Author

Mats Jirstrand

Fraunhofer Chalmers Research Centre for Industrial MathematicsORCID 0000-0002-6612-8037Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Microbiology· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:clinical cohort / trial· 1 Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Approach:transformer / foundation model· 1

Frequent Co-Authors

Anders SjöbergiD· 1 shared Anna JohnningiD· 1 shared Anna Lokrantz· 1 shared Erik KristianssoniD· 1 shared Juan Salvador Inda-DíaziD· 1 shared Lennart SvenssoniD· 1 shared Lisa Helldal· 1 shared Magnus HesseliD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

8 top collaborators · 28 mutual co-author links

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1 shared paperMicrobiology

Anders SjöbergORCID

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1 paper

Recent·Most cited

MicrobiologymBioPeer-reviewedJan 23, 2026

Confidence-based Prediction of Antibiotic Resistance at the Patient Level

Juan Salvador Inda-Díaz, Anna Johnning, Magnus Hessel…·Erik Kristiansson

This paper introduces a deep learning method that predicts antibiotic susceptibility using patient data and AST results, achieving high accuracy and low error rates across multiple antibiotics.

8 citationstop 1%

clinical cohort / trialdeep learning

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