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Publications

As an academic lab, we emphasize methodological rigor, reproducibility, and evidence generation. 

Fully Open Meditron: An Auditable Pipeline for Clinical LLMs

Publication date

2026/5/29

Authors

Xavier Theimer-Lienhard, Mushtaha El-Amin, Fay Elhassan, Sahaj Vaidya, Victor Cartier-Negadi, David Sasu, Lars Klein, Mary-Anne Hartley

A Technical Report on "Erasing the Invisible": The 2024 NeurIPS Competition on Stress Testing Image Watermarks

Publication date

2026/4/23

Authors

Mucong Ding, Bang An, Tahseen Rabbani, Chenghao Deng, Anirudh Satheesh, Souradip Chakraborty, Mehrdad Saberi, Yuxin Wen, Kyle Sang, Aakriti Agrawal, Xuandong Zhao, Mo Zhou, Mary-Anne Hartley, Lei Li, Yu-Xiang Wang, Vishal Patel, Soheil Feizi, Tom Goldstein, Furong Huang

MoBayes: A Modular Bayesian Framework for Separating Reasoning from Language in Conversational Clinical Decision Support

Publication date

2026/4/21

Authors

Yusuf Kesmen, Fay Elhassan, Jiayi Ma, Julien Stalhandske, Yena Chang, David Sasu, Alexandra Kulinkina, Akhil Arora, Lars Klein, Mary-Anne Hartley

Statistics, Not Scale: Modular Medical Dialogue with Bayesian Belief Engine

Publication date

2026/4

Authors

Yusuf Kesmen, Fay Elhassan, Jiayi Ma, Julien Stalhandske, David Sasu, Alexandra Kulinkina, Akhil Arora, Lars Klein, Mary-Anne Hartley

Federated Modular Clinical Decision Support Networks for Collaborative Learning in Resource-Limited Settings

Publication date

2026/1/21

Authors

Cécile Trottet, Jonathan Doenz, Pierrette M Mastel, Victor P Rwandarwacu, Lameck B Luwanda, Chacha D Mangu, Mark S Iscoe, Rainer Tan, Michael Krauthammer, Alexandra V Kulinkina, Mary-Anne Hartley

MMORE: Massive Multimodal Open RAG & Extraction

Publication date

2025/9/15

Authors

Alexandre Sallinen, Stefan Krsteski, Paul Teiletche, Marc-Antoine Allard, Baptiste Lecoeur, Michael Zhang, Fabrice Nemo, David Kalajdzic, Matthias Meyer, Mary-Anne Hartley

Timehr: Image-based time series generation for electronic health records

Publication date

2025/6/6

Authors

Hojjat Karami, Mary-Anne Hartley, David Atienza, Anisoara Ionescu

Single-Center Evaluation of Meditron—a Large Language Model for Nuclear Medicine Clinical Real-World Scenarios: A Performance Analysis

Publication date

2025/6/1

Authors

Mario Jreige, Giorgia Carra, Niklaus Schaefer, Mary-anne Hartley, Francois Bastardot, Alexandre Sallinen, John Prior, Patric Hagmann, Jean louis Raisaro

InfoKids+: A Validation Study of a Pediatric Acuity Risk Stratification Algorithm

Publication date

2025/6/1

Authors

Carl A Starvaggi, Sophie Affentranger, Noelie Lengeler, Johan N Siebert, Annick Galetto-Lacour, Rainer Tan, Manon Jaboyedoff, Claudia E Kuehni, Mary-Anne Hartley, Kristina Keitel

Assessment of a Clinical Large Language Model for General Internal Medicine Queries

Publication date

2025/5/14

Authors

SI Cuellar, C Fabrizio, M Altarelli, M Benmachiche, J Regina, V Kraege, T Brahier, R de la Harpe, V Chatzipetrou, G Waeber, D Comte, Y Chocron, T Guffi, C Gerber, D Gachoud, J-L Raisaro, G Carra, F Bastardot, N Boillat-Blanco, M-A Hartley, A Sallinen, M Mean

