Development and evaluation of a novel Vital Signs Alert device for use in pregnancy in low-resource settings
Open accessAbstract
OBJECTIVES: Haemorrhage, hypertension, sepsis and abortion complications (often from haemorrhage or sepsis) contribute to 60% of all maternal deaths. Each is associated with vital signs (blood pressure (BP) and pulse) abnormalities, and the majority of deaths are preventable through simple and timely intervention. This paper presents the development and evaluation of the CRADLE Vital Signs Alert (VSA), an accurate, low-cost and easy-to-use device measuring BP and pulse with an integrated traffic light early warning system. The VSA was designed to be used by all cadres of healthcare providers for pregnant women in low-resource settings with the aim to prevent avoidable maternal mortality and morbidity. METHODS: The development and the mixed-methods clinical evaluation of the VSA are described. RESULTS: Preliminary fieldwork identified that introduction of BP devices to rural clinics improved antenatal surveillance of BP in pregnant women. The aesthetics of the integrated traffic light system were developed through iterative qualitative evaluation. The traffic lights trigger according to evidence-based vital sign thresholds in hypertension and haemodynamic compromise from haemorrhage and sepsis. The VSA can be reliably used as an auscultatory device, as well as its primary semiautomated function, and is suitable as a self-monitor used by pregnant women. CONCLUSION: The VSA is an accurate device incorporating an evidence-based traffic light early warning system. It is designed to ensure suitability for healthcare providers with limited training and may improve care for women in pregnancy, childbirth and in the postnatal period.
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 CRADLE VSA device is a hand-held, semi-automated, low-cost blood pressure and heart rate measuring device with a built-in traffic-light warning system developed for use in low-income settings.
“The CRADLE Vital Sign Alert (VSA) device is a hand-held, semi-automated, low-cost BP and HR measuring device with a built-in traffic-light warning system that has been especially developed for use in low-income settings during pregnancy and the postpartum period [11].”
The CRADLE VSA device has undergone extensive testing for accuracy and is one of few blood pressure devices validated as accurate in pregnancy (including pre-eclampsia and hypotension) and in non-pregnant adults.
“The device has undergone extensive testing for accuracy and is one of few BP devices to have been validated as accurate in pregnancy (including pre-eclampsia and hypotension) and in non-pregnant adults [11, 23, 24].”
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
Developing and evaluating complex interventions: the new Medical Research Council guidance
Craig, P., Dieppe, P., Macintyre, S., Michie, S., Nazareth, I., & Petticrew, M. (2008) · BMJ · doi:10.1136/bmj.a1655 · Cited by 10,995 · 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
Alkema, L., Chou, D., Hogan, D., Zhang, S., Moller, A.-B., Gemmill, A., Fat, D. M., Boerma, T., Temmerman, M., Mathers, C., et al. (2016) · The Lancet · doi:10.1016/s0140-6736(15)00838-7 · Cited by 2,261 · see citing works
Still too far to walk: Literature review of the determinants of delivery service use
Gabrysch, S., & Campbell, O. M. (2009) · BMC Pregnancy and Childbirth · doi:10.1186/1471-2393-9-34 · Cited by 1,255 · see citing works
National, regional, and global trends in adult overweight and obesity prevalences
Stevens, G. A., Singh, G. M., Lu, Y., Danaei, G., Lin, J. K., Finucane, M. M., Bahalim, A. N., McIntire, R. K., Gutierrez, H. R., Cowan, M. J., et al. (2012) · Population Health Metrics · doi:10.1186/1478-7954-10-22 · Cited by 932 · see citing works
Maternal Body Mass Index and the Risk of Preeclampsia: A Systematic Overview
O'Brien, T., Ray, J. G., & Chan, W. (2003) · Epidemiology · doi:10.1097/00001648-200305000-00020 · Cited by 908 · see citing works
