Development of a program for analyzing medical laboratory results using artificial intelligence models

Gofurjonov , Muhammadali, Kamolov , Shamsiddin

Innovation science and technologiy · 2026-yil

Annotatsiya

This paper presents the concept and architecture of an intelligent system for automatic processing of medicallaboratory test results. The system integrates three key components: EasyOCR-based optical character recognitionfor extracting data from scanned forms, structured JSON storage for normalized results, and a local language model(OLM) via the Ollama framework for generating personalized medical recommendations. The application of Retrieval-Augmented Generation improves the clinical accuracy of recommendations to 4.6 out of 5.0 points. The achieved OCRaccuracy of 95.5% for numerical fields meets ISO 15189 requirements. Total processing time per form does not exceed17 seconds on CPU. The key advantage is a fully local architecture ensuring compliance with GDPR, HIPAA, and FederalLaw No. 152-FZ on personal data.

Maqola ma’lumotlari
MualliflarGofurjonov , Muhammadali, Kamolov , Shamsiddin
JurnalInnovation science and technologiy
NashriyotТошкент давлат иқтисодиёт университети
Nashr sanasi2026-04-01
Jild2
Son4
TilIngliz
DOI10.5281/zenodo.19606581
Indeksga qo‘shilgan2026-08-26

DOI: 10.5281/zenodo.19606581 · Maqolaning asl sahifasi

Kalit so‘zlar

EasyOCR, JSON, LLM, OLM, Ollama, laboratory diagnostics, artificial intelligence, NLP, CDSS, RAG, medical data, clinical decision support

Iqtibos keltirish

APAGofurjonov , Muhammadali, & Kamolov , Shamsiddin (2026). DEVELOPMENT OF A PROGRAM FOR ANALYZING MEDICAL LABORATORY RESULTS USING ARTIFICIAL INTELLIGENCE MODELS. Innovation science and technologiy, 2(4). https://doi.org/10.5281/zenodo.19606581
GOST (OAK)Gofurjonov , Muhammadali, Kamolov , Shamsiddin DEVELOPMENT OF A PROGRAM FOR ANALYZING MEDICAL LABORATORY RESULTS USING ARTIFICIAL INTELLIGENCE MODELS // Innovation science and technologiy. – 2026. – T. 2, № 4. – DOI: 10.5281/zenodo.19606581.
MLAGofurjonov , Muhammadali, and Kamolov , Shamsiddin. “DEVELOPMENT OF A PROGRAM FOR ANALYZING MEDICAL LABORATORY RESULTS USING ARTIFICIAL INTELLIGENCE MODELS.” Innovation science and technologiy, 2(4), 2026. https://doi.org/10.5281/zenodo.19606581
ChicagoGofurjonov , Muhammadali, and Kamolov , Shamsiddin. “DEVELOPMENT OF A PROGRAM FOR ANALYZING MEDICAL LABORATORY RESULTS USING ARTIFICIAL INTELLIGENCE MODELS.” Innovation science and technologiy, 2(4) (2026). https://doi.org/10.5281/zenodo.19606581
HarvardGofurjonov , Muhammadali, and Kamolov , Shamsiddin (2026) ‘DEVELOPMENT OF A PROGRAM FOR ANALYZING MEDICAL LABORATORY RESULTS USING ARTIFICIAL INTELLIGENCE MODELS’, Innovation science and technologiy, 2(4). https://doi.org/10.5281/zenodo.19606581
BibTeX
@article{gofurjonovmuhammadali2026,
  title = {DEVELOPMENT OF A PROGRAM FOR ANALYZING MEDICAL LABORATORY RESULTS USING ARTIFICIAL INTELLIGENCE MODELS},
  author = {Gofurjonov , Muhammadali and Kamolov , Shamsiddin},
  journal = {Innovation science and technologiy},
  year = {2026},
  volume = {2},
  number = {4},
  doi = {10.5281/zenodo.19606581},
  url = {https://doi.org/10.5281/zenodo.19606581}
}

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