A gold nanoparticle/peptide vaccine designed to induce SARS-CoV-2-specific CD8 T cells: a double-blind, randomized, phase 1 study in Switzerland

Publication date

2025/4/7

Authors

Juliette Besson, Régine Audran, Maxime Karlen, Alix Miauton, Hélène Maby-El Hajjami, Loane Warpelin-Decrausaz, Loredana Sene, Sylvain Schaufelberger, Vincent Faivre, Mohamed Faouzi, Mary-Anne Hartley, François Spertini, Blaise Genton

Time critical diagnoses and transfers of patients with acute type A aortic dissection in the UK: national audit of current practice

Publication date

2025/3

Authors

Tom Gilbey, Benjamin Milne, Seema Agarwal, Siu‐Wai Choi, Simon Kendall, Joseph E Arrowsmith, Gudrun Kunst, ACTACC Linkperson Network, S Cumming, P Sasidharan, A Idage, W Abid, G Namjoshi, F Flynn, H Singh, D Hume, M Hartley, A Hill, M Lewis, G Ramalingam, E Buckwell, R Abel, M Patteril, M Steven, C Rigg, M Cross, A Darbar, C Yeo, S Ripoll, J Kendall, A Hulme, C Corredor, H Parsons, A Hodek, A Chawla, H Elmahdi, L Szentgyorgi, K Khan, S Law, M Prabhu, D Woodward, A Haines, P Knowles, R Jeeji, H Taman, F Husain, A Allana, S Sandys, D Morrice, A Meraglia

Artificial intelligence and the airway: first steps toward continuous evaluation and improvement

Publication date

2025/11/4

Authors

2025/11/4

DISCO: A Browser-Based Privacy-Preserving Framework for Distributed Collaborative Learning

Publication date

2025/11/24

Authors

Julien TT Vignoud, Valérian Rousset, Hugo El Guedj, Ignacio Aleman, Walid Bennaceur, Batuhan Faik Derinbay, Eduard Ďurech, Damien Gengler, Lucas Giordano, Felix Grimberg, Franziska Lippoldt, Christina Kopidaki, Jiafan Liu, Lauris Lopata, Nathan Maire, Paul Mansat, Martin Milenkoski, Emmanuel Omont, Güneş Özgün, Mina Petrović, Francesco Posa, Morgan Ridel, Giorgio Savini, Marcel Torne, Lucas Trognon, Alyssa Unell, Olena Zavertiaieva, Sai Praneeth Karimireddy, Tahseen Rabbani, Mary-Anne Hartley, Martin Jaggi

Enhancing Pediatric Asthma Homecare Management: The Potential of Deep Learning Associated with Spirometry-Labelled Data

Publication date

2025/10/2

Authors

Heidi Cleverley-Leblanc, Johan N Siebert, Jonathan Doenz, Mary-Anne Hartley, Alain Gervaix, Constance Barazzone-Argiroffo, Laurence Lacroix, Isabelle Ruchonnet-Metrailler

Performance evaluation of Meditron3-70B in medical coding: Current limitations and integration perspectives for clinical practice

Publication date

2025/10/17

Authors

Coralie Galland-Decker, Muaziza Usenbacher, Christophe Nunes, François Bouche, Giorgia Carra, Noémie Boillat-Blanco, Mary-Anne Hartley, Alexandre Sallinen, Jean Louis Raisaro, François Bastardot

Fully Open Meditron: An Auditable Pipeline for Clinical LLMs

Publication date

2025

Authors

X Theimer-Lienhard, M El-Amin, F Elhassan, S Vaidya, V Cartier-Negadi, ...

