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. Author manuscript; available in PMC: 2017 Oct 1.
Published in final edited form as: Med Care. 2016 Oct;54(10):e65–e72. doi: 10.1097/MLR.0000000000000108

Table 1. Definitions and Examples of Unstructured Data, Syntactic Variability and Semantic Variability in Discharge Communication.

Category Examples Specific Data Elements
Unstructured Data: Generally recorded as free text, with minimal guidelines for content, format or structure of information. Progress notes
Nursing notes
Discharge summaries
Physical therapy, occupational therapy, and speech language pathology notes
History and physical examination
Admission assessments
Hospital History
Verbs to Describe Warfarin Initiation
Utilized, maintained, initiated, started, deployed, observed, begun, etc.
INR Assessment Timeframe
Weeks, as needed, specific days, per next provider, to be set at skilled nursing facility, absent
INR Goal
Within therapeutic range, single digits like 2.0, 2.0-3.0, absent
How medical follow-up is to be arranged
Routine needed, scheduling in process, to be scheduled / determined, defer to another service / provider, communicated with patient, 2 weeks, patient will / is to / should follow-up
Medical Follow-Up with Whom and Timeframe
PCP but no PCP identified, provider at next facility, notify provider when patient arrives, if PCP feels necessary,rehab unit to arrange, 2 weeks, as needed
Syntactic Variability: Data variability caused by differences in the representation of data elements. These issues are detectable and resolvable using single-site data Weight, age, sex, birth date may be recorded and stored in different locations, formats or units within an EMR Multiple written, electronic, and combination of versions with each changing format and location within EMR
Service / Provider dependent format for discharge summary
Warfarin dose change discussed in narrative text but absent all together on admission/discharge medication list
Medical follow-up standard format (date, time, location, and with whom)
PCP information automatically generated at the top of discharge summary
Semantic Variability: Data variability caused by differences in the meaning of data elements. Difficult to detect using single-site data alone because data semantics tend to be consistent within an institution Fasting and random blood glucose, finger-stick or venipuncture, serum or plasma measurements would result in glucose values that do not represent the same concept Physician signatures
Authenticated, hand-written signature, electronically signed, unsigned
Multiple locations for discharge summaries
Historical encounter, electronic discharge summary link on face sheet, discharge summary tab, notes, scanned PDF files
Pro-time versus INR diagnostic test
Anticoagulation clinic on site and integrated in EMR process
Primary Care Physician Information routinely
Located at the top of the discharge summary or manually entered by physician in signature block

PCP = Primary Care Provider; INR = International Normalized Ratio; EMR = Electronic Medical Record