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The Journal of Maternal-Fetal & Neonatal Medicine Volume 35, 2022 - Issue 25
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Original Articles

Prediction of clinical outcomes in women with placenta accreta spectrum using machine learning models: an international multicenter study

Sherif A. Shazlya Department of Obstetrics and Gynaecology, Assiut University, Assiut, EgyptCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0003-1062-9227
ORCID Icon,
Ismet Hortub Department of Obstetrics and Gynaecology, Ege University School of Medicine, Izmir, TurkeyORCID Iconhttps://orcid.org/0000-0003-3833-0999
ORCID Icon,
Jin-Chung Shihc Department of Obstetrics and Gynaecology, National Taiwan University College of Medicine, Taipei City, Taiwan
,
Rauf Melekoglud Department of Obstetrics and Gynaecology, Inonu University, Malatya, TurkeyORCID Iconhttps://orcid.org/0000-0001-7113-6691
ORCID Icon,
Shangrong Fane Department of Obstetrics and Gynaecology, Peking University Shenzhen Hospital, Shenzhen, China
,
Farhat ul Ain Ahmedf Department of Obstetrics and Gynaecology, Fatima Memorial Hospital, Lahore, Pakistan
,
Erbil Karamang Department of Obstetrics and Gynaecology, Yuzuncu Yil University, Van, TurkeyORCID Iconhttps://orcid.org/0000-0003-1058-2748
ORCID Icon,
Ildar Fatkullinh Department of Obstetrics and Gynaecology, Kazan State Medical University, Kazan, Russia
,
Pedro V. Pintoi Serviço de Ginecologia e Obstetrícia, Centro Hospitalar São João, Porto, Portugal
,
Setyorini Iriantij Taskforce of Placenta Accreta Spectrum, Universitas Padjadjaran Bandung, Bandung, Indonesia
,
Joel Noutakdie Tochiek Faculty of Medicine and Biomedical Sciences, Department of Obstetrics and Gynaecology, University of Yaoundé I, Yaoundé, Cameroon
,
Amr S. Abdelbadiel Department of Obstetrics and Gynaecology, Aswan University Hospital, Aswan, Egypt
,
Ahmet M. Ergenoglub Department of Obstetrics and Gynaecology, Ege University School of Medicine, Izmir, Turkey
,
Ahmet O. Yenielb Department of Obstetrics and Gynaecology, Ege University School of Medicine, Izmir, Turkey
,
Sermet Sagolb Department of Obstetrics and Gynaecology, Ege University School of Medicine, Izmir, Turkey
,
Ismail M. Itilb Department of Obstetrics and Gynaecology, Ege University School of Medicine, Izmir, Turkey
,
Jessica Kangc Department of Obstetrics and Gynaecology, National Taiwan University College of Medicine, Taipei City, Taiwan
,
Kuan-Ying Huangc Department of Obstetrics and Gynaecology, National Taiwan University College of Medicine, Taipei City, Taiwan
,
Ercan Yilmazd Department of Obstetrics and Gynaecology, Inonu University, Malatya, Turkey
,
Yiheng Liange Department of Obstetrics and Gynaecology, Peking University Shenzhen Hospital, Shenzhen, China
,
Hijab Azizf Department of Obstetrics and Gynaecology, Fatima Memorial Hospital, Lahore, Pakistan
,
Tayyiba Akhterf Department of Obstetrics and Gynaecology, Fatima Memorial Hospital, Lahore, Pakistan
,
Afshan Ambreenf Department of Obstetrics and Gynaecology, Fatima Memorial Hospital, Lahore, Pakistan
,
Çağrı Ateşg Department of Obstetrics and Gynaecology, Yuzuncu Yil University, Van, Turkey
,
Yasemin Karamanm Department of Obstetrics and Gynaecology, Lokman Hekim Hayat Hospital, Van, Turkey
,
Albir Khasanovh Department of Obstetrics and Gynaecology, Kazan State Medical University, Kazan, Russia
,
Fatkullina Larisah Department of Obstetrics and Gynaecology, Kazan State Medical University, Kazan, Russia
,
Nariman Akhmadeevh Department of Obstetrics and Gynaecology, Kazan State Medical University, Kazan, Russia
,
Adelina Vataninan Republic Clinical Hospital, Ministry of Healthcare of Republic of Tatarstan, Kazan, Russia
,
Ana Paula Machadoi Serviço de Ginecologia e Obstetrícia, Centro Hospitalar São João, Porto, Portugal
,
Nuno Montenegroi Serviço de Ginecologia e Obstetrícia, Centro Hospitalar São João, Porto, PortugalORCID Iconhttps://orcid.org/0000-0002-3733-3613
ORCID Icon,
Jusuf S. Effendij Taskforce of Placenta Accreta Spectrum, Universitas Padjadjaran Bandung, Bandung, Indonesia
,
Dodi Suardij Taskforce of Placenta Accreta Spectrum, Universitas Padjadjaran Bandung, Bandung, Indonesia
,
Ahmad Y. Pramatirtaj Taskforce of Placenta Accreta Spectrum, Universitas Padjadjaran Bandung, Bandung, Indonesia
,
Muhamad A. Azizj Taskforce of Placenta Accreta Spectrum, Universitas Padjadjaran Bandung, Bandung, Indonesia
,
Amilia Siddiqj Taskforce of Placenta Accreta Spectrum, Universitas Padjadjaran Bandung, Bandung, Indonesia
,
Ingrid Ofakemk Faculty of Medicine and Biomedical Sciences, Department of Obstetrics and Gynaecology, University of Yaoundé I, Yaoundé, Cameroon
,
Julius Sama Dohbitk Faculty of Medicine and Biomedical Sciences, Department of Obstetrics and Gynaecology, University of Yaoundé I, Yaoundé, Cameroon
,
Mohamed S. Fahmyl Department of Obstetrics and Gynaecology, Aswan University Hospital, Aswan, Egypt
,
Mohamed A. Ananl Department of Obstetrics and Gynaecology, Aswan University Hospital, Aswan, Egypt
& and Middle East Obstetrics and Gynecology Graduate Education (MOGGE) foundation – Artificial intelligence (AI) unit show all
Pages 6644-6653 | Received 09 Mar 2021, Accepted 14 Apr 2021, Published online: 07 Jul 2021

