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J Am Med Inform Assoc 16:486-492 doi:10.1197/jamia.M2959
  • Original Investigation

Medication Administration Errors in Nursing Homes Using an Automated Medication Dispensing System

Table 4

Correlation of Administration Errors with Potential Risk Factors (Statistically Significant Correlations in Multivariate Analysis in Bold)

Univariate OR (95% CI) Multivariate OR (95% CI) Adjusted For
Patient characteristics
 Age (in years) 0.98 (0.96–1.00) 0.99 (0.97–1.01) gender, ward, day of the week, dosage form, Number of dosages/day/client
 Gender age, nursing home, dosage form, Number of dosages/day/client, supplied by robot
  Male Ref.3 Ref.
  Female 1.40 (1.09–1.81) 1.39 (1.05–1.83)
Medication characteristics
 ATC medication class ward, dosage form, supplied by robot, medication crushed
  Gastro-intestinal Ref. Ref.
  Blood 1.45 (1.00–2.11) 1.13 (0.74–1.72)
  Cardiovascular 0.58 (0.42–0.81) 0.44 (0.30–0.64)
  Dermatological 0.49 (0.06–4.01) 1.36 (0.13–13.68)
  Gynaecological 0.35 (0.11–1.18) 0.28 (0.08–0.98)
  Hormones 0.57 (0.19–1.68) 0.70 (0.23–2.21)
  Antibiotics 7.67 (2.31–25.47) 11.11 (2.66–46.50)
  Musculoskeletal 1.71 (0.90–3.24) 1.15 (0.56–2.33)
  Neurological 1.13 (0.84–1.53) 0.76 (0.53–1.08)
  Respiratory 0.39 (0.38–1.11) 0.49 (0.11–2.24)
  Eye 0.68 (0.18–0.84) 0.76 (0.24–2.40)
  Other 0.29 (0.08–5.91) 3.85 (0.40–37.14)
 Dosage form,
  Oral powder Ref.
  Injection 0.20 (0.02–1.72)
  Eyedrop 0.84 (0.27–2.58)
  Solid oral form 2.15 (0.91–5.09)
  Liquid oral form 2.35 (0.92–6.00)
  Cream/ointment 1.05 (0.11–10.06)
  Inhalation form 1.52 (0.56–4.13)
 Medication crushed nursing home
  No Ref. Ref.
  Yes 4.00 (3.10–5.17) 7.83 (5.40–11.36)
  Number of medicines/day/client5 0.98 (0.95–1.01)
  Number of dosages/day/client 1.03 (1.01–1.05) 1.03 (1.01–1.05) no confounders identified
Organization characteristics
 Nursing home experience nurse attendant, medication crushed
  1 Ref. Ref.
  2 3.33 (2.43–4.57) 3.90 (2.82–5.41)
  3 2.96 (2.14–4.09) 1.00 (0.66–1.52)
 Supplied by robot nursing home, ATC medication class
  Yes Ref. Ref.
  No 1.82 (1.39–2.37) 2.92 (2.04–4.18)
Time characteristics nursing home, ATC medication class, day of the week
 Time class
  6 pm to 10 pm Ref. Ref.
  7 To 10 am 1.58 (1.13–2.20) 2.28 (1.50–3.47)
  10 am to 2 pm 1.95 (1.24–3.08) 1.96 (1.18–3.27)
  2 pm to 6 pm 1.31 (0.89–1.94) 1.31 (0.87–1.99)
 Day gender, nursing home, experience nurse attendant, time class
  Monday Ref. Ref.
  Wednesday 1.09 (0.80–1.49) 1.46 (1.03–2.07)
  Thursday 0.90 (0.65–1.25) 0.76 (0.53–1.09)
  Friday 1.61 (1.21–2.12) 1.03 (0.74–1.43)
Nurse attendant characteristics nursing home, day of the week, training of nurse attendant, medication crushed
 Experience (in years)
  0–1 Ref. Ref.
  1–5 0.45 (0.29–0.70) 0.45 (0.17–1.22)
  > 5 0.48 (0.32–0.72) 0.54 (0.21–1.42)
 Training nursing home, day of the week, experience nurse attendant, time class, medication crushed
  Registered nurse Ref. Ref.
  Nurse attendant 0.56 (0.32–0.96) 0.78 (0.42–1.45)
  Trainee nurse attendant 1.14 (0.57–2.27) 0.57 (0.14–2.31)
  • OR = odds ratio, CI = confidence interval, Ref. = reference category.

  • Classes with one or more empty cells are not shown (e.g., medication class ocular: only three administrations that all contained one or more errors).

  • Univariate analysis showed no significant correlations, so multivariate analysis not performed.

  • Tuesday not measured because of unavailability of observer.

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