International Retrospective Observational Study of Continual Learning for AI on Endotracheal Tube Placement from Chest Radiographs

Emma Chen; Agustina Saenz; Oishi Banerjee; Henrik Marklund; Xiaoman Zhang; Shreya Johri; Hong-Yu Zhou; Luyang Luo; Subathra Adithan; Kay Wu; Siddhant Dogra; Vijay Janapa Reddi; Dominic Buensalido; Helen Kavnoudias; Roman Kloeckner; Lukas Müller; Emmanuel Salinas-Miranda; Maria José Veloza Vega; Johannes Kolck; Tobias Penzkofer; Daiju Ueda; Shannon L. Walston; Armin Alvaro Quispe-Cornejo; Michele Salvagno; Christopher Lee; Jonathan Fournier; Rosa Patricia Castillo; Cibele Luna; Tara Bahramipour; Amanda Zuback; Rickmer Braren; Petra Jiraskova; Yutthaphan Wannasopha; Piyapong Khumrin; Desmond Lim Shi Wei Wei; James Thomas Patrick Decourcy Hallinan; Zhicheng Jiao; Thomas Yi; Juana Maria Plasencia Martinez; Nuria Isabel Casado Alarcon; Franz A. Fellner; Julian F. Niedermair; Derek Wu; Dongkeun Kim; Johannes Haubold; Lars Heiliger; Daniel Pérez-Chada; Pablo Pratesi; Ryan Cummings; Narges Razavian; Anastasia Oikonomou; William T. Tran; Thomas Küstner; Saif Afat; Adrienne N. Dula; Justin F. Rousseau; Franko Hržić; Michael Fuchsjäger; Pranav Rajpurkar

doi:10.1056/AIoa2500522

International Retrospective Observational Study of Continual Learning for AI on Endotracheal Tube Placement from Chest Radiographs

Emma Chen
, Agustina Saenz
, Oishi Banerjee
, Henrik Marklund
, Xiaoman Zhang
, Shreya Johri
, Hong-Yu Zhou
, Luyang Luo
, Subathra Adithan
, Kay Wu
, Siddhant Dogra
, Vijay Janapa Reddi
, Dominic Buensalido
, Helen Kavnoudias
, Roman Kloeckner
, Lukas Müller
, Emmanuel Salinas-Miranda
, Maria José Veloza Vega
, Johannes Kolck
, Tobias Penzkofer

Daiju Ueda, Shannon L. Walston, Armin Alvaro Quispe-Cornejo, Michele Salvagno, Christopher Lee, Jonathan Fournier, Rosa Patricia Castillo, Cibele Luna, Tara Bahramipour, Amanda Zuback, Rickmer Braren, Petra Jiraskova, Yutthaphan Wannasopha, Piyapong Khumrin, Desmond Lim Shi Wei Wei, James Thomas Patrick Decourcy Hallinan, Zhicheng Jiao, Thomas Yi, Juana Maria Plasencia Martinez, Nuria Isabel Casado Alarcon, Franz A. Fellner, Julian F. Niedermair, Derek Wu, Dongkeun Kim, Johannes Haubold, Lars Heiliger, Daniel Pérez-Chada, Pablo Pratesi, Ryan Cummings, Narges Razavian, Anastasia Oikonomou, William T. Tran, Thomas Küstner, Saif Afat, Adrienne N. Dula, Justin F. Rousseau, Franko Hržić, Michael Fuchsjäger, Pranav Rajpurkar

Research output: Contribution to journal › Article › peer-review

Original language	English
Journal	NEJM AI
Volume	3
Issue number	1
DOIs	https://doi.org/10.1056/AIoa2500522
Publication status	Published - 24 Dec 2025

Fields of science

301115 Sonoanatomy
102003 Image processing
301111 Radiologic anatomy
301409 Neuroanatomy
303039 Radiological technology
302075 Sonography
301103 Medical diagnostics
302013 Medical diagnostics
301102 Anatomy
302043 Magnetic resonance imaging (MRI)
102037 Visualisation
302010 Computed tomography (CT)
102026 Virtual reality
302071 Radiology
302070 Radiodiagnostics

JKU Focus areas

Digital Transformation

Access to Document

10.1056/AIoa2500522

https://ai.nejm.org/doi/10.1056/AIoa2500522

Cite this

Chen, E., Saenz, A., Banerjee, O., Marklund, H., Zhang, X., Johri, S., Zhou, H.-Y., Luo, L., Adithan, S., Wu, K., Dogra, S., Janapa Reddi, V., Buensalido, D., Kavnoudias, H., Kloeckner, R., Müller, L., Salinas-Miranda, E., Veloza Vega, M. J., Kolck, J., ... Rajpurkar, P. (2025). International Retrospective Observational Study of Continual Learning for AI on Endotracheal Tube Placement from Chest Radiographs. NEJM AI, 3(1). https://doi.org/10.1056/AIoa2500522