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SSCA: SigLIP-2 Sonar Concept Alignment

Publication date

2025

Authors

Trevor Brokowski, Alexandre Sallinen, Mary-Anne Hartley

Safety and immunogenicity of a synthetic nanoparticle-based, T cell priming peptide vaccine against dengue in healthy adults in Switzerland: a double-blind, randomized, vehicle …

Publication date

2024/1/1

Authors

Alix Miauton, Régine Audran, Juliette Besson, Hélène Maby-El Hajjami, Maxime Karlen, Loane Warpelin-Decrausaz, Loredana Sene, Sylvain Schaufelberger, Vincent Faivre, Mohamed Faouzi, Mary-Anne Hartley, François Spertini, Blaise Genton

Meditron-70b: Scaling medical pretraining for large language models

Publication date

2023/11/27

Authors

Mary-Anne Hartley

Meditron-70b: Scaling medical pretraining for large language models, 2023

Publication date

2023

Authors

Zeming Chen, Alejandro Hernández Cano, Angelika Romanou, Antoine Bonnet, Kyle Matoba, Francesco Salvi, Matteo Pagliardini, Simin Fan, Andreas Köpf, Amirkeivan Mohtashami, Alexandre Sallinen, Alireza Sakhaeirad, Vinitra Swamy, Igor Krawczuk, Deniz Bayazit, Axel Marmet, Syrielle Montariol, Mary-Anne Hartley, Martin Jaggi, Antoine Bosselut

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Lung ultrasonography for risk stratification in patients with coronavirus disease 2019 (COVID-19): a prospective observational cohort study

Publication date

2021/12/1

Authors

Thomas Brahier, Jean-Yves Meuwly, Olivier Pantet, Marie-Josée Brochu Vez, Hélène Gerhard Donnet, Mary-Anne Hartley, Olivier Hugli, Noémie Boillat-Blanco

Machine-learning prognostic models from the 2014–16 Ebola outbreak: data-harmonization challenges, validation strategies, and mHealth applications

Publication date

2019/5/1

Authors

Andres Colubri, Mary-Anne Hartley, Matthew Siakor, Vanessa Wolfman, August Felix, Tom Sesay, Jeffrey G Shaffer, Robert F Garry, Donald S Grant, Adam C Levine, Pardis C Sabeti

Investigation of the plasma virome from cases of unexplained febrile illness in Tanzania from 2013 to 2014: a comparative analysis between unbiased and VirCapSeq-VERT high …

Publication date

2018/8/29

Authors

Simon H Williams, Samuel Cordey, Nishit Bhuva, Florian Laubscher, Mary-Anne Hartley, Noemie Boillat-Blanco, Zainab Mbarack, Josephine Samaka, Tarsis Mlaganile, Komal Jain, Valerie d’Acremont, Laurent Kaiser, W Ian Lipkin

Association between peri‐operative angiotensin‐converting enzyme inhibitors and angiotensin‐2 receptor blockers and acute kidney injury in major elective non‐cardiac surgery: a …

Publication date

2018/10

Authors

STARSurg Collaborative, Thomas M Drake, Lok Ka Cheung, Fortis Gaba, James Glasbey, et al.

Leishmania guyanensis parasites block the activation of the inflammasome by inhibiting maturation of IL-1β

Publication date

2018/1/14

Authors

Mary-Anne Hartley, Remzi O Eren, Matteo Rossi, Florence Prevel, Patrik Castiglioni, Nathalie Isorce, Chantal Desponds, Lon-Fye Lye, Stephen M Beverley, Stefan K Drexler, Nicolas Fasel

Type I interferons induced by endogenous or exogenous viral infections promote metastasis and relapse of leishmaniasis

Publication date

2017/5/9

Authors

Matteo Rossi, Patrik Castiglioni, Mary-Anne Hartley, Remzi Onur Eren, Florence Prével, Chantal Desponds, Daniel T Utzschneider, Dietmar Zehn, Maria G Cusi, F Matthew Kuhlmann, Stephen M Beverley, Catherine Ronet, Nicolas Fasel

Predicting Ebola severity: a clinical prioritization score for Ebola virus disease

