Machine learning-enabled maternal risk assessment for women with pre-eclampsia (the PIERS-ML model): a modelling study

Autor: Montgomery-Csobán, Tünde, Kavanagh, Kimberley, Murray, Paul, Robertson, Chris, Barry, Sarah J E, Vivian Ukah, U, Payne, Beth A, Nicolaides, Kypros H, Syngelaki, Argyro, Ionescu, Olivia, Akolekar, Ranjit, Hutcheon, Jennifer A, Magee, Laura A, von Dadelszen, Peter, Brown, Mark A., Davis, Gregory K., Parker, Claire, Walters, Barry N., Sass, Nelson, Ansermino, J. Mark, Cao, Vivien, Cundiff, Geoffrey W., von Dadelszen, Emma C.M., Douglas, M. Joanne, Dumont, Guy A., Dunsmuir, Dustin T., Hutcheon, Jennifer A., Joseph, K.S., Lalji, Sayrin, Lee, Tang, Li, Jing, Lim, Kenneth I., Lisonkova, Sarka, Lott, Paula, Menzies, Jennifer M., Millman, Alexandra L., Palmer, Lynne, Payne, Beth A., Qu, Ziguang, Russell, James A., Sawchuck, Diane, Shaw, Dorothy, Still, D. Keith, Ukah, U. Vivian, Wagner, Brenda, Walley, Keith R., Hugo, Dany, Gruslin, The late Andrée, Tawagi, George, Smith, Graeme N., Côté, Anne-Marie, Moutquin, Jean-Marie, Ouellet, Annie B., Lee, Shoo K., Duan, Tao, Zhou, Jian, Haniff, The late Farizah, Mahajan, Swati, Noovao, Amanda, Karjalainend, Hanna, Kortelainen, Alja, Laivuori, Hannele, Ganzevoort, J. Wessel, Groen, Henk, Kyle, Phillipa M., Moore, M. Peter, Pullar, Barbra, Bhutta, Zulfiqar A., Qureshi, Rahat N., Sikandar, Rozina, Bhutta, The late Shereen Z., Cloete, Garth, Hall, David R., van Papendorp, The late Erika, Steyn, D. Wilhelm, Biryabarema, Christine, Mirembe, Florence, Nakimuli, Annettee, Allotey, John, Thangaratinam, Shakila, Nicolaides, Kypros H., Ionescu, Olivia, Syngelaki, Argyro, de Swiet, Michael, Magee, Laura A., von Dadelszen, Peter, Akolekar, Ranjit, Walker, James J., Robson, Stephen C., Broughton-Pipkin, Fiona, Loughna, Pamela, Vatish, Manu, Redman, Christopher W.G., Barry, Sarah J.E., Kavanagh, Kimberley, Montgomery-Csobán, Tunde, Murray, Paul, Robertson, Chris, Tsigas, Eleni Z., Woelkers, Douglas A., Lindheimer, Marshall D., Grobman, William A., Sibai, Baha M., Merialdi, Mario, Widmer, Mariana

Publikováno v: The Lancet Digital Health; April 2024, Vol. 6 Issue: 4 pe238-e250, 13p

Severe Maternal Morbidity and Risk of Mortality Beyond the Postpartum Period.

Autor: Vivian Ukah, U., Dayan, Natalie, Potter, Brian J., Ayoub, Aimina, Auger, Nathalie, Ukah, U Vivian

Publikováno v: Obstetrics & Gynecology; Feb2021, Vol. 137 Issue 2, p277-284, 8p

Development and internal validation of the multivariable CIPHER (Collaborative Integrated Pregnancy High-dependency Estimate of Risk) clinical risk prediction model

Autor: Payne, Beth A, Ryan, Helen, Bone, Jeffrey, Magee, Laura A, Aarvold, Alice B, Mark Ansermino, J., Bhutta, Zulfiqar A, Bowen, Mary, Guilherme Cecatti, J., Chazotte, Cynthia, Crozier, Tim, De Pont, Anne-Cornélie J M, Demirkiran, Oktay, Duan, Tao, Kallen, Marlot, Ganzevoort, Wessel, Geary, Michael, Goffman, Dena, Hutcheon, Jennifer A, Joseph, K. S, Lapinsky, Stephen E, Lataifeh, Isam, Li, Jing, Liskonova, Sarka, Hamel, Emily M, McAuliffe, Fionnuala M, O’Herlihy, Colm, Mol, Ben W J, Seaward, P. G R, Tadros, Ramzy, Togal, Turkan, Qureshi, Rahat, Vivian Ukah, U., Vasquez, Daniela, Wallace, Euan, Yong, Paul, Zhou, Vivian, Walley, Keith R, Von Dadelszen, Peter

Background: Intensive care unit (ICU) outcome prediction models, such as Acute Physiology And Chronic Health Evaluation (APACHE), were designed in general critical care populations and their use in obstetric populations is contentious. The aim of the

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::f371704c08a0b4903a9ec1d20bdc1f79

Development and internal validation of the multivariable CIPHER (Collaborative Integrated Pregnancy High-dependency Estimate of Risk) clinical risk prediction model.