References

  • Jauniaux E, Collins S, Burton G. Gynecology: placenta accreta spectrum: pathophysiology and evidence-based anatomy for prenatal ultrasound imaging. Am J Obstet Gynecol. 2018;218(1):75–87.
  • Silver RM, Branch D. Placenta accreta spectrum. N Engl J Med. 2018;378(16):1529–1536.
  • Cahill AG, Beigi R, Heine RP, et al. Placenta accreta spectrum. Am J Obstet Gynecol. 2018;219(6):B2–B16.
  • Cal M, Ayres‐de‐Campos D, Jauniaux E. Obstetrics: international survey of practices used in the diagnosis and management of placenta accreta spectrum disorders. Int J Gynecol Obstet. 2018;140(3):307–311.
  • Viñas MT, Chandraharan E, Moneta M, et al. The role of interventional radiology in reducing haemorrhage and hysterectomy following caesarean section for morbidly adherent placenta. Clin Radiol. 2014;69(8):e345–e351.
  • CON-PAS registry. Middle-East Obstetrics and Gynecology Graduate Education (MOGGE) Foundation [Internet]. 2020 [cited 2020 July 16]. Egypt: MOGGE. https://www.mogge-obgyn.com/con-pas-registry
  • Mohri M, Rostamizadeh A, Talwalkar A. Foundations of machine learning. Cambridge (MA): MIT press; 2018.
  • Vabalas A, Gowen E, Poliakoff E, et al. Machine learning algorithm validation with a limited sample size. PLoS One. 2019;14(11):e0224365.
  • Hosmer DW, Jr, Lemeshow S, Sturdivant RX. Applied logistic regression. Vol. 398. Hoboken (NJ): John Wiley & Sons; 2013.
  • Jauniaux E, Alfirevic Z, Bhide A, et al. Placenta praevia and placenta accreta: diagnosis and management: green‐top guideline no. 27a. BJOG: Int J Obstet Gy. 2019;126(1):e1–e48.
  • Hecht JL, Baergen R, Ernst LM, et al. Classification and reporting guidelines for the pathology diagnosis of placenta accreta spectrum (PAS) disorders: recommendations from an expert panel. Mod Pathol. 2020;33(12):2382–2396.

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