Innovations in vital signs measurement for the detection of hypertension and shock in pregnancy
Open accessAbstract
Approximately 820 women die in pregnancy and childbirth every day worldwide, with 99% of these occurring in low-resource settings. The most common causes of maternal mortality are haemorrhage, sepsis and hypertensive disorders. There are established, effective solutions to these complications, however challenges remain in identifying who is at greatest risk and ensuring that interventions are delivered early when they have the greatest potential to benefit. Measuring vital signs is the first step in identifying women at risk. Overstretched or poorly trained staff and inadequate access to accurate, reliable equipment to measure vital signs can potentially result in delayed treatment initiation. Early warning systems may help alert users to identify patients at risk, especially where novel technologies can improve usability by automating calculations and alerting users to abnormalities. This may be of greatest benefit in under-resourced settings where task-sharing is common and early identification of complications can allow for prioritisation of life-saving interventions. This paper highlights the challenges of accurate vital sign measurement in pregnancy and identifies innovations which may improve detection of pregnancy complications.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The most common causes of maternal morbidity and mortality-hemorrhage, hypertensive disorders, infection, and sepsis-are often preceded by predictable vital signs perturbations in both high-resource and low-resource settings, and early intervention is key to improving outcomes.
“The most common causes of maternal morbidity and mortality—hemorrhage, hypertensive disorders, infection, and sepsis—are often preceded by predictable vital signs perturbations in both high-resource and low-resource settings, and early intervention is key to improving outcomes (4–9).”
From Comprehensive pregnancy monitoring with a network of wireless, soft, and flexible sensors in high- and low-resource health settings (2021) · cites this paper as [9]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The third international consensus definitions for sepsis and septic shock (Sepsis-3).
Singer, M., Deutschman, C. S., Seymour, C. W., Shankar-Hari, M., Annane, D., Bauer, M., Bellomo, R., Bernard, G. R., Chiche, J.-D., Coopersmith, C. M., et al. (2016) · JAMA · doi:10.1001/jama.2016.0287 · Cited by 28,250 · see citing works
Global causes of maternal death: a WHO systematic analysis
Say, L., Chou, D., Gemmill, A., Tunçalp, Ö., Moller, A.-B., Daniels, J., Gülmezoglu, A. M., Temmerman, M., & Alkema, L. (2014) · The Lancet Global Health · doi:10.1016/s2214-109x(14)70227-x · Cited by 6,582 · see citing works
Too far to walk: Maternal mortality in context
Thaddeus, S., & Maine, D. (1994) · Social Science & Medicine · doi:10.1016/0277-9536(94)90226-7 · Cited by 3,240 · see citing works
Saving Mothers’ Lives: Reviewing maternal deaths to make motherhood safer: 2006–2008
Cantwell, R., Clutton-Brock, T. H., COOPER, G. M., Dawson, A. H., Drife, J., Garrod, D., Harper, A., Hulbert, D., Lucas, S. B., McClure, J. H., et al. (2011) · BJOG An International Journal of Obstetrics & Gynaecology · doi:10.1111/j.1471-0528.2010.02847.x · Cited by 3,024 · see citing works
The Global Impact of Pre-eclampsia and Eclampsia
