCID: PMC8700033 DOI: 10.3390/children8121194] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 12/08/2021] [Accepted: 12/13/2021] [Indexed: 06/14/2023]
Abstract
One third of all neonatal deaths are caused by intrapartum-related events, resulting in neonatal respiratory depression (i.e., failure to breathe at birth). Evidence-based resuscitation with stimulation, airway clearance, and positive pressure ventilation reduces mortality from respiratory depression. Improving adherence to evidence-based resuscitation is vital to preventing neonatal deaths caused by respiratory depression. Standard resuscitation training programs, combined with frequent simulation practice, have not reached their life-saving potential due to ongoing gaps in bedside performance. Complex neonatal resuscitations, such as those involving positive pressure ventilation, are relatively uncommon for any given resuscitation provider, making consistent clinical practice an unrealistic solution for improving performance. This review discusses strategies to allow every birth to act as a learning event within the context of both high- and low-resource settings. We review strategies that involve clinical-decision support during newborn resuscitation, including the visual display of a resuscitation algorithm, peer-to-peer support, expert coaching, and automated guidance. We also review strategies that involve post-event reflection after newborn resuscitation, including delivery room checklists, audits, and debriefing. Strategies that make every birth a learning event have the potential to close performance gaps in newborn resuscitation that remain after training and frequent simulation practice, and they should be prioritized for further development and evaluation.
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Affiliation(s)
- Kourtney Bettinger
- Department of Pediatrics, University of Kansas School of Medicine, 3901 Rainbow Blvd, MS 4004, Kansas City, KS 66103, USA
| | - Eric Mafuta
- School of Public Health, University of Kinshasa, Kinshasa 11850, Democratic Republic of the Congo; (E.M.); (D.I.)
| | - Amy Mackay
- Department of Pediatrics, University of North Carolina at Chapel Hill, 101 Manning Drive, CB 7596, Chapel Hill, NC 27599-7596, USA; (A.M.); (C.B.); (J.P.)
| | - Carl Bose
- Department of Pediatrics, University of North Carolina at Chapel Hill, 101 Manning Drive, CB 7596, Chapel Hill, NC 27599-7596, USA; (A.M.); (C.B.); (J.P.)
| | - Helge Myklebust
- Laerdal Medical Strategic Research Department, Tanke Svilandsgate 30, N-4002 Stavanger, Norway; (H.M.); (I.H.)
| | - Ingunn Haug
- Laerdal Medical Strategic Research Department, Tanke Svilandsgate 30, N-4002 Stavanger, Norway; (H.M.); (I.H.)
| | - Daniel Ishoso
- School of Public Health, University of Kinshasa, Kinshasa 11850, Democratic Republic of the Congo; (E.M.); (D.I.)
| | - Jackie Patterson
- Department of Pediatrics, University of North Carolina at Chapel Hill, 101 Manning Drive, CB 7596, Chapel Hill, NC 27599-7596, USA; (A.M.); (C.B.); (J.P.)
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Abstract
The regionalization of neonatal care was implemented with an overarching goal to improve neonatal outcomes.1 This led to centralized neonatal care in urban settings that jeopardized the sustainability of the community level 2 and level 3 Neonatal Intensive Care Units (NICU) in medically underserved areas.2 Coupled with pediatric subspecialist and allied health professional workforce shortages, regionalization resulted in disparate and limited access to subspecialty care.3-6 Innovative telemedicine technologies may offer an alternative and powerful care model for infants in geographically isolated and underserved areas. This chapter describes how telemedicine offerings of remote pediatric subspecialty and specialized programs may bridge gaps of access to specialized care and maintain the clinical services in community NICUs.
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Affiliation(s)
- Abeer Azzuqa
- Division of Newborn Medicine, Department of Pediatrics, University of Pittsburgh School of Medicine and UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA.
| | - Abhishek Makkar
- Division of Newborn Medicine, Department of Pediatrics, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Kerri Machut
- Division of Neonatology, Department of Pediatrics, Northwestern University Feinberg School of Medicine and Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
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Helldén D, Myrnerts Höök S, Pejovic NJ, Mclellan D, Lubulwa C, Tylleskär T, Alfven T. Neonatal resuscitation practices in Uganda: a video observational study. BMJ Paediatr Open 2021; 5:e001092. [PMID: 34595356 PMCID: PMC8442103 DOI: 10.1136/bmjpo-2021-001092] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Accepted: 08/27/2021] [Indexed: 11/27/2022] Open
Abstract
BACKGROUND Neonatal mortality, often due to birth asphyxia, remains stubbornly high in sub-Saharan Africa. Guidelines for neonatal resuscitation, where achieving adequate positive pressure ventilation (PPV) is key, have been implemented in low-resource settings. However, the actual clinical practices of neonatal resuscitation have rarely been examined in these settings. The primary aim of this prospective observational study was to detail the cumulative proportion of time with ventilation during the first minute on the resuscitation table of neonates needing PPV at the Mulago National Referral Hospital in Kampala, Uganda. METHODS From November 2015 to January 2016, resuscitations of non-breathing neonates by birth attendants were video-recorded using motion sensor cameras. The resuscitation practices were analysed using the application NeoTapAS and compared between those taking place in the labour ward and those in theatre through Fisher's exact test and Wilcoxon rank-sum test. RESULTS From 141 recorded resuscitations, 99 were included for analysis. The time to initiation of PPV was 66 (42-102) s overall, and there was minimal PPV during the first minute in both groups with 0 (0-10) s and 0 (0-12) s of PPV, respectively. After initiating PPV the overall duration of interruptions during the first minute was 28 (18-37) s. Majority of interruptions were caused by stimulation (28%), unknown reasons (25%) and suction (22%). CONCLUSIONS Our findings show a low adherence to standard resuscitation practices in 2015-2016. This emphasises the need for continuous educational efforts and investments in staff and adequate resources to increase the quality of clinical neonatal resuscitation practices in low-resource settings.
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Affiliation(s)
- Daniel Helldén
- Global Public Health, Karolinska Institute, Stockholm, Sweden
| | - Susanna Myrnerts Höök
- Global Public Health, Karolinska Institute, Stockholm, Sweden.,Center for International Health, University of Bergen Faculty of Medicine and Dentistry, Bergen, Norway.,Sachs' Children and Youth Hospital, Stockholm, Sweden
| | - Nicolas J Pejovic
- Global Public Health, Karolinska Institute, Stockholm, Sweden.,Center for International Health, University of Bergen Faculty of Medicine and Dentistry, Bergen, Norway.,Sachs' Children and Youth Hospital, Stockholm, Sweden
| | - Dan Mclellan
- Global Public Health, Karolinska Institute, Stockholm, Sweden
| | - Clare Lubulwa
- Mulago Specialized Women and Neonatal Hospital, Kampala, Uganda
| | - Thorkild Tylleskär
- Center for International Health, University of Bergen Faculty of Medicine and Dentistry, Bergen, Norway.,Centre for Intervention Science in Maternal and Child Health, Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway
| | - Tobias Alfven
- Global Public Health, Karolinska Institute, Stockholm, Sweden.,Sachs' Children and Youth Hospital, Stockholm, Sweden
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