| Literature DB >> 30189000 |
Jennifer E Prey1, Fernanda Polubriaginof1, Lisa V Grossman1,2, Ruth Masterson Creber3, Demetra Tsapepas4,5, Rimma Perotte1,4, Min Qian6, Susan Restaino4,7, Suzanne Bakken1,3, George Hripcsak1,4, Leigh Efird4, Joseph Underwood4,7, David K Vawdrey1,4.
Abstract
Objective: Unintentional medication discrepancies contribute to preventable adverse drug events in patients. Patient engagement in medication safety beyond verbal participation in medication reconciliation is limited. We conducted a pilot study to determine whether patients' use of an electronic home medication review tool could improve medication safety during hospitalization. Materials andEntities:
Mesh:
Year: 2018 PMID: 30189000 PMCID: PMC7263785 DOI: 10.1093/jamia/ocy115
Source DB: PubMed Journal: J Am Med Inform Assoc ISSN: 1067-5027 Impact factor: 4.497
Figure 1.1a. Home medication review tool. 1b. Study design.
Baseline characteristics of the study population
| By-group analysis | ||||
|---|---|---|---|---|
| Variable | Overall (n = 65) | Before (n = 36) | After (n = 29) | |
| Demographics | ||||
| Age | 48.8 (19.0) | 52.1 (19.8) | 44.7 (17.4) | .118 |
| Female sex | 33 (50.8%) | 15 (41.7%) | 18 (62.1%) | .102 |
| Race | .956 | |||
| Asian or Pacific Islander | 3 (5.0%) | 2 (6.1%) | 1 (3.7%) | |
| Black or African American | 23 (38.3%) | 14 (42.4%) | 9 (33.3%) | |
| White | 20 (33.3%) | 10 (30.3%) | 10 (37.0%) | |
| Other or Multi-Racial | 14 (23.3%) | 7 (21.2%) | 7 (25.9%) | |
| Latino or Hispanic ethnicity | 22 (42.3%) | 13 (43.3%) | 9 (40.9%) | .567 |
| Spanish as preferred language | 9 (14.1%) | 4 (11.4%) | 5 (17.2%) | .544 |
| Country of origin | .125 | |||
| United States | 40 (62.5%) | 21 (60.0%) | 19 (65.5%) | |
| Cuba, Dominican Republic, Puerto Rico | 11 (17.2%) | 4 (11.4%) | 7 (24.1%) | |
| Other | 13 (20.3%) | 10 (28.6%) | 3 (10.3%) | |
| Socioeconomic status | ||||
| Education | .053 | |||
| Less than high school graduate or GED | 11 (17.4%) | 6 (17.6%) | 5 (17.2%) | |
| High school graduate or GED | 17 (27.0%) | 7 (20.6%) | 10 (34.5%) | |
| Associate’s degree or some college | 19 (30.2%) | 15 (44.1%) | 4 (13.8%) | |
| College graduate or higher | 16 (25.4%) | 6 (17.6%) | 10 (34.5%) | |
| Annual household income | .229 | |||
| Comfortable | 21 (35.6%) | 8 (25.8%) | 13 (46.4%) | |
| Enough to make ends meet | 27 (45.8%) | 17 (54.8%) | 10 (35.7%) | |
| Not enough to make ends meet | 11 (18.6%) | 6 (19.4%) | 5 (17.9%) | |
| Technology literacy | ||||
| Can access the Internet | 48 (78.7%) | 23 (71.9%) | 25 (86.2%) | .083 |
| Has access to desktop, laptop, or tablet | 37 (56.9%) | 18 (50.0%) | 19 (65.5%) | .365 |
| Daily Internet use in past 30 days | .122 | |||
| < 1 hour/day | 8 (16.0%) | 4 (16.0%) | 4 (16.0%) | |
| 1-2 hours/day | 14 (28.0%) | 9 (36.0%) | 5 (20.0%) | |
| 3-4 hours/day | 15 (30.0%) | 9 (36.0%) | 6 (24.0%) | |
| ≥ 5 hours/day | 13 (26.0%) | 3 (12.0%) | 10 (40.0%) | |
| Health literacy | ||||
| Inadequate health literacy | 20 (46.9%) | 16 (45.7%) | 14 (48.3%) | .838 |
| Patient activation | ||||
| Patient Activation Measure score | 62.8 (1.8) | 62.4 (2.6) | 63.3 (2.4) | .800 |
| Patient activation level | .452 | |||
| Level 1 | 6 (9.4%) | 5 (14.3%) | 1 (3.5%) | |
| Level 2 | 10 (15.6%) | 4 (11.4%) | 6 (20.7%) | |
| Level 3 | 36 (56.3%) | 19 (54.3%) | 17 (58.6%) | |
| Level 4 | 12 (18.8%) | 7 (20.0%) | 5 (17.2%) | |
| Clinical characteristics | ||||
| Emergency Severity Index score | 2.59 (0.53) | 2.53 (0.51) | 2.68 (0.55) | .664 |
| Emergency Severity Index level | .376 | |||
| Level 2 | 27 (42.2%) | 17 (47.2%) | 10 (35.7%) | |
| Level 3 | 36 (56.3%) | 19 (52.8%) | 17 (60.7%) | |
| Level 4 | 1 (1.6%) | 0 (0.0%) | 1 (3.6%) | |
| Median days since last visit | 31.5 (8-115) | 58.5 (8-193) | 28.0 (13-120) | .735 |
| Number of home medications | 6.65 (6.15) | 5.60 (5.28) | 7.89 (6.98) | .143 |
Continuous variables reported as mean (SD), except “median days since last visit,” reported as median (IQR).
Categorical variables reported as n (%). Percentages adjusted to account for missing data.
Abbreviations: GED: General Equivalency Diploma.