Duley, L. (2009) · Seminars in Perinatology · doi:10.1053/j.semperi.2009.02.010 · Cited by 2,866 · see citing works
Tranquilli, A. L., Dekker, G., Magee, L. A., Roberts, J. M., Sibai, B. M., Steyn, W., Zeeman, G. G., & Brown, M. A. (2014) · Pregnancy Hypertension · doi:10.1016/j.preghy.2014.02.001 · Cited by 1,419 · see citing works
Suzuki, E., Mathers, C. D., Moller, A., Alkema, L., Say, L., Gemmill, A., Mills, S. L., Chou, D., & Hogan, D. R. (2014) · Cited by 680 · see citing works
O'Brien, E. T., Atkins, N., Stergiou, G. S., Karpettas, N., Parati, G., Asmar, R. G., Imai, Y., Wang, J., Mengden, T., & Shennan, A. H. (2010) · Blood Pressure Monitoring · doi:10.1097/mbp.0b013e3283360e98 · Cited by 609 · see citing works
Self-citationKnight, M. (2017) · National Perinatal Epidemiology Unit, University of Oxford · doi:10.5287/ora-nrymp8wxq · Cited by 541 · see citing works
Cost effectiveness analysis of strategies for maternal and neonatal health in developing countries
Adam, T., Lim, S. S., Mehta, S., Bhutta, Z. A., Fogstad, H., Mathai, M., Zupan, J., & Darmstadt, G. L. (2005) · BMJ · doi:10.1136/bmj.331.7525.1107 · Cited by 366 · see citing works
Utility of the Shock Index in Predicting Mortality in Traumatically Injured Patients
Cannon, C. M., Braxton, C. C., Kling-Smith, M., Mahnken, J. D., Carlton, E. F., & Moncure, M. (2009) · The Journal of Trauma: Injury, Infection, and Critical Care · doi:10.1097/ta.0b013e3181bbf728 · Cited by 361 · see citing works
A validation study of the CEMACH recommended modified early obstetric warning system (MEOWS)*
Singh, S., McGlennan, A., England, A. J., & SIMONS, R. S. (2011) · Anaesthesia · doi:10.1111/j.1365-2044.2011.06896.x · Cited by 275 · see citing works
ALLGÖWER, M., & Burri, C. (1967) · DMW - Deutsche Medizinische Wochenschrift · doi:10.1055/s-0028-1106070 · Cited by 262 · see citing works
Dawson, A. J., Buchan, J., Duffield, C. M., Homer, C., & Wijewardena, K. (2013) · Health Policy and Planning · doi:10.1093/heapol/czt026 · Cited by 168 · see citing works
Shock index: an effective predictor of outcome in postpartum haemorrhage?
Nathan, H., El Ayadi, A., Hezelgrave, N., Seed, P., Butrick, E., Miller, S., Briley, A., Bewley, S., & Shennan, A. (2015) · BJOG: An International Journal of Obstetrics & Gynaecology · doi:10.1111/1471-0528.13206 · Cited by 161 · see citing works
Self-citationCarle, C., Alexander, P., Columb, M. O., & Johal, J. (2013) · Anaesthesia · doi:10.1111/anae.12180 · Cited by 144 · see citing works
NEWSDIG: The National Early Warning Score Development and Implementation Group
Jones, M. (2012) · Clinical Medicine · doi:10.7861/clinmedicine.12-6-501 · Cited by 131 · see citing works
El Ayadi, A. M., Nathan, H. L., Seed, P. T., Butrick, E. A., Hezelgrave, N. L., Shennan, A. H., & Miller, S. (2016) · PLOS ONE · doi:10.1371/journal.pone.0148729 · Cited by 121 · see citing works
Self-citationTerminal digit preference, random error, and bias in routine clinical measurement of blood pressure
Wen, S. W., Kramer, M. S., Hoey, J., Hanley, J. A., & Usher, R. H. (1993) · Journal of Clinical Epidemiology · doi:10.1016/0895-4356(93)90118-k · Cited by 119 · see citing works
Impact of introducing an electronic physiological surveillance system on hospital mortality
Schmidt, P. E., Meredith, P., Prytherch, D. R., Watson, D., Watson, V., Killen, R. M., Greengross, P., Mohammed, M. A., & Smith, G. B. (2014) · BMJ Quality & Safety · doi:10.1136/bmjqs-2014-003073 · Cited by 115 · see citing works
