AI in Healthcare Documentation: A Tool for Validating Specificity and Accuracy in Medical Notes

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dc.contributor.advisorBrenes Catinchi, Joanne
dc.contributor.authorFontánez Ortiz, Valeria Nicole
dc.date.accessioned2025-10-20T18:06:11Z
dc.date.issued2025-09-11
dc.descriptionFinal Research Poster for the Undergraduate Research Program for Honor Students HSI STEM Grant
dc.description.abstractAccurate clinical documentation is essential for effective care and diagnosis, as vague or incomplete notes can contribute to serious medical errors.This research proposes an AI-powered validation tool that uses ChatGPT and Google Gemini AI to evaluate the accuracy and specificity of SOAP-formatted clinical notes. The tool integrates a Forest-Based Validation Algorithm to classify each section as Valid, Vague, Not Defined, or Missing. Built using Agile methodology, the tool was tested through both quantitative metrics (accuracy, precision, error rate) and human review. Results show the tool enhances documentation quality while supporting clinician workflows and ethical AI use in healthcare.
dc.description.sponsorshipThis research project was supported by the HSI STEM Title III Polytechnic University of Puerto Rico “A Multifaceted Approach to Student Centered STEM Education” P031C210139
dc.identifier.citationFontánez Ortiz, V. N. (2025). AI in Healthcare Documentation: A Tool for Validating Specificity and Accuracy in Medical Notes [Research Poster]. Undergraduate Research Program for Honor Students HSI STEM Grant, Polytechnic University of Puerto Rico
dc.identifier.urihttps://hdl.handle.net/20.500.12475/3211
dc.language.isoen_US
dc.publisherPolytechnic University of Puerto Rico
dc.relation.haspartSan Juan
dc.relation.ispartofseriesUndergraduate Research Program for Honor and Outstanding Students HSI STEM Grant 2024-2025
dc.rights.holderPolytechnic University of Puerto Rico, Undergraduate Research Program for Honor and Outstanding Students HSI STEM Grant
dc.rights.licenseAll rights reserved
dc.subject.lcshPolytechnic University of Puerto Rico--Undergraduates--Posters
dc.subject.lcshPolytechnic University of Puerto Rico--Undergraduate Research Program for Honor and Outstanding Students--Research
dc.titleAI in Healthcare Documentation: A Tool for Validating Specificity and Accuracy in Medical Notes
dc.typePoster

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