Hypothermia Management in Newborns Artificial Intelligence Based: Systematic Review
DOI:
https://doi.org/10.26911/thejmch.2024.09.03.12Abstract
Background: Hypothermia in newborns that is not treated properly will lead to respiratory failure and death. Hypothermia in newborns is 4 times more dangerous than hypothermia in adults. Care in the delivery room plays an important role in it. Neonatal service technology in the delivery room must be responsive, able to monitor and effective. Artificial intelligence can help determine management as needed. This study aims to analyze and examine the management of hypothermia in newborns based on artificial intelligence using the systematic review method.
Subjects and Method: This study is a systematic review with PICO including: (1) Population: newborns; (2) Intervention: artificial intelligence; (3) conventional hypothermic treatment; (4) Artificial intelligence is feasible to be used in the management of neonatal hygiene. The databases used are Google Scholar, PubMed, Science Direct, and Proquest. The inclusion criteria include fulltext in Indonesian and English with the study subject of newborns with hypothermia. The exclusion criteria for this study are articles published under the last five years.
Results: A total of 9 articles show that the existence of artificial intelligence can provide feedback support in the prevention of hypothermia efficiently and facilitate effective treatment.
Conclusion: Hypothermic prevention feedback with artificial intelligence Fuzzy logic can save time and facilitate appropriate treatment.
Keywords:
artificial intelligence, hypothermia, newbornsReferences
Abiramalatha T, Ramaswamy VV, Bandyopadhyay T, Pullattayil AK, Thanigainathan S, Trevisanuto D, Roehr CC (2021). Delivery Room Interventions for Hypothermia in Preterm Neonates: A Systematic Review and Network Meta-analysis. JAMA Pediatrics. American Medical Association. Available at: https://doi.org/10.1001/jamapediatrics.2021.0775.
Aini FN, Wisyawati MN, Santoso B (2019). Diagnosa Preeklampsia pada Ibu Hamil Menggunakan Sistem Informasi Berbasis Web. Jurnal Keperawatan Silampari, 2(6), pp. 1–9. Available at: https://doi.org/.1037//0033-2909.I26.1.78.
Anant V, Dippen M, Patel P, Gajanan A (2020). Embrace versus Cloth Wrap in preventing neonatal hypothermia during transport : a randomized trial. Journal of Perinatology, 280. Available at: https://doi.org/10.1038/s41372-020-0734-x.
Batey N, Henry C, Garg S, Wagner M, Malhotra A, Valstar M, Smith T, et al (2022). The newborn delivery room of tomorrow: emerging and future technologies. Pediatric Research, (September 2021), pp. 1–9. Available at: https://doi.org/10.1038/s41390-022-01988-y.
Bayih W, Assefa N, Dheresa M, Minuye B, Demis S (2019). Neonatal hypothermia and associated factors within six hours of delivery in eastern part of Ethiopia : a cross-sectional study. BMC Pedriatrics, 19, pp. 1–10. Available at: https://doi.org/httpsd://doi.org/10.1186/s12887-019-1632-2.
Clarke P, Allen E, Atuona S, Cawley L (2021). Delivery room cuddles for extremely preterm babies and parents : concept , practice , safety , parental feedback. Acta Paediatrica, International Journal of Paediatrics, 110(October 2020), pp. 1439–1449. Available at: https://doi.org/10.1111/apa.15716.
Cramer SJE, Kuypers KLAM, Martherus T, Dekker J, Te Pas AB, (2022). Technology in the delivery room supporting the neonatal healthcare provider’s task. Seminars in Fetal and Neonatal Medicine, 27(5), p. 101333. Available at: https://doi.org/10.1016/j.siny.2022.101333.
Demtse AG, Pfister RE, Nigussiye AK, Mcclure EM, Ferede YG, Tazu BZ, Mekasha A, et al (2020). Hypothermia in Preterm Newborns: Impact on Survival. Global Pediatric Health, 7(3). Available at: https://doi.org/10.1177/2333794X20957655.
Fauzi ER, Maharesi A, Doungjan K (2023). Thermostat Automation for Controlled Temperature in Simulated Incubator. Jurnal Arus Elektro Indonesia (JAEI), 9(1), pp. 17–21. Available at: https://doi.org/https://doi.org/10.19184/jaei.v9i1.34354.
Girma B, Tolessa BE, Bekuma TT, Feyisa BR (2021). Hypothermia on admission to a neonatal intensive care unit in Oromia, western Ethiopia: A case-control study. BMJ Paediatrics Open, 5(1). Available at: https://doi.org/10.1136/bmjpo-2021-001168.
Gojak DZ, Gvosdar K, Hecimovic Z, Smajovic A, Becic E, Deumic A, Becirovic LS, et al (2022). The use of artificial intelligence in the diagnosis of neonatal sepsis. IFAC-PapersOnLine, 55(4), pp. 62–67. Available at: https://doi.org/10.1016/j.ifacol.2022.06.010.
Hannouch A, Lemenand T, Khoury K, Habchi C (2020). Heat and mass transfer of preterm neonates nursed inside incubators - A review. Thermal Science and Engineering Progress, 18(September 2019), p. 100553. Available at: https://doi.org/10.1016/j.tsep.2020.100553.