Reinders, A., Cuckson, A. C., Lee, J. T. M., & Shennan, A. H. (2005) · BJOG An International Journal of Obstetrics & Gynaecology · doi:10.1111/j.1471-0528.2005.00617.x · Cited by 111 · see citing works
Self-citationRecent advances in the diagnosis and management of pre-eclampsia
Duhig, K. E., & Shennan, A. H. (2015) · F1000Prime Reports · doi:10.12703/p7-24 · Cited by 101 · see citing works
Self-citationBas, A. L., Chandraharan, E., Addei, A., & Arulkumaran, S. (2013) · International Journal of Gynecology & Obstetrics · doi:10.1016/j.ijgo.2013.08.020 · Cited by 98 · see citing works
The ability of traditional vital signs and shock index to identify ruptured ectopic pregnancy
Birkhahn, R., Gaeta, T. J., Deusen, S. K. V., & Tloczkowski, J. (2003) · American Journal of Obstetrics and Gynecology · doi:10.1067/s0002-9378(03)00663-x · Cited by 97 · see citing works
A national survey of obstetric early warning systems in the United Kingdom: five years on
Isaacs, R., Wee, M. Y. K., Bick, D., Beake, S., Sheppard, Z. A., Thomas, S., Hundley, V. A., Smith, G. B., van Teijlingen, E., & Thomas, P. (2014) · Anaesthesia · doi:10.1111/anae.12708 · Cited by 90 · see citing works
Mackintosh, N. J., Watson, K., Rance, S., & Sandall, J. (2013) · BMJ Quality & Safety · doi:10.1136/bmjqs-2012-001781 · Cited by 89 · see citing works
Natarajan, P., Shennan, A. H., Penny, J., Halligan, A., de Swiet, M., & Anthony, J. (1999) · American Journal of Obstetrics and Gynecology · doi:10.1016/s0002-9378(99)70109-2 · Cited by 81 · see citing works
Self-citationSloan, E. P., Koenigsberg, M. D., Clark, J. M., Weir, W., & Philbin, N. B. (2014) · Western Journal of Emergency Medicine · doi:10.5811/westjem.2014.7.21304 · Cited by 74 · see citing works
Sohn, C. H., Kim, W. Y., Kim, S. R., Seo, D. W., Ryoo, S. M., Lee, Y. S., Lee, J., Oh, B. J., Won, H. S., Shim, J., et al. (2013) · Shock · doi:10.1097/shk.0b013e31829b1778 · Cited by 69 · see citing works
Yussof, S. J. M., Zakaria, M. I., Mohamed, F. L., Bujang, M. A., Lakshmanan, S., & Asaari, A. H. (2012) · PubMed · Cited by 66 · see citing works
Nathan, H. L., de Greeff, A., Hezelgrave, N. L., Chappell, L. C., & Shennan, A. H. (2015) · Blood Pressure Monitoring · doi:10.1097/mbp.0000000000000086 · Cited by 66 · see citing works
Self-citationAccuracy of the pressure scale of sphygmomanometers in clinical use within primary care
Coleman, A. J., Steel, S. D., Ashworth, M., Vowler, S. L., & Shennan, A. (2005) · Blood Pressure Monitoring · doi:10.1097/01.mbp.0000168398.87167.c2 · Cited by 64 · see citing works
Self-citationNathan, H. L., Cottam, K., Hezelgrave, N. L., Seed, P. T., Briley, A., Bewley, S., Chappell, L. C., & Shennan, A. H. (2016) · PLOS ONE · doi:10.1371/journal.pone.0168535 · Cited by 57 · see citing works
Self-citationShock Index in the First Trimester of Pregnancy and Its Relationship to Ruptured Ectopic Pregnancy
Birkhahn, R., Gaeta, T. J., Bei, R., & Bove, J. J. (2002) · Academic Emergency Medicine · doi:10.1197/aemj.9.2.115 · Cited by 46 · see citing works
Blood pressure measurement in pregnancy
Nathan, H. L., Duhig, K. E., Hezelgrave, N. L., Chappell, L. C., & Shennan, A. H. (2015) · The Obstetrician & Gynaecologist · doi:10.1111/tog.12173 · Cited by 41 · see citing works
Self-citationIs self monitoring of blood pressure in pregnancy safe and effective?
