Single-label and multi-label classification for disease recognition with special consideration of comorbidities

Abstract Background Certain diseases require rapid treatment to avoid long-term consequences for patients. However, they may be difficult to recognize, especially if the symptoms are ambiguous and compatible with multiple possible diagnoses. Completing all necessary examinations often takes time, th...

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Hlavní autoři:	Sophie Schmiegel, Hannah Marchi, Marvin-Hendrik Röchter, Martin Rudwaleit, Christiane Fuchs
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	BMC 2026-07-01
Edice:	BMC Medical Research Methodology
Témata:	Class imbalance Classifier chain (CC) Comorbidities Decision space Immune-mediated inflammatory diseases (IMID) Multi-label classification (MLC)
On-line přístup:	https://doi.org/10.1186/s12874-026-02934-w
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