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Ambient Findability: Developing a Flowsheet Ontology for i2B2.

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Researchers transformed complex nursing flowsheet data into a standardized, understandable format. This involved creating a new ontology model and encoding patient observations using SNOMED CT for improved data accessibility.

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Area of Science:

  • Health Informatics
  • Biomedical Data Science
  • Nursing Informatics

Background:

  • Nursing flowsheets often contain redundant and jargon-filled data, hindering research.
  • Large volumes of unstructured clinical data pose challenges for secondary data analysis.
  • Standardized data ontologies are crucial for interoperability and research.

Purpose of the Study:

  • To describe the process of developing a standardized ontology from local nursing flowsheet data.
  • To enhance the understandability and usability of nursing flowsheet observations for researchers.
  • To facilitate data integration and analysis using a common data model.

Main Methods:

  • Importing over 250 million nursing flowsheet observations into an i2b2 (Informatics for Integrating Biology and the Bedside) framework.
  • Utilizing focus groups to derive a new, standardized ontology model with 18 identified templates.
  • Encoding 100 key patient observation measures (representing 50% of all observations over 36 months) using SNOMED CT (Systematized Nomenclature of Medicine - Clinical Terms).

Main Results:

  • A new ontology model was successfully derived, comprising 18 distinct templates.
  • 100 critical patient observation measures were encoded using SNOMED CT.
  • A significant 78% of the identified concepts were successfully mapped to the standardized ontology.

Conclusions:

  • The developed ontology model effectively addresses redundancy and jargon in local flowsheet data.
  • Standardization using SNOMED CT significantly improves the interoperability and research potential of nursing observation data.
  • This process enables more efficient secondary use of clinical data for research purposes.