Hodgkinson, J., Tucker, K. L., Crawford, C., Greenfield, S. M., Heneghan, C. J., Hinton, L., Khan, K. S., Locock, L., Mackillop, L. H., McCourt, C., et al. (2014) · BMJ · doi:10.1136/bmj.g6616 · Cited by 41 · see citing works
the CLIP Working Group, Nathan, H. L., Boene, H., Munguambe, K., Sevene, E., Akeju, D., Adetoro, O. O., Charanthimath, U., Bellad, M. B., de Greeff, A., et al. (2018) · Reproductive Health · doi:10.1186/s12978-017-0450-y · Cited by 41 · see citing works
Self-citationNathan, H. L., Seed, P. T., Hezelgrave, N. L., De Greeff, A., Lawley, E., Anthony, J., Hall, D. R., Steyn, W., Chappell, L. C., & Shennan, A. H. (2018) · Pregnancy Hypertension · doi:10.1016/j.preghy.2017.11.003 · Cited by 40 · cited 1× · see citing works
“…pre-eclampsia in South Africa demonstrated that a red or yellow light on admission was associated with significantly increased rates of kidney injury (OR 1.74, CI 1.31 – 2.33) and the need for magnesium sulfate (OR 3.40, CI 2.24 – 5.18) and high dependency admission (OR 1.50, CI 1.18 – 1.91) [47].”
BackgroundInfluentialSelf-citationStrategies to prevent eclampsia in a developing country: I. Reorganization of maternity services
McCaw‐Binns, A., Ashley, D., Knight, L. P., MacGillivray, I., & Golding, J. (2004) · International Journal of Gynecology & Obstetrics · doi:10.1016/j.ijgo.2004.07.008 · Cited by 38 · see citing works
Development of an accurate oscillometric blood pressure device for low resource settings
de Greeff, A., Nathan, H., Stafford, N., Liu, B., & Shennan, A. H. (2008) · Blood Pressure Monitoring · doi:10.1097/mbp.0b013e32830fd07c · Cited by 38 · see citing works
Self-citationNathan, H. L., de Greeff, A., Hezelgrave, N. L., Chappell, L. C., & Shennan, A. H. (2015) · Blood Pressure Monitoring · doi:10.1097/mbp.0000000000000134 · Cited by 35 · see citing works
Self-citationWireless Vital Sign Monitoring in Pregnant Women: A Functionality and Acceptability Study
Boatin, A. A., Wylie, B. J., Goldfarb, I., Azevedo, R., Pittel, E., Ng, C., & Haberer, J. E. (2016) · Telemedicine and e-Health · doi:10.1089/tmj.2015.0173 · Cited by 30 · see citing works
Mitchell, C., Meredith, P., Richardson, M., Greengross, P., & Smith, G. B. (2015) · BMJ Quality & Safety · doi:10.1136/bmjqs-2015-004134 · Cited by 25 · see citing works
Standard reference values for the shock index during pregnancy
Borovac‐Pinheiro, A., Pacagnella, R. C., Moráis, S. S., & Cecatti, J. G. (2016) · International Journal of Gynecology & Obstetrics · doi:10.1016/j.ijgo.2016.03.024 · Cited by 18 · see citing works
Pullinger, R., Wilson, S., Way, R., Santos, M., Wong, D., Clifton, D. A., Birks, J., & Tarassenko, L. (2016) · European Journal of Emergency Medicine · doi:10.1097/mej.0000000000000371 · Cited by 10 · see citing works
Anaesthetic issues related to postpartum haemorrhage (excluding antishock garments)
Plaat, F. (2008) · Best Practice & Research Clinical Obstetrics & Gynaecology · doi:10.1016/j.bpobgyn.2008.08.006 · Cited by 9 · see citing works
272: Shock Index: A potential criterion for a maternal early warning system
Eppes, C. S., Schupp, J., & Dildy, G. A. (2015) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2015.10.311 · Cited by 4 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Ryu, D., Kim, D. H., Price, J. T., Lee, J. Y., Chung, H. U., Allen, E., Walter, J. R., Jeong, H., Cao, J., Kulikova, E., et al. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2100466118 · Cited by 105 · see citing works
The assessment of blood pressure in pregnant women: pitfalls and novel approaches
Hurrell, A., Webster, L., Chappell, L. C., & Shennan, A. H. (2021) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2020.10.026 · Cited by 66 · see citing works