Autor: Payne BA; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada. bpayne@cw.bc.ca.; Department of Anesthesiology, Pharmacology and Therapeutics, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada. bpayne@cw.bc.ca.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada. bpayne@cw.bc.ca., Ryan H; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada.; Department of Family Practice, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada., Bone J; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada., Magee LA; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada.; Department of Medicine, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; School of Life Course Sciences, Faculty of Life Sciences and Medicine, King's College London, Strand, London, WC2R2LS, UK., Aarvold AB; Department of Medicine, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada., Mark Ansermino J; Department of Anesthesiology, Pharmacology and Therapeutics, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada., Bhutta ZA; Center of Excellence in Women & Child Health, Aga Khan University, Block 2 Clifton, Karachi, Sindh, Pakistan.; Centre for Global Child Health, the Hospital for Sick Children, 555 University Ave, Toronto, M5G 1X8, ON, Canada., Bowen M; Rotunda Hospital, University College Dublin, 1, Parnell Square E, Dublin, Ireland., Guilherme Cecatti J; Universidade Estadual de Campinas, Cidade Universitaria Zeferino Vaz - Barao Geraldo, Campinas, 13083-970, Sao Paulo, Brazil., Chazotte C; Montefiore Medical Center, Columbia University Medical Center, 951 Prospect Ave, Bronx, 10459, NY, USA.; Morgan Stanley Children's Hospital & Sloan Hospital for Mothers, 10032, 3959 Broadway, New York, NY, USA., Crozier T; Department of Obstetrics and Gynaecology, Monash University, Wellington Rd, Clayton, 3800, Victoria, Australia., de Pont AJM; Academic Medical Centre, Meibergdreef 9, Amsterdam, 1105, AZ, The Netherlands., Demirkiran O; Inonu University, Bulgurlu Mahallesi, Malatya, 44000, Battalgazi, Turkey., Duan T; Shanghai 1st Maternity and Infant Hospital, 200000, 536 Changle Rd, Shanghai, Jingan Qu, China., Kallen M; Academic Medical Centre, Meibergdreef 9, Amsterdam, 1105, AZ, The Netherlands., Ganzevoort W; Academic Medical Centre, Meibergdreef 9, Amsterdam, 1105, AZ, The Netherlands., Geary M; Rotunda Hospital, University College Dublin, 1, Parnell Square E, Dublin, Ireland., Goffman D; Montefiore Medical Center, Columbia University Medical Center, 951 Prospect Ave, Bronx, 10459, NY, USA.; Morgan Stanley Children's Hospital & Sloan Hospital for Mothers, 10032, 3959 Broadway, New York, NY, USA., Hutcheon JA; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada., Joseph KS; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada., Lapinsky SE; Mt Sinai Hospital, University of Toronto, 600 University Ave, Toronto, M5G1X5, ON, Canada., Lataifeh I; King Abdullah University Hospital, Ar Ramtha, 3030, Ramtha, Jordan., Li J; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada., Liskonova S; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada., Hamel EM; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada., McAuliffe FM; UCD Perinatal Research Centre, School of Medicine, University College Dublin, National Maternity Hospital, Belfield Downs, Dublin, D14YH57, Ireland., O'Herlihy C; UCD Perinatal Research Centre, School of Medicine, University College Dublin, National Maternity Hospital, Belfield Downs, Dublin, D14YH57, Ireland., Mol BWJ; Academic Medical Centre, Meibergdreef 9, Amsterdam, 1105, AZ, The Netherlands.; Department of Paediatrics and Women's Health, University of Adelaide, Adelaide, 5005, SA, Australia., Seaward PGR; Mt Sinai Hospital, University of Toronto, 600 University Ave, Toronto, M5G1X5, ON, Canada., Tadros R; King Abdullah University Hospital, Ar Ramtha, 3030, Ramtha, Jordan., Togal T; Inonu University, Bulgurlu Mahallesi, Malatya, 44000, Battalgazi, Turkey., Qureshi R; Center of Excellence in Women & Child Health, Aga Khan University, Block 2 Clifton, Karachi, Sindh, Pakistan., Vivian Ukah U; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada., Vasquez D; Hospital Interzonal General de Agudos Gral, Av. 101 Dr Ricardo Balbin, Buenos Aires, 3200, Argentina., Wallace E; Department of Obstetrics and Gynaecology, Monash University, Wellington Rd, Clayton, 3800, Victoria, Australia., Yong P; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada., Zhou V; Inonu University, Bulgurlu Mahallesi, Malatya, 44000, Battalgazi, Turkey., Walley KR; Department of Medicine, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; Centre for Heart Lung Innovation, St Paul's Hospital, 1081 Burrard Street, Vancouver, V6Z1Y6, BC, Canada., von Dadelszen P; Department of Obstetrics and Gynaecology, University of British Columbia, 2329 West Mall, Vancouver, V6T 1Z4, BC, Canada.; BC Children's Hospital Research Institute and Women's Health Research Institute, University of British Columbia, V3-336 950 W 28th Avenue, Vancouver, BC, V5Z 4H4, Canada.; School of Life Course Sciences, Faculty of Life Sciences and Medicine, King's College London, Strand, London, WC2R2LS, UK.

Publikováno v: Critical care (London, England) [Crit Care] 2018 Oct 30; Vol. 22 (1), pp. 278. Date of Electronic Publication: 2018 Oct 30.