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. Author manuscript; available in PMC: 2026 Jan 1.
Published in final edited form as: J Public Health Manag Pract. 2024 Sep 24;31(1):107–115. doi: 10.1097/PHH.0000000000002012

Table 2:

Overview of qualitative themes and sub-codes

Theme Sub-codes
Participant experience and training as factors in documentation Background and training
Experience and expertise
Factors related to assigning an ICD-10-CM code Prioritizing patient care
• Needing additional information, challenges of diagnosis
• Unclear or minor injury and polytrauma contexts

Time pressure and competing priorities related to the electronic medical record (EMR)
• Finding the right code- pull down menus, prompts, volume of options, terminology and key words
• Multiple people entering data in the EMR

Impacts of specific diagnosis in emergency department
• Appropriateness of vague codes for context reasons related to limited observation, liability concerns, or potential for unintended impacts
Medical coders and billing Unclear connections for providers between coding and billing
Opportunities for action Increasing access to education and training
Resource needs
• Clinical decision support making tools and calculators
• Hyperlinks and icons

Potential facilitators for improvements
• Streamlined EMR codes
• Feedback from providers at the design and formatting stages of EMR updates
• Timely and brief evidence updates related to changes in guidelines for appropriate TBI diagnostics and ICD-10-CM coding