Effect of body mass index on pregnancy outcomes in nulliparous women delivering singleton babies
Bhattacharya, S., Campbell, D. M., Liston, W. A., & Bhattacharya, S. (2007) · BMC Public Health · doi:10.1186/1471-2458-7-168 · Cited by 688 · see citing works
Maternal Body Mass Index and the Risk of Preeclampsia: A Systematic Overview
O’Brien, T. E., Ray, J. G., & Chan, W. (2003) · Epidemiology · doi:10.1097/01.ede.0000059921.71494.d1 · Cited by 644 · see citing works
Knight, M. (2017) · National Perinatal Epidemiology Unit, University of Oxford · doi:10.5287/ora-nrymp8wxq · Cited by 541 · see citing works
Huusom, L. D., Nj, S., Pryds, O. A., Whitfield, K., Gluud, C. N., & Brok, J. S. (2010) · BJOG An International Journal of Obstetrics & Gynaecology · doi:10.1111/j.1471-0528.2010.02782.x · Cited by 532 · see citing works
Brien, E. O., Petrie, J. C., Little, W. C., de Swiet, M., Padfield, P. L., Altma, D. G., Bland, M., Coats, A. J. S., & Atkins, N. (1993) · Journal of Hypertension · doi:10.1097/00004872-199306000-00013 · Cited by 518 · see citing works
Maternal Outcomes in Pregnancies Complicated by Obesity
Robinson, H. E., O’Connell, C. M., Joseph, K. S., & McLeod, N. (2005) · Obstetrics and Gynecology · doi:10.1097/01.aog.0000188387.88032.41 · Cited by 478 · 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
Rady, M. Y., Smithline, H. A., Blake, H. C., Nowak, R. M., & Rivers, E. (1994) · Annals of Emergency Medicine · doi:10.1016/s0196-0644(94)70279-9 · Cited by 335 · see citing works
Vandromme, M. J., Griffin, R. L., Kerby, J. D., McGwin, G., Rue, L. W., & Weinberg, J. A. (2011) · The Journal of Trauma: Injury, Infection, and Critical Care · doi:10.1097/ta.0b013e3182095a0a · Cited by 270 · see citing works
Knight, M. (2015) · Oxford University Research Archive (ORA) (University of Oxford) · doi:10.5287/ora-1axeqd96r · Cited by 267 · see citing works
World Trade Organization (2005) · World Trade Report · doi:10.30875/8466f5ca-en · Cited by 229 · 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-citationEl 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-citationMiscuffing: inappropriate blood pressure cuff application.
Manning, D. M., Kuchirka, C., & Kamiński, J. (1983) · Circulation · doi:10.1161/01.cir.68.4.763 · Cited by 108 · see citing works
A prehospital shock index for trauma correlates with measures of hospital resource use and mortality
McNab, A., Burns, B., Bhullar, I. S., Chesire, D. J., & Kerwin, A. J. (2012) · Surgery · doi:10.1016/j.surg.2012.07.010 · Cited by 89 · see citing works
Sloan, 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
Fonseca‐Reyes, S., de Alba-García, J. G., Parra-Carrillo, J. Z., & Paczka-Zapata, J. A. (2003) · Blood Pressure Monitoring · doi:10.1097/00126097-200306000-00002 · Cited by 69 · 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-citationThe effect of cuff size on blood pressure measurement in adults.
Sprafka, J., Strickland, D., Gomez-Marin, O. W., & Prineas, R. J. (1991) · Epidemiology · doi:10.1097/00001648-199105000-00010 · Cited by 65 · see citing works
Recommendations for blood pressure measuring devices for office/clinic use in low resource settings
Parati, G., Mendis, S., Abegunde, D., Asmar, R., Mieke, S., Murray, A., Shengelia, B., Steenvoorden, G., Van Montfrans, G., & O??Brien, E. (2005) · Blood Pressure Monitoring · doi:10.1097/00126097-200502000-00002 · Cited by 60 · see citing works
Nathan, 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-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 · see citing works
Self-citationDevelopment 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-citationon behalf of the CRADLE Trial Collaborative Group, Vousden, N., Lawley, E., Nathan, H. L., Seed, P. T., Brown, A., Muchengwa, T., Charantimath, U., Bellad, M., Gidiri, M. F., et al. (2018) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-018-1737-x · Cited by 30 · see citing works
Self-citationCan a Low-Resource-Use Blood Pressure Device Impact on Global Maternal Mortality?