Kalaoglu A, Ipek O, Kalaoglu BK, Trabzon, L (2022). Improving thermal conductivities of textile materials by nanohybrid approaches. iScience, 25(3), p. 103825. Available at: https://doi.org/10.1016/j.isci.2022.103825.
Kiputa M, Salim N, Kunambi PP, Masawe A (2022). Referral challenges and outcomes of neonates received at Muhimbili National Hospital , Dar es Salaam , Tanzania. PLOS ONE, 176, pp. 1–14. Available at: https://doi.org/10.1371/journal.pone.0269479.
Kumar R, Wasim S, Gupta G, Mathur S, Kahlon DS (2022). Experience of Mass Intrahospital Neonatal Transport : Impact on Vitals. Cureus, 14(3). Available at: https://doi.org/10.7759/cureus.22785.
Li Sacit M, Nathwani J, When JZ (2023). Energy and AI Methods and applications for Artificial Intelligence , Big Data , Internet of Things , and Blockchain in smart energy management. Energy and AI, 11(October 2022), p. 100208. Available at: https://doi.org/10.1016/j.egyai.2022.100208.
Oktaviana F, Widyawati MN, Kurnianingsih K, Kubota N (2020). Early Detection of the Risk of Stunting in Pregnant Women and Its Recommendations. 2020 International Symposium on Community-Centric Systems, CcS 2020, pp. 0–5. Available at: https://doi.org/10.1109/CcS49175.2020.9231464.
Phoya F, Langton J, Dube Q, Tam PYI (2020). Association of Neonatal Hypothermia with Morbidity and Mortality in a Tertiary Hospital in Malawi. Journal of Tropical Pediatrics, 66(March), pp. 470–478. Available at: https://doi.org/10.1093/tropej/fmz086.
Prasojo S, Suprianto B(2019). Rancang Bangun Sistem Pengendalian Suhu Pada Inkubator Bayi Berbasis Fuzzy Logic Controller. Jurnal Teknik Elektro Volume, 08(01), pp. 163–171. Available at: https://doi.org/https://doi.org/10.26740/jte.v8n1.p%25p.
Ramadhanty J, Puspitasari TD (2022). Sistem Informasi Diagnosis Ikterus Neonatorum Menggunakan Logika Fuzzy. Jurnal Teknologi Informasi dan Terapan, 9(1), pp. 1–8. Available at: https://doi.org/10.25047/jtit.v8i2.187.
Sabariman S, Nofriyadi N (2022). Design Sistem Kendali Temperature Otomatis dan Fitur Baby Monitoring dengan IOT pada Inkubator Grashof Tipe G - 62. Telcomatics, 7(2), p. 42. Available at: https://doi.org/10.37253/telcomatics.v7i2.7323.
Setiawan A, Yanto B, Yasdomi K (2018). Prototipe Sistem Pendukung Keputusan Pendeteksian Kondisi Bayi Dengan Fuzzy Tsukamoto. Riau Journal Of Computer Science, 4(2), pp. 87–94. Available at: https://e-journal.upp.ac.id/index.php/RJOCS/article/view/1645.
Simbolon O, Widyawati MN, Kurnianingsih K, Kubota N, Nawi NG (2020). Predicting the Risk of Preeclampsia using Soft Voting-based Ensemble and Its Recommendation. 2020 International Symposium on Community-Centric Systems, CcS 2020 [Preprint]. Available at: https://doi.org/10.1109/CcS49175.2020.9231400.
Trevisanuto D, Testoni D, Almaida M, De FD (2018). Maintaining normothermia: Why and how?. Seminars in Fetal and Neonatal Medicine, 23(5), pp. 333–339. Available at: https://doi.org/10.1016/j.siny.2018.03.009.
Urubuto F, Agaba F, Choi J, Dusabimana R, Teteli R, Kumwami M, Cunard C (2021). Prevalence, risk factors and outcomes of neonatal hypothermia at admission at a tertiary neonatal unit, Kigali, Rwanda a cross-sectional study. Journal of Maternal-Fetal and Neonatal Medicine, 34(17), pp. 2793–2800. Available at: https://doi.org/10.1080/14767058.2019.1671334.
Wang S, Feng S, Xiao Y, Hu C (2021). Build-in compact and efficient temperature sensor array on field programmable gate array. Microelectronics J. [Preprint]. Available at: https://doi.org/doi:10.1016/j.mejo.2021.105018.
Yeler O, Koseoglu MF (2022). Energy efficiency and transient-steady state performance comparison of a resistance infant incubator and an improved thermoelectric infant incubator. Engineering Science and Technology, an International Journal, 31, p. 101055. Available at: https://doi.org/10.1016/j.jestch.2021.09.001.
Yu YH, Wang L, Huang L, Wang LL, Huang XY, Fan XY, Ding YJ, et al (2020). Association between admission hypothermia and outcomes in very low birth weight infants in China: A multicentre prospective study. BMC Pediatrics, 20(1), pp. 1–9. Available at: https://doi.org/10.1186/s12887020022217.