Research graph
References from Branch-Wise Regularization for Heterogeneous GNN-Based MALDI-TOF AMR Prediction with Biomarker-Consensus Edges. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1038/s41591-021-01619-9
10.1038/s41591-021-01619-9 · External reference
10.1093/ofid/ofaf695.1632
10.1093/ofid/ofaf695.1632 · External reference
10.3389/fcimb.2025.1731083
10.3389/fcimb.2025.1731083 · External reference
10.1016/j.ijantimicag.2024.107329
10.1016/j.ijantimicag.2024.107329 · External reference
10.1038/s41746-026-02879-w
10.1038/s41746-026-02879-w · External reference
Multi-label classification to predict antibiotic resistance from raw clinical MALDI-TOF mass spectrometry data
10.1038/s41598-024-82697-w · 2024 · External reference
10.1016/j.compbiolchem.2026.109097
10.1016/j.compbiolchem.2026.109097 · External reference
10.3390/microorganisms14010177
10.3390/microorganisms14010177 · External reference
10.1128/jcm.01186-25
10.1128/jcm.01186-25 · External reference
10.1007/978-3-031-90252-95
10.1007/978-3-031-90252-95 · External reference
10.1101/2024.10.18.617592
10.1101/2024.10.18.617592 · External reference
10.1101/2025.05.31.657186
10.1101/2025.05.31.657186 · External reference
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10.1145/3292500.3330961
10.1145/3292500.3330961 · External reference
10.1007/978-3-319-93417-4_38
10.1007/978-3-319-93417-4_38 · External reference
10.1145/3308558.3313562
10.1145/3308558.3313562 · External reference
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2017 · External reference
10.1038/s41586-021-03819-2
10.1038/s41586-021-03819-2 · External reference
Graph neural networks for single-cell omics data: a review of approaches and applications
10.1093/bib/bbaf109 · 2025 · External reference
Should we really use graph neural networks for transcriptomic prediction?
10.1093/bib/bbae027 · 2024 · External reference
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2026 · External reference
10.1016/j.media.2018.06.001
10.1016/j.media.2018.06.001 · External reference
10.1093/bib/bbac297
10.1093/bib/bbac297 · External reference
10.1038/s41467-026-69934-8
10.1038/s41467-026-69934-8 · External reference
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2023 · External reference
10.1023/a:1010933404324
10.1023/a:1010933404324 · External reference
LightGBM: A Highly Efficient Gradient Boosting Decision Tree
2017 · External reference
10.1214/aoms/1177730491
10.1214/aoms/1177730491 · External reference
10.1016/j.knosys.2016.11.017
10.1016/j.knosys.2016.11.017 · External reference
10.1371/journal.pone.0164568
10.1371/journal.pone.0164568 · External reference
MALDI-TOF MS Biomarkers for MRSA Detection: A Systematic Review
10.3390/metabo15080540 · 2025 · External reference
Integrating MALDI-TOF MS and ML for Rapid Differentiation of MRSA and MSSA (PSM-mec agr-regulation variability)
2025 · External reference
Occurrence of the p019 Gene in the blaKPC-Harboring Plasmids: Adverse Clinical Impact for Direct Tracking of KPC-Producing Klebsiella pneumoniae by MALDI-TOF MS
2021 · External reference
10.1093/jac/dkaa007
10.1093/jac/dkaa007 · External reference
10.1128/jcm.01643-15
10.1128/jcm.01643-15 · External reference
10.1016/j.ijantimicag.2023.106799
10.1016/j.ijantimicag.2023.106799 · External reference
Rapid Identification of Methicillin-Resistant Staphylococcus aureus Using MALDI-TOF MS and Machine Learning from over 20,000 Clinical Isolates
2022 · External reference
10.1016/j.patrec.2005.10.010
10.1016/j.patrec.2005.10.010 · External reference
10.1145/1143844.1143874
10.1145/1143844.1143874 · External reference
10.1371/journal.pone.0118432
10.1371/journal.pone.0118432 · External reference
10.1111/2041-210x.13140
10.1111/2041-210x.13140 · External reference
10.1128/cmr.00179-21
10.1128/cmr.00179-21 · External reference
10.1109/tkde.2008.239
10.1109/tkde.2008.239 · External reference
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2026 · External reference
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2022 · External reference
10.1007/s10994-022-06268-8
10.1007/s10994-022-06268-8 · External reference
Why do tree-based models still outperform deep learning on tabular data?
2022 · External reference