Publication date

2017/2/2

Authors

Mary-Anne Hartley, Alyssa Young, Anh-Minh Tran, Harry Henry Okoni-Williams, Mohamed Suma, Brooke Mancuso, Ahmed Al-Dikhari, Mohamed Faouzi

Exacerbated leishmaniasis caused by a viral endosymbiont can be prevented by immunization with its viral capsid

Publication date

2017/1/18

Authors

Patrik Castiglioni, Mary-Anne Hartley, Matteo Rossi, Florence Prevel, Chantal Desponds, Daniel T Utzschneider, Remzi-Onur Eren, Haroun Zangger, Livia Brunner, Nicolas Collin, Dietmar Zehn, F Matthew Kuhlmann, Stephen M Beverley, Nicolas Fasel, Catherine Ronet

Leishmaniavirus-Dependent Metastatic Leishmaniasis Is Prevented by Blocking IL-17A

Publication date

2016/9/22

Authors

Mary-Anne Hartley, Eliane Bourreau, Matteo Rossi, Patrik Castiglioni, Remzi Onur Eren, Florence Prevel, Pierre Couppié, Suzanne M Hickerson, Pascal Launois, Stephen M Beverley, Catherine Ronet, Nicolas Fasel

Topical simvastatin as host-directed therapy against severity of cutaneous leishmaniasis in mice

Publication date

2016/9/16

Authors

Suraj P Parihar, Mary-Anne Hartley, Ramona Hurdayal, Reto Guler, Frank Brombacher

Mammalian innate immune response to a Leishmania-resident RNA virus increases macrophage survival to promote parasite persistence

Publication date

2016/9/14

Authors

Remzi Onur Eren, Marta Reverte, Matteo Rossi, Mary-Anne Hartley, Patrik Castiglioni, Florence Prevel, Ricardo Martin, Chantal Desponds, Lon-Fye Lye, Stefan K Drexler, Walter Reith, Stephen M Beverley, Catherine Ronet, Nicolas Fasel

Presence of Leishmania RNA Virus 1 in Leishmania guyanensis Increases the Risk of First-Line Treatment Failure and Symptomatic Relapse

Publication date

2016/1/1

Authors

Eliane Bourreau, Marine Ginouves, Ghislaine Prévot, Mary-Anne Hartley, Jean-Pierre Gangneux, Florence Robert-Gangneux, Julie Dufour, Dominique Sainte-Marie, Antoine Bertolotti, Francine Pratlong, Ricardo Martin, Frédéric Schütz, Pierre Couppié, Nicolas Fasel, Catherine Ronet

The immunological, environmental, and phylogenetic perpetrators of metastatic leishmaniasis

Publication date

2014/8/1

Authors

Mary-Anne Hartley, Stefan Drexler, Catherine Ronet, Stephen M Beverley, Nicolas Fasel

MyD88 and TLR9 dependent immune responses mediate resistance to Leishmania guyanensis infections, irrespective of Leishmania RNA virus burden

Publication date

2014/5/6

Authors

Annette Ives, Slavica Masina, Patrik Castiglioni, Florence Prevel, Melanie Revaz-Breton, Mary-Anne Hartley, Pascal Launois, Nicolas Fasel, Catherine Ronet

The therapeutic potential of immune cross-talk in leishmaniasis

Publication date

2013/2/1

Authors

M-A Hartley, K Kohl, C Ronet, N Fasel

Detection of Leishmania RNA Virus in Leishmania Parasites

Publication date

2013/1/10

Authors

Haroun Zangger, Catherine Ronet, Chantal Desponds, F Matthew Kuhlmann, John Robinson, Mary-Anne Hartley, Florence Prevel, Patrik Castiglioni, Francine Pratlong, Patrick Bastien, Norbert Müller, Laurent Parmentier, Nancy Gore Saravia, Stephen M Beverley, Nicolas Fasel

Leishmania RNA virus: when the host pays the toll

Publication date

2012/7/12

Authors

Mary-Anne Hartley, Catherine Ronet, Haroun Zangger, Stephen M Beverley, Nicolas Fasel

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