Baker, E. C., van der Westhuizen, A., Duhig, K. E., & Shennan, A. H. (2010) · Hypertension in Pregnancy · doi:10.3109/10641950903026532 · Cited by 8 · see citing works
Self-citationLihme, F., Madsen, M., & Lykke, J. (2017) · Blood Pressure Monitoring · doi:10.1097/mbp.0000000000000277 · Cited by 4 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- [11]Knight M, Kenyon S, Brocklehurst P improving mothers’ care - lessons learned to inform future maternity care from the UK and Ireland Confidential Enquiries into Maternal Deaths and Morbidity 2009–12. 2014 MBRRACE-UK, Oxford: National Perinatal Epidemiology Unit, University of Oxford, 2014.
Cited by
Sorted by citations
Magee, L. A., Brown, M. A., Hall, D. R., Gupte, S., Hennessy, A., Karumanchi, S. A., Kenny, L. C., McCarthy, F., Myers, J., Poon, L. C., et al. (2022) · Pregnancy Hypertension · doi:10.1016/j.preghy.2021.09.008 · Cited by 1,134 · see citing works
Parati, G., Stergiou, G. S., Bilo, G., Kollias, A., Pengo, M., Ochoa, J. E., Agarwal, R., Asayama, K., Asmar, R., Burnier, M., et al. (2021) · Journal of Hypertension · doi:10.1097/hjh.0000000000002922 · Cited by 178 · see citing works
Self-citationPoon, L. C., Magee, L. A., Verlohren, S., Shennan, A. H., von Dadelszen, P., Sheiner, E., Hadar, E., Visser, G. H. A., Costa, F. D. S., Kapur, A., et al. (2021) · International Journal of Gynecology & Obstetrics · doi:10.1002/ijgo.13763 · Cited by 118 · see citing works
Self-citationThe 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-citationvon Dadelszen, P., Bhutta, Z. A., Sharma, S., Bone, J., Singer, J., Wong, H., Bellad, M. B., Goudar, S. S., Lee, T., Li, J., et al. (2020) · The Lancet · doi:10.1016/s0140-6736(20)31128-4 · Cited by 49 · see citing works
Self-citationVousden, N., Lawley, E., Nathan, H. L., Seed, P. T., Gidiri, M. F., Goudar, S., Sandall, J., Chappell, L. C., Shennan, A. H., Kachinjika, M., et al. (2019) · The Lancet Global Health · doi:10.1016/s2214-109x(18)30526-6 · Cited by 48 · see citing works
Self-citationNagraj, S., Kennedy, S., Jha, V., Norton, R., Hinton, L., Billot, L., Rajan, E., Abdul, A., Phalswal, A., Arora, V., et al. (2023) · JMIR Formative Research · doi:10.2196/44362 · Cited by 33 · see citing works
on behalf of the CRADLE Trial Collaborative Group, Vousden, N., Lawley, E., Seed, P. T., Gidiri, M. F., Charantimath, U., Makonyola, G., Brown, A., Yadeta, L., Best, R., et al. (2019) · Implementation Science · doi:10.1186/s13012-019-0885-3 · Cited by 31 · see citing works
Self-citationvon 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
Indigenous Women Managing Pregnancy Complications in Rural Ecuador
Verdezoto, N. X., Carpio-Arias, F. A., Carpio-Arias, T. V., Mackintosh, N. J., Eslambolchilar, P., Delgado, V., Andrade, C., & Merino, G. X. V. (2020) · Nordic Conference on Human-Computer Interaction · doi:10.1145/3419249.3420141 · Cited by 18 · see citing works
Giblin, L., Vousden, N., Nathan, H. L., Gidiri, F., Goudar, S. S., Charantimath, U., Sandall, J., Seed, P. T., Chappell, L. C., & Shennan, A. H. (2021) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-021-03796-4 · Cited by 16 · see citing works
