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J

Justin Engelmann

university college london

7H-index
55Paper Count
152Citation Count
Published Papers 20
Publication Date
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Developing a scalable pipeline for data extraction from clinical letters through resource-efficient prompt engineering
errnpj Digital Medicine
IF15.1
err2026-08-13
err0
errOAAI
errAriel Yuhan Ong; Quang Nguyen; Ishani Barai; Justin Engelmann; Fares Antaki; Mertcan Sevgi; David A. Merle; Lie Ju; Eliot Dow; Yukun Zhou; Gregory Maniatopoulos; Yemisi Takwoingi; Alastair K. Denniston; Pearse A. Keane
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Development of a target product profile for artificial intelligence in diabetic eye screening in England: a modified Delphi consensus study
errLancet Digital Health
IF24.1
err2026-07-08
err0
errOAAI
errTrystan B Macdonald; Jacqueline Dinnes; Gregory Maniatopoulos; Ameenat L Solebo; H D Jeffry Hogg; Joseph E Alderman; Justin Engelmann; Rhys Owen; Shaswath Ganapathi; Vincent Ng; Jaspret Gill; Adnan Tufail; Alicja Rudnicka; Bethany Shinkins; Michael Pogose; Russell Pearson; Carl Macrae; Ros Given-Wilson; J Kevin Dunbar; Hannah Sutton
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Understanding pre-training data effects in retinal foundation models using two large fundus cohorts
errNature Communications
IF15.7
err2026-02-28
err0
errOAAI
errYukun Zhou; Zheyuan Wang; Yilan Wu; Ariel Yuhan Ong; Siegfried K. Wagner; Eden Ruffell; Mark A. Chia; Zhouyu Guan; Lie Ju; Justin Engelmann; David A. Merle; Tingyao Li; Jia Shu; Paul Nderitu; Ke Zou; Jocelyn Hui Lin Goh; Qingshan Hou; Xiaoxuan Liu; Yaxing Wang; Yih Chung Tham; Andre Altmann; Carol Y. Cheung; Daniel C. Alexander; Eric J. Topol; Alastair K. Denniston; Tien Yin Wong; Bin Sheng; Pearse A. Keane
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Considering the missing science of retraining and maintenance in medical artificial intelligence, using ophthalmology as an exemplar
errnpj Digital Medicine
IF15.1
err2026-02-25
err0
errOAAI
errAriel Yuhan Ong; Robbert R. Struyven; Alastair K. Denniston; David A. Merle; Justin Engelmann; Hyunmin Kim; Yukun Zhou; Pearse A. Keane; Ines Lains
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errSave
Matters Arising: Near-identical images, not foundation models, explain purported re-identification of patients from medical imaging
errnpj Digital Medicine
IF15.1
err2026-02-13
err0
errOAAI
errJustin Engelmann; Siegfried K. Wagner; Yukun Zhou; Pearse A. Keane
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errSave
Beyond overconfidence: Embedding curiosity and humility for ethical medical AI
errPLOS Digital Health
IF0
err2026-01-12
err2
PREAI
errCajas Ordonez, Sebastian Andres; Castro, Rowell; Celi, Leo Anthony; Delos Reyes, Roben; Engelmann, Justin; Ercole, Ari; Hilel, Almog; Kalla, Mahima; Kinyera, Leo; Lange, Maximin; Lunde, Torleif Markussen; Meni, Mackenzie J.; Premo, Anna E.; Sedlakova, Jana
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Input Simplification Impact on Robustness for Targeted Therapy Subtypes in Breast MRI Segmentation AI
errARTIFICIAL INTELLIGENCE AND IMAGING FOR DIAGNOSTIC AND TREATMENT CHALLENGES IN BREAST CARE, DEEP-BREATH 2025
IF0
err2026-01-01
err0
PREAI
errBernal Rodriguez, Alba; Remeserio, Beatriz; Engelmann, Justin; Gago, Lucas; Velasco Rebolledo, Jacinto
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Dual site external validation of artificial intelligence-enabled treatment monitoring for neovascular age-related macular degeneration in England
errEye
IF3.2
err2025-09-19
err0
errOAAI
errHenry David Jeffry Hogg; S. James Talks; Justin Engelmann; Marion Dawn Teare; Michael Pogose; Praveen J. Patel; K. Balaskas; G. Maniatopoulos; P. A. Keane
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Bridging the quality gap: Robust colon wall segmentation in noisy transabdominal ultrasound
errComputers in Biology and Medicine
IF6.3
err2025-09-18
err0
errOAAI
errLucas Gago; Miguel A. Fernández González; Justin Engelmann; Beatriz Remeseiro; Laura Igual
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errSave
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results
errComputers in Biology and Medicine
IF6.3
err2025-09-10
err0
PREAI
errMeritxell Riera-Marín; Sikha O.K.; Júlia Rodríguez-Comas; Matthias Stefan May; Zhaohong Pan; Xiang Zhou; Xiaokun Liang; Franciskus Xaverius Erick; Andrea Prenner; Cédric Hémon; Valentin Boussot; Jean-Louis Dillenseger; Jean-Claude Nunes; Abdul Qayyum; Moona Mazher; Steven A. Niederer; Kaisar Kushibar; Carlos Martín-Isla; Petia Radeva; Karim Lekadir; Theodore Barfoot; Luis C. Garcia Peraza Herrera; Ben Glocker; Tom Vercauteren; Lucas Gago; Justin Englemann; Joy-Marie Kleiss; Anton Aubanell; Andreu Antolin; Javier García-López; Miguel A. González Ballester; Adrián Galdrán