Self-citationSkin-interfaced wireless biosensors for perinatal and paediatric health
Kim, J., Yoo, S., Liu, C. Y., Kwak, S. S., Walter, J. R., Xu, S., & Rogers, J. A. (2023) · Nature Reviews Bioengineering · doi:10.1038/s44222-023-00090-0 · Cited by 64 · see citing works
Escobar, M. F., Echavarría, M. P., Zambrano, M., Ramos, I. J. A., & Kusanovic, J. P. (2020) · American Journal of Obstetrics & Gynecology MFM · doi:10.1016/j.ajogmf.2020.100149 · Cited by 61 · see citing works
Filetici, N., de Velde, M. V., Roofthooft, E., & Devroe, S. (2022) · Best practice & research. Clinical anaesthesiology · doi:10.1016/j.bpa.2022.03.003 · Cited by 36 · see citing works
von Dadelszen, P., Vidler, M., Tsigas, E. Z., & Magee, L. A. (2021) · Maternal-Fetal Medicine · doi:10.1097/fm9.0000000000000096 · Cited by 25 · see citing works
Clarke‐Deelder, E., Opondo, K., Oguttu, M., Burke, T. F., Cohen, J. L., & McConnell, M. A. (2022) · American Journal of Obstetrics & Gynecology MFM · doi:10.1016/j.ajogmf.2022.100764 · Cited by 22 · see citing works
Dese, K., Ayana, G., & Simegn, G. L. (2022) · HardwareX · doi:10.1016/j.ohx.2022.e00276 · Cited by 19 · see citing works
Low-Cost Contact Thermometry for Screening and Monitoring During the COVID-19 Pandemic
Yamanoor, N. S., & Yamanoor, S. (2020) · IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS) · doi:10.1109/iemtronics51293.2020.9216444 · Cited by 12 · see citing works
Maternal high-care and intensive care units in low- and middle-income countries
Rojas-Suárez, J. A., & Paruk, F. (2024) · Best Practice & Research Clinical Obstetrics & Gynaecology · doi:10.1016/j.bpobgyn.2024.102474 · Cited by 9 · see citing works
Shobo, O. G., Okoro, A., Okolo, M., Longtoe, P., Omale, I., Ofiemu, E., & Anyanti, J. (2020) · Implementation Science Communications · doi:10.1186/s43058-020-00076-8 · Cited by 9 · see citing works
Unexpected Uterine Rupture—A Case Report, Review of the Literature and Clinical Suggestions
Flis, W., Socha, M. W., Wartęga, M., & Cudnik, R. (2023) · Journal of Clinical Medicine · doi:10.3390/jcm12103532 · Cited by 9 · see citing works
Segraves, R., Croghan, A., Coreas, M., Locati, E., & Finley, R. N. (2023) · Journal of Womenʼs Health Physical Therapy · doi:10.1097/jwh.0000000000000262 · Cited by 7 · see citing works
Haddad, S. M., Souza, R. T., Cecatti, J. G., & the WHO Intrapartum Care Algorithms Working Group (2022) · BJOG An International Journal of Obstetrics & Gynaecology · doi:10.1111/1471-0528.16776 · Cited by 7 · see citing works
Sepsis as a driver of excess severe maternal morbidity and mortality in the rural United States
Brakebill, A., Katzman, H. R., & Admon, L. K. (2024) · Seminars in Perinatology · doi:10.1016/j.semperi.2024.151978 · Cited by 5 · see citing works
Goldenberg, R. L., McClure, E. M., & Belizán, J. M. (2018) · Reproductive Health · doi:10.1186/s12978-018-0523-6 · Cited by 5 · see citing works
Nwafor, J. I., Obi, V., Onwe, B., Ugojis, D. C., Onuchukwu, V., Obi, C., & Ibo, C. C. (2019) · Tropical Journal of Obstetrics and Gynaecology · doi:10.4103/tjog.tjog_60_19 · Cited by 4 · see citing works
Ngwira, M. M., Makris, A., Shanmugalingam, R., Mbotwa, J., Mayani, J., Gadama, L. A., & Hennessy, A. (2025) · Hypertension · doi:10.1161/hypertensionaha.125.24675 · Cited by 3 · see citing works
Nantume, A., Oketch, B. A., Otiangala, D., Shah, S., Cauvel, T., Nyumbile, B., & Olayo, B. (2023) · Digital Health · doi:10.1177/20552076231182799 · Cited by 3 · see citing works
Opoku, D. A., Agyei‐Baffour, P., Gyaase, S., Odei-Lartey, E. O., Osarfo, J., Gmanyami, J. M., Appiah, F., Adjei, G., & Enuameh, Y. (2025) · PLoS ONE · doi:10.1371/journal.pone.0318658 · Cited by 1 · see citing works