Self-citationNagraj, S., Kennedy, S., Jha, V., Norton, R., Hinton, L., Billot, L., Rajan, E., Arora, V., Praveen, D., & Hirst, J. E. (2021) · Frontiers in Global Women s Health · doi:10.3389/fgwh.2021.620759 · Cited by 13 · see citing works
Bright, S., Moses, F., Ridout, A., Sam, B., Momoh, M., Goodhart, V., Smart, F., Mannah, M., Issa, S., Herm-Singh, S., et al. (2023) · Reproductive Health · doi:10.1186/s12978-022-01551-2 · Cited by 12 · see citing works
Self-citationRobbins, T., Shennan, A. H., Sandall, J., Guangul, T. E., Gebreyohannes, R. D., Abdella, A., Mayston, R., & Hanlon, C. (2023) · BMJ Open · doi:10.1136/bmjopen-2022-061500 · Cited by 9 · see citing works
Self-citationRidout, A. E., Moses, F. L., Herm-Singh, S., Turienzo, C. F., Seed, P. T., Goodhart, V., Vousden, N., Sam, B., Momoh, M., Kamara, D., et al. (2023) · Trials · doi:10.1186/s13063-023-07587-4 · Cited by 8 · see citing works
Self-citationRidout, A. E., Moses, F., Herm-Singh, S., Beoku-Betts, C., Businge, E., Turienzo, C. F., Goodhart, V., Hurrell, A., Kamara, D., Kamara, J., et al. (2025) · The Lancet Obstetrics Gynaecology & Women s Health · doi:10.1016/j.lanogw.2025.09.003 · Cited by 6 · see citing works
Self-citationHome blood pressure monitoring in children, pregnancy, and chronic kidney disease
Kollias, A., Shennan, A., Agarwal, R., Ntineri, A., & Stergiou, G. S. (2020) · Updates in Hypertension and Cardiovascular Protection · doi:10.1007/978-3-030-23065-4_13 · Cited by 5 · see citing works
Self-citationKuhrt, K., Mabula‐Bwalya, C. M., Boulding, H., Beardmore‐Gray, A., Ridout, A. E., Koroma, O. B., Sam, B., Williams, P. T., Smart, F., Meleki, I., et al. (2025) · BMC Global and Public Health · doi:10.1186/s44263-024-00116-8 · Cited by 5 · see citing works
Self-citationKuhrt, K., Janneh, F. M., Cole, R., Ridout, A. E., Turienzo, C. F., Seed, P. T., Bramham, K., & Shennan, A. H. (2025) · EClinicalMedicine · doi:10.1016/j.eclinm.2025.103578 · Cited by 3 · see citing works
Self-citationvon Dadelszen, P., Bone, J. N., Sandhu, A., Ansermino, J. M., Qureshi, R. N., Sacoor, C. N., Sevene, E., Li, J., Vidler, M., Bellad, M. B., et al. (2023) · BJOG An International Journal of Obstetrics & Gynaecology · doi:10.1111/1471-0528.17465 · Cited by 3 · see citing works
Self-citationA compound analysis of medical device clinical trials registered in Africa on clinicaltrials.gov
Matovu, B., Takuwa, M., Mpaata, C. N., Kiwanuka, N., Mugaga, J., Nalwoga, R., Kamuhanda, S., Kworekwa, P., Mulindwa, B., Jjuuko, G. W., et al. (2024) · Trials · doi:10.1186/s13063-024-08427-9 · Cited by 2 · see citing works
Blood pressure measurement in pregnancy
Beardmore‐Gray, A., Dyer, R. A., & Shennan, A. H. (2018) · International Journal of Obstetric Anesthesia · doi:10.1016/j.ijoa.2018.11.006 · Cited by 2 · see citing works
Self-citationMeasured and self-reported hypertension among women of reproductive age, Gambia, Kenya, Mozambique
Magee, L. A., Sevene, E., Rerimoi, A. J., Craik, R., Muteti, A., Temmerman, M., Vidler, M., D’Alessandro, U., Roca, A., Bone, J. N., et al. (2025) · Bulletin of the World Health Organization · doi:10.2471/blt.24.292204 · Cited by 1 · see citing works
