Unsupervised Descriptive Phenotyping of Cardiometabolic Laboratory Patterns from a Routine Five-Analyte Panel: Stability, Transportability and a Rule-Based Laboratory Interpretation Layer

Yerlan Suleimenov, Ayat Assemov, Bakhytzhan Seksenbayev, Akezhan Koishybay, Albina Omarova, Baurzhan Nurlan

Open source

DOI: 10.3390/diagnostics16183025
Published: 2026-09-18
Container: Diagnostics
Publisher: MDPI AG
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.3390/diagnostics16183025,
  title = {Unsupervised Descriptive Phenotyping of Cardiometabolic Laboratory Patterns from a Routine Five-Analyte Panel: Stability, Transportability and a Rule-Based Laboratory Interpretation Layer},
  author = {Yerlan Suleimenov and Ayat Assemov and Bakhytzhan Seksenbayev and Akezhan Koishybay and Albina Omarova and Baurzhan Nurlan},
  year = {2026},
  journal = {Diagnostics},
  doi = {10.3390/diagnostics16183025},
  url = {https://doi.org/10.3390/diagnostics16183025}
}

RIS

TY  - JOUR
TI  - Unsupervised Descriptive Phenotyping of Cardiometabolic Laboratory Patterns from a Routine Five-Analyte Panel: Stability, Transportability and a Rule-Based Laboratory Interpretation Layer
AU  - Yerlan Suleimenov
AU  - Ayat Assemov
AU  - Bakhytzhan Seksenbayev
AU  - Akezhan Koishybay
AU  - Albina Omarova
AU  - Baurzhan Nurlan
PY  - 2026
JO  - Diagnostics
DO  - 10.3390/diagnostics16183025
UR  - https://doi.org/10.3390/diagnostics16183025
ER  -

APA

Suleimenov, Y., Assemov, A., Seksenbayev, B., Koishybay, A., Omarova, A., & Nurlan, B. (2026). Unsupervised Descriptive Phenotyping of Cardiometabolic Laboratory Patterns from a Routine Five-Analyte Panel: Stability, Transportability and a Rule-Based Laboratory Interpretation Layer. Diagnostics. https://doi.org/10.3390/diagnostics16183025

Source records

crossref · retrieved 2026-11-04T07:43:06.584Z