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MedWrite publications and research

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Enhancing Clinical Decision-Making: Integrating Multi-Agent Systems with Ethical AI Governance

This paper explores the application of transformer-based architectures in automating clinical documentation workflows. It highlights improvements in accuracy, compliance, and efficiency when integrating AI tools into healthcare recordkeeping.

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AI Managed Emergency Documentation with a Pretrained Model

This study evaluates using a fine-tuned LLM system to generate Emergency Department discharge letters from voice, shorthand, and EHR inputs. Results show significant time savings and improved efficiency in ED workflows

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Enhancing Emergency Care Through AI-Driven Clinical Documentation

This study, published in the Emergency Medicine Journal (BMJ), highlights the transformative potential of AI-powered tools in improving clinical documentation workflows within emergency departments. By integrating intelligent systems that streamline data entry and report generation, healthcare professionals can reduce administrative burden, minimize errors, and focus more on patient care.

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Hospitals and partners research

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Paediatric Patient Education with Children’s Health Ireland​

This paper explores the application of transformer-based architectures in automating clinical documentation workflows. It highlights improvements in accuracy, compliance, and efficiency when integrating AI tools into healthcare recordkeeping.

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Triage Automation with Galway University Hospital​

This study evaluates using a fine-tuned LLM system to generate Emergency Department discharge letters from voice, shorthand, and EHR inputs. Results show significant time savings and improved efficiency in ED workflows.

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ICU Discharge with St James’s Hospital Dublin ​

This study evaluates using a fine-tuned LLM system to generate Emergency Department discharge letters from voice, shorthand, and EHR inputs. Results show significant time savings and improved efficiency in ED workflows.

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