Greene, C., Pearson, A., Ridout, A. E., Kuhrt, K., Singh, S. H., Jah, D. G. K., Momoh, F. G., Sesay, T., & Shennan, A. H. (2024) · BMJ Innovations · doi:10.1136/bmjinnov-2024-001273 · Cited by 1 · see citing works
Self-citationDevices for Home Blood Pressure Monitoring
Asmar, R. G., Κόλλιας, Α., Palatini, P., Parati, G., Shennan, A. H., Stergiou, G. S., Topouchian, J. A., Wang, J., White, W. B., & O'Brien, E. T. (2019) · Updates in hypertension and cardiovascular protection · doi:10.1007/978-3-030-23065-4_1
Self-citationDippenaar, J., Moeti, T. L., Chetty, N., StaffordCloete, A., & Monticelli, F. (2022) · International Journal of Africa Nursing Sciences · doi:10.1016/j.ijans.2022.100476
RetractedAlabeidi, F., Alosaimi, F., Alsaeed, S., Alshammari, I., Shamry, M. H. A., Alamri, A. M. M., Aljehani, M., Alsulaiman, A. I., Almutairi, F., Almzairie, K. A., et al. (2020) · International Journal of Health Sciences · doi:10.53730/ijhs.v4ns1.15263
Bright, S., Moses, F., Ridout, A., Sam, B., Momoh, M., Goodhart, V., Smart, F., Mannah, M. T., Issa, S., Herm-Singh, S., et al. (2023) · Figshare · doi:10.6084/m9.figshare.22611002
Self-citationBright, S., Moses, F., Ridout, A., Sam, B., Momoh, M., Goodhart, V., Smart, F., Mannah, M. T., Issa, S., Herm-Singh, S., et al. (2023) · Figshare · doi:10.6084/m9.figshare.22611005
Self-citationvon Dadelszen, P., Sandhu, A., Bone, J. N., Qureshi, R. N., Dada, O. A., Mallapur, A. A., Temmerman, M., Volvert, M., Waiswa, J. A., Mukhanya, M. W., et al. (2026) · JMIR mhealth and uhealth · doi:10.2196/73307
Self-citation
- Authors
- Nathan, H. L., Vousden, N., Lawley, E., de Greeff, A., Hezelgrave, N. L., Sloan, N., Tanna, N., Goudar, S. S., Gidiri, M. F., Sandall, J., Chappell, L. C., & Shennan, A. H.
- Affiliations
- King's College London (GB)
- Validate Global, Kimberley, South Africa
- Jawaharlal Nehru Medical College (IN)
- University of Zimbabwe (ZW)
- Corresponding author
- Nathan, Hannah L
- ORCID
- Venue
- BMJ Innovations
- Publisher
- BMJ
- Published
- 2018-09-19
- Volume
- 4
- Issue
- 4
- Pages
- 192-198
- ISSN
- 2055-642X (ISSN-L)
- 2055-8074
- PMC
- PMC6173817
- OpenAlex
- W2889814070
- Cited by
- 31
- References
- 35
- Citations by year
- 2026: 1 · 2025: 4 · 2024: 2 · 2023: 8 · 2022: 1 · 2021: 7 · 2020: 3 · 2019: 4 · 2018: 1
- FWCI
- 1.50
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by
- Locations
- BMJ Innovations (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research Portal (King's College London) (submittedVersion, cc-by)
- UTS ePRESS (University of Technology Sydney) (submittedVersion)
- Greater South Information System
- Funders
- Bill and Melinda Gates Foundation (OPP1086183)
- National Institute for Health and Care Research (NF-SI-0514-10145, DRF-2013-06-171, ACF-2013-17-017, RP-2014-05-019)
- Medical Research Council (MR/N006240/1)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Health Sciences › Medicine › Pediatrics, Perinatology and Child Health › Global Maternal and Child Health
- Keywords
- blood pressure measurement, pulse measurement, pregnancy, maternal mortality, hypertension in pregnancy, hemorrhage, sepsis, abortion complications, low-cost medical device, resource-limited settings, antenatal surveillance, self-monitoring, maternal health
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