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Training a high-performance retinal foundation model with half-the-data and 400 times less compute
errNature Communications
IF15.7
err2025-07-25
err0
errOAAI
errJustin Engelmann; Miguel O. Bernabeu
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errSave
Correction: microvascular disease and severe COVID-19 outcomes in UKBiobank participants with diabetes
errACTA DIABETOLOGICA
IF2.9
err2025-02-03
err0
errOAAI
errTochel, Claire; Engelmann, Justin; Giarratano, Ylenia; Dhillon, Baljean; Megaw, Roly; Bernabeu, Miguel O.
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errSave
Comparative educational effectiveness of AI generated images and traditional lectures for diagnosing chalazion and sebaceous carcinoma
errSCIENTIFIC REPORTS
IF3.9
err2024-11-25
err0
errOAAI
errTabuchi, Hitoshi; Nakajima, Isana; Day, Mhairi; Yoneda, Tsuyoshi; Tanabe, Mao; Strang, Niall; Engelmann, Justin; Deguchi, Hodaka; Akada, Masahiro; Moriguchi, Takaaki; Nakaniida, Yuta; Tsuji, Hideki
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errSave
Microvascular disease and severe COVID-19 outcomes in UKBiobank participants with diabetes
errACTA DIABETOLOGICA
IF2.9
err2024-11-21
err0
errOAAI
errTochel, Claire; Engelmann, Justin; Giarratano, Ylenia; Dhillon, Baljean; Megaw, Roly; Bernabeu, Miguel
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errSave
Applicability of Oculomics for Individual Risk Prediction: Repeatability and Robustness of Retinal Fractal Dimension Using DART and AutoMorph
errINVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE
IF4.7
err2024-06-06
err1
errOAAI
errEngelmann, Justin; Moukaddem, Diana; Gago, Lucas; Strang, Niall; Bernabeu, Miguel O.
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errSave
Choroidalyzer: An Open-Source, End-to-End Pipeline for Choroidal Analysis in Optical Coherence Tomography
errINVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE
IF4.7
err2024-06-04
err3
errOAAI
errEngelmann, Justin; Burke, Jamie; Hamid, Charlene; Reid-Schachter, Megan; Pugh, Dan; Dhaun, Neeraj; Moukaddem, Diana; Gray, Lyle; Strang, Niall; McGraw, Paul; Storkey, Amos; Steptoe, Paul J.; King, Stuart; MacGillivray, Tom; Bernabeu, Miguel O.; Maccormick, Ian J. C.
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Using artificial intelligence to improve human performance: efficient retinal disease detection training with synthetic images
errBRITISH JOURNAL OF OPHTHALMOLOGY
IF3.5
err2024-03-14
err6
errOAAI
errTabuchi, Hitoshi; Engelmann, Justin; Maeda, Fumiatsu; Nishikawa, Ryo; Nagasawa, Toshihiko; Yamauchi, Tomofusa; Tanabe, Mao; Akada, Masahiro; Kihara, Keita; Nakae, Yasuyuki; Kiuchi, Yoshiaki; Bernabeu, Miguel O.
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Fine-mapping of retinal vascular complexity loci identifies Notch regulation as a shared mechanism with myocardial infarction outcomes
errCOMMUNICATIONS BIOLOGY
IF5.1
err2023-05-15
err4
errOAAI
errVillaplana-Velasco, Ana; Pigeyre, Marie; Engelmann, Justin; Rawlik, Konrad; Canela-Xandri, Oriol; Tochel, Claire; Lona-Durazo, Frida; Mookiah, Muthu Rama Krishnan; Doney, Alex; Parra, Esteban J.; Trucco, Emanuele; MacGillivray, Tom; Rannikmae, Kristiina; Tenesa, Albert; Pairo-Castineira, Erola; Bernabeu, Miguel O.
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Detecting multiple retinal diseases in ultra-widefield fundus imaging and data-driven identification of informative regions with deep learning
errNATURE MACHINE INTELLIGENCE
IF23.9
err2022-12-08
err8
PREAI
errEngelmann, Justin; McTrusty, Alice D.; MacCormick, Ian J. C.; Pead, Emma; Storkey, Amos; Bernabeu, Miguel O.
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Conditional Wasserstein GAN-based oversampling of tabular data for imbalanced learning
errEXPERT SYSTEMS WITH APPLICATIONS
IF7.5
err2021-07-01
err129
errOAAI
errEngelmann, Justin; Lessmann, Stefan
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Research Directions

No research directions
Co-authors
Cooperation Journals
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Tien Yin Wong
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E
Eric J. Topol
H-index: 202 · Papers: 1.7K
P
Pearse A. Keane
H-index: 79 · Papers: 727
A
Alex S. F. Doney
H-index: 77 · Papers: 322
B
Ben Glocker
H-index: 76 · Papers: 533
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