John-Akinola, Y. O., Ayede, A. I., Adeyemi, A. T., Nantume, A., Olaleye, A. O., Akinrinoye, O. O., Tongo, O. O., Alao, M. A., Oluleye, A., Sobande, O. J., et al. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1597651 · Cited by 1 · see citing works
Índices de shock y shock modificado en el puerperio inmediato
Rivas-Perdomo, É. E., & Mestre, A. P. (2022) · Duazary · doi:10.21676/2389783x.4487 · Cited by 1 · see citing works
Luwaga, R., Beebwa, E., Ngonzi, J. N. J., Nduhukire, T., & Brennaman, L. (2022) · International Journal of Africa Nursing Sciences · doi:10.1016/j.ijans.2022.100487 · Cited by 1 · see citing works
Physical Therapy May Improve Recovery After Cesarean Section During Hospital Admission
Javes, A. S. (2025) · Journal of Acute Care Physical Therapy · doi:10.1097/jat.0000000000000253 · Cited by 1 · see citing works
Design and Development Integrated Sensor System for Measuring Body Temperature and Heart Rate
Hartono, A., Alfarizi, R. G., Putri, S. T. H., & Sanjaya, E. (2022) · International Conference on Cyber and IT Service Management (CITSM) · doi:10.1109/citsm56380.2022.9935865 · Cited by 1 · see citing works
Hemostasis restoring in postpartum hemorrhage — algorithm 2023
Nowacka, E. (2023) · Journal of Transfusion Medicine · doi:10.5603/jtm.2023.0001 · Cited by 1 · see citing works
Smart Covid Screening and Access Control System
S.P.Shally, Karunya, L., Megala, K., & Preethi, S. J. G. (2021)
El malestar psicológico acorta la vida
Martí, J. M. F., & Tomás, E. (2009) · Cuadernos de medicina psicosomática y psiquiatria de enlace
Faria, L. D. S., da Silva, L. M., Viana, O. M., & Góes, W. L. B. (2021) · Editora Omnis Scietia eBooks · doi:10.47094/978-65-88958-53-7/171-181
Abordaje integral en urgencias: manejo inicial de preeclampsia para una atención de calidad
Hernández-López, G. D., Escobar-Ortiz, D., Trejo-Rosas, S., & Gororodo-Delsol, L. A. (2024) · Archivos de Medicina de Urgencia de México · doi:10.35366/117758
- Authors
- Vousden, N., Nathan, H. L., & Shennan, A. H.
- Affiliations
- King's College London (GB)
- Corresponding author
- Vousden, Nicola
- Venue
- Reproductive Health
- Published
- 2018-06
- Volume
- 15
- Issue
- S1
- Pages
- 92-92
- ISSN
- 1742-4755 (ISSN-L)
- PMC
- PMC6020004
- OpenAlex
- W2809140536
- Cited by
- 29
- References
- 47
- Citations by year
- 2025: 4 · 2024: 2 · 2023: 5 · 2022: 7 · 2021: 5 · 2020: 3 · 2019: 1 · 2018: 1
- FWCI
- 2.81
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Reproductive Health (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research Portal (King's College London) (publishedVersion, other-oa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Bill and Melinda Gates Foundation
- National Institute for Health and Care Research (ACF-2013-17-017)
- University of British Columbia
- Medical Research Council (MR/N006240/1)
- Topics
- Health Sciences › Medicine › Obstetrics and Gynecology › Pregnancy and preeclampsia studies
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- vital signs measurement, hypertension in pregnancy, early warning systems, maternal mortality, hypertensive disorders of pregnancy, pregnancy complications, task sharing, resource-limited settings, automated alerts, blood pressure measurement
- MeSH terms
- Diffusion of Innovation, Equipment and Supplies, Equipment Design, Female, Humans, Hypertension, Maternal Mortality, Monitoring, Physiologic, Pregnancy, Pregnancy Complications, Primary Health Care, Shock, Risk Assessment, Hypertension, Pregnancy-Induced, Vital Signs
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review