Article

Retrospective Evaluation of a Generative AI-Enabled Electronic Medical Record System in Primary Health Care Facilities in Kenya

2025-09-07

Abstract excerpt

We conducted a retrospective evaluation of an electronic medical record-embedded large language model (LLM) clinical decision support system deployed across 16 primary care clinics in Kenya, between July-September 2024. A panel of trained physicians reviewed 1,469 records. Hallucinations were uncommon (50/1,469; 3.4%), most often involving mis-expanded acronyms or drug names. Clinical management guidance aligned w...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: f1c09827-58a5-5a8a-9566-dd60abc50c18
DOI: 10.1101/2025.09.05.25335163

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Retrospective Evaluation of a Generative AI-Enabled Electronic Medical Record System in Primary Health Care Facilities in KenyaDOI 10.1101/2025.09.05.25335163Read

Prototyping a Generative AI-powered Person-centered Digital Health Tool to Mitigate Risk of Preventable Adverse Drug EventsSemantic proximity Read

Bridging AI and Healthcare: A Scoping Review of Retrieval-Augmented Generation—Ethics, Bias, Transparency, Improvements, and ApplicationsSemantic proximity Read

Utilization of Generative AI-drafted Responses for Managing Patient-Provider CommunicationSemantic proximity Read

What Do Clinicians Edit in Ambient AI-Drafted Clinical Documentation? A Qualitative Content AnalysisSemantic proximity Read

Clinical Safety of AI-Generated Antibiotic Prescribing Advice: Guideline Adherence and Misinformation Risk Among Large Language ModelsSemantic proximity Read

Development and Testing of a Novel Large Language Model-Based Clinical Decision Support Systems for Medication Safety in 12 Clinical SpecialtiesSemantic proximity Read

Development and validation of a generative AI-assisted medication-indication knowledge baseSemantic proximity Read

When AI Meets the FDA: An Evaluation of Large Language Models Performance in Regulatory and Clinical Trial Data Extraction, Synthesis, and AnalysisSemantic proximity Read

Systematic Literature Review of LLM-Large Language Model in Medical: Digital Health, Technology and ApplicationsSemantic proximity Read

Structured Clinical Documentation as Upstream Data Engineering: A Systematic Review of Ambient-AI and LLM-Driven Inputs for Predictive Modeling in HealthcareSemantic proximity Read

Evaluating Large Language Models’ Performance in FDA Regulatory ScienceSemantic proximity Read

AI as a signal assessor – Can a Large Language Model perform causality assessment on a case series?Semantic proximity Read