Variability of Diabetes Alert Dog Accuracy in a Real-World Setting.

Linda A Gonder-Frederick, Jesse H Grabman, Jaclyn A Shepard, Anand V Tripathi, Dallas M Ducar, Zachary R McElgunn
Author Information
  1. Linda A Gonder-Frederick: 1 Behavioral Medicine Center, University of Virginia Health System, Charlottesville, VA, USA.
  2. Jesse H Grabman: 1 Behavioral Medicine Center, University of Virginia Health System, Charlottesville, VA, USA.
  3. Jaclyn A Shepard: 1 Behavioral Medicine Center, University of Virginia Health System, Charlottesville, VA, USA.
  4. Anand V Tripathi: 1 Behavioral Medicine Center, University of Virginia Health System, Charlottesville, VA, USA.
  5. Dallas M Ducar: 1 Behavioral Medicine Center, University of Virginia Health System, Charlottesville, VA, USA.
  6. Zachary R McElgunn: 1 Behavioral Medicine Center, University of Virginia Health System, Charlottesville, VA, USA.

Abstract

BACKGROUND: Diabetes alert dogs (DADs) are growing in popularity as an alternative method of glucose monitoring for individuals with type 1 diabetes (T1D). Only a few empirical studies have assessed DAD accuracy, with inconsistent results. The present study examined DAD accuracy and variability in performance in real-world conditions using a convenience sample of owner-report diaries.
METHOD: Eighteen DAD owners (44.4% female; 77.8% youth) with T1D completed diaries of DAD alerts during the first year after placement. Diary entries included daily BG readings and DAD alerts. For each DAD, percentage hits (alert with BG ≤ 5.0 or ≥ 11.1 mmol/L; ≤90 or ≥200 mg/dl), percentage misses (no alert with BG out of range), and percentage false alarms (alert with BG in range) were computed. Sensitivity, specificity, positive likelihood ratio (PLR), and true positive rates were also calculated.
RESULTS: Overall comparison of DAD Hits to Misses yielded significantly more Hits for both low and high BG. Total sensitivity was 57.0%, with increased sensitivity to low BG (59.2%) compared to high BG (56.1%). Total specificity was 49.3% and PLR = 1.12. However, high variability in accuracy was observed across DADs, with low BG sensitivity ranging from 33% to 100%. Number of DADs achieving ≥ 60%, 65% and 70% true positive rates was 71%, 50% and 44%, respectively.
CONCLUSIONS: DADs may be able to detect out-of-range BG, but variability across DADs is evident. Larger trials are needed to further assess DAD accuracy and to identify factors influencing the complexity of DAD accuracy in BG detection.

Keywords

References

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Grants

  1. R21 DK099697/NIDDK NIH HHS

MeSH Term

Animals
Blood Glucose
Blood Glucose Self-Monitoring
Diabetes Mellitus, Type 1
Dogs
Female
Humans
Male
Sensitivity and Specificity

Chemicals

Blood Glucose

Word Cloud

Created with Highcharts 10.0.0BGDADalertDADsaccuracy1diabetesvariabilitypercentagepositivelowhighsensitivityDiabetesglucosetypeT1DdiariesalertsrangespecificityPLRtrueratesHitsTotalacrossdetectiondogBACKGROUND:dogsgrowingpopularityalternativemethodmonitoringindividualsempiricalstudiesassessedinconsistentresultspresentstudyexaminedperformancereal-worldconditionsusingconveniencesampleowner-reportMETHOD:Eighteenowners444%female778%youthcompletedfirstyearplacementDiaryentriesincludeddailyreadingshits5011mmol/L≤90≥200mg/dlmissesfalsealarmscomputedSensitivitylikelihoodratioalsocalculatedRESULTS:OverallcomparisonMissesyieldedsignificantly570%increased592%compared561%493%=12Howeverobservedranging33%100%Numberachieving60%65%70%71%50%44%respectivelyCONCLUSIONS:mayabledetectout-of-rangeevidentLargertrialsneededassessidentifyfactorsinfluencingcomplexityVariabilityAlertDogAccuracyReal-WorldSettingbloodservice

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