@article{060ecc7ee7ac4983b96ca6be797441d6,

title = "International Retrospective Observational Study of Continual Learning for AI on Endotracheal Tube Placement from Chest Radiographs",

author = "Emma Chen and Agustina Saenz and Oishi Banerjee and Henrik Marklund and Xiaoman Zhang and Shreya Johri and Hong-Yu Zhou and Luyang Luo and Subathra Adithan and Kay Wu and Siddhant Dogra and \{Janapa Reddi\}, Vijay and Dominic Buensalido and Helen Kavnoudias and Roman Kloeckner and Lukas M{\"u}ller and Emmanuel Salinas-Miranda and \{Veloza Vega\}, \{Maria Jos{\'e}\} and Johannes Kolck and Tobias Penzkofer and Daiju Ueda and Walston, \{Shannon L.\} and Quispe-Cornejo, \{Armin Alvaro\} and Michele Salvagno and Christopher Lee and Jonathan Fournier and Castillo, \{Rosa Patricia\} and Cibele Luna and Tara Bahramipour and Amanda Zuback and Rickmer Braren and Petra Jiraskova and Yutthaphan Wannasopha and Piyapong Khumrin and Wei, \{Desmond Lim Shi Wei\} and Hallinan, \{James Thomas Patrick Decourcy\} and Zhicheng Jiao and Thomas Yi and \{Plasencia Martinez\}, \{Juana Maria\} and \{Casado Alarcon\}, \{Nuria Isabel\} and Fellner, \{Franz A.\} and Niedermair, \{Julian F.\} and Derek Wu and Dongkeun Kim and Johannes Haubold and Lars Heiliger and Daniel P{\'e}rez-Chada and Pablo Pratesi and Ryan Cummings and Narges Razavian and Anastasia Oikonomou and Tran, \{William T.\} and Thomas K{\"u}stner and Saif Afat and Dula, \{Adrienne N.\} and Rousseau, \{Justin F.\} and Franko Hr{\v z}i{\'c} and Michael Fuchsj{\"a}ger and Pranav Rajpurkar",

year = "2025",

month = dec,

day = "24",

doi = "10.1056/AIoa2500522",

language = "English",

volume = "3",

journal = "NEJM AI",

issn = "2836-9386",

number = "1",

}

Chen, E, Saenz, A, Banerjee, O, Marklund, H, Zhang, X, Johri, S, Zhou, H-Y, Luo, L, Adithan, S, Wu, K, Dogra, S, Janapa Reddi, V, Buensalido, D, Kavnoudias, H, Kloeckner, R, Müller, L, Salinas-Miranda, E, Veloza Vega, MJ, Kolck, J, Penzkofer, T, Ueda, D, Walston, SL, Quispe-Cornejo, AA, Salvagno, M, Lee, C, Fournier, J, Castillo, RP, Luna, C, Bahramipour, T, Zuback, A, Braren, R, Jiraskova, P, Wannasopha, Y, Khumrin, P, Wei, DLSW, Hallinan, JTPD, Jiao, Z, Yi, T, Plasencia Martinez, JM, Casado Alarcon, NI, Fellner, FA , Niedermair, JF, Wu, D, Kim, D, Haubold, J, Heiliger, L, Pérez-Chada, D, Pratesi, P, Cummings, R, Razavian, N, Oikonomou, A, Tran, WT, Küstner, T, Afat, S, Dula, AN, Rousseau, JF, Hržić, F, Fuchsjäger, M & Rajpurkar, P 2025, 'International Retrospective Observational Study of Continual Learning for AI on Endotracheal Tube Placement from Chest Radiographs', NEJM AI, vol. 3, no. 1. https://doi.org/10.1056/AIoa2500522

TY - JOUR

T1 - International Retrospective Observational Study of Continual Learning for AI on Endotracheal Tube Placement from Chest Radiographs

AU - Chen, Emma

AU - Saenz, Agustina

AU - Banerjee, Oishi

AU - Marklund, Henrik

AU - Zhang, Xiaoman

AU - Johri, Shreya

AU - Zhou, Hong-Yu

AU - Luo, Luyang

AU - Adithan, Subathra

AU - Wu, Kay

AU - Dogra, Siddhant

AU - Janapa Reddi, Vijay

AU - Buensalido, Dominic

AU - Kavnoudias, Helen

AU - Kloeckner, Roman

AU - Müller, Lukas

AU - Salinas-Miranda, Emmanuel

AU - Veloza Vega, Maria José

AU - Kolck, Johannes

AU - Penzkofer, Tobias

AU - Ueda, Daiju

AU - Walston, Shannon L.

AU - Quispe-Cornejo, Armin Alvaro

AU - Salvagno, Michele

AU - Lee, Christopher

AU - Fournier, Jonathan

AU - Castillo, Rosa Patricia

AU - Luna, Cibele

AU - Bahramipour, Tara

AU - Zuback, Amanda

AU - Braren, Rickmer

AU - Jiraskova, Petra

AU - Wannasopha, Yutthaphan

AU - Khumrin, Piyapong

AU - Wei, Desmond Lim Shi Wei

AU - Hallinan, James Thomas Patrick Decourcy

AU - Jiao, Zhicheng

AU - Yi, Thomas

AU - Plasencia Martinez, Juana Maria

AU - Casado Alarcon, Nuria Isabel

AU - Fellner, Franz A.

AU - Niedermair, Julian F.

AU - Wu, Derek

AU - Kim, Dongkeun

AU - Haubold, Johannes

AU - Heiliger, Lars

AU - Pérez-Chada, Daniel

AU - Pratesi, Pablo

AU - Cummings, Ryan

AU - Razavian, Narges

AU - Oikonomou, Anastasia

AU - Tran, William T.

AU - Küstner, Thomas

AU - Afat, Saif

AU - Dula, Adrienne N.

AU - Rousseau, Justin F.

AU - Hržić, Franko

AU - Fuchsjäger, Michael

AU - Rajpurkar, Pranav

PY - 2025/12/24

Y1 - 2025/12/24

UR - https://ai.nejm.org/doi/full/10.1056/AIoa2500522

U2 - 10.1056/AIoa2500522

DO - 10.1056/AIoa2500522

M3 - Article

SN - 2836-9386

VL - 3

JO - NEJM AI

JF - NEJM AI

IS - 1

ER -

International Retrospective Observational Study of Continual Learning for AI on Endotracheal Tube Placement from Chest Radiographs

Fields of science

JKU Focus areas

Access to Document

Other files and links

Cite this