Includes only participants who reported access to the Internet.
Patient and clinician medication changes
| By-group analysis | ||||
|---|---|---|---|---|
| Variable | Overall (n = 65) | Before (n = 36) | After (n = 29) | |
| Patient medication changes | ||||
| Number of patients who made changes | 48 (73.8%) | 29 (80.6%) | 19 (65.5%) | .170 |
| Average number of changes per patient | 2.57 (2.88) | 2.75 (2.73) | 2.34 (3.10) | .310 |
| Additions | 1.14 (2.39) | 1.36 (2.52) | 0.86 (2.23) | .536 |
| Deletions | 1.09 (1.43) | 1.14 (1.42) | 0.97 (1.48) | .466 |
| Modifications | 0.37 (1.04) | 0.25 (0.87) | 0.52 (1.21) | .385 |
| Unreconciled | − | 1.58 (2.49) | − | − |
| Total number of changes made | 169 | 101 | 68 | − |
| Additions | 74 (44.3%) | 49 (49.5%) | 25 (36.8%) | |
| Deletions | 71 (42.5%) | 43 (43.4%) | 28 (41.2%) | |
| Modifications | 24 (14.4%) | 9 (9.1%) | 15 (22.1%) | |
| Unreconciled | − | 57 (57.6%) | − | |
| Clinician medication changes | ||||
| Number of patients who received changes | 36 (55.4%) | 20 (55.6%) | 16 (55.2%) | .975 |
| Average number of changes per patient | 2.09 (2.95) | 2.28 (2.70) | 1.90 (3.27) | .529 |
| Additions | 0.87 (2.12) | 1.06 (2.33) | 0.69 (1.85) | .624 |
| Deletions | 1.11 (1.74) | 1.11 (1.56) | 1.10 (1.97) | .710 |
| Modifications | 0.11 (0.31) | 0.11 (0.32) | 0.10 (0.31) | .562 |
| Total number of changes received | 137 | 82 | 55 | − |
| Additions | 58 (42.3%) | 38 (46.3%) | 20 (36.4%) | |
| Deletions | 72 (52.6%) | 40 (48.8%) | 32 (58.2%) | |
| Modifications | 7 (5.1%) | 4 (4.9%) | 3 (5.5%) | |
Number of patients reported as n (%); average number of changes reported as mean (SD); total number of changes reported as n or n (%).
Potential severity and potential harm
| By-group analysis | |||||
|---|---|---|---|---|---|
| Variable | Overall (n = 65) | Unreconciled (n = 36) | Before (n = 36) | After (n = 29) | |
| Patient medication changes | |||||
| Average potential severity | 1.16 (0.77) | 1.01 (0.73) | 1.09 (0.69) | 1.26 (0.86) | .308 |
| Potential severity | .172 | ||||
| Level 0 (insignificant) | 36 (22.2%) | 14 (26.4%) | 20 (21.1%) | 16 (23.9%) | |
| Level 1 (significant) | 91 (56.2%) | 31 (58.5%) | 59 (62.1%) | 32 (47.8%) | |
| Level 2 (serious) | 28 (17.3%) | 7 (13.2%) | 14 (14.7%) | 14 (20.9%) | |
| Level 3 (life-threatening) | 7 (4.3%) | 1 (1.9%) | 2 (2.1%) | 5 (7.5%) | |
| Average potential harm | 3.44 (1.44) | 3.09 (1.47) | 3.38 (1.37) | 3.53 (1.54) | .558 |
| Potential harm | .100 | ||||
| Level 1 (little or no confidence) | 26 (16.0%) | 13 (24.5%) | 16 (16.8%) | 10 (14.9%) | |
| Level 2 (slight to modest confidence) | 25 (15.4%) | 9 (17.0%) | 14 (14.7%) | 11 (16.4%) | |
| Level 3 (< 50–50 but close call) | 27 (16.7%) | 7 (13.2%) | 14 (14.7%) | 13 (19.4%) | |
| Level 4 (> 50–50 but close call) | 54 (33.3%) | 19 (35.8%) | 39 (41.1%) | 15 (22.4%) | |
| Level 5 (strong confidence) | 20 (12.3%) | 2 (3.8%) | 8 (8.4%) | 12 (17.9%) | |
| Level 6 (virtually certain confidence) | 10 (6.2%) | 3 (5.7%) | 4 (4.2%) | 6 (9.0%) | |
| Clinician medication changes | |||||
| Average potential severity | 1.12 (0.69) | − | 1.10 (0.62) | 1.15 (0.78) | .905 |
| Potential severity | − | .060 | |||
| Level 0 (insignificant) | 28 (20.7%) | 15 (18.5%) | 13 (24.1%) | ||
| Level 1 (significant) | 84 (62.2%) | 57 (70.4%) | 27 (50.0%) | ||
| Level 2 (serious) | 20 (14.8%) | 8 (9.9%) | 12 (22.2%) | ||
| Level 3 (life-threatening) | 3 (2.2%) | 1 (1.2%) | 2 (3.7%) | ||
| Average potential harm | 3.64 (1.31) | − | 3.62 (1.22) | 3.69 (1.44) | .497 |
| Potential harm | − | .147 | |||
| Level 1 (little or no confidence) | 17 (12.6%) | 9 (11.1%) | 8 (14.8%) | ||
| Level 2 (slight to modest confidence) | 15 (11.1%) | 8 (9.9%) | 7 (13.0%) | ||
| Level 3 (< 50–50 but close call) | 14 (10.4%) | 11 (13.6%) | 3 (5.6%) | ||
| Level 4 (> 50–50 but close call) | 66 (48.9%) | 44 (54.3%) | 22 (40.7%) | ||
| Level 5 (strong confidence) | 18 (13.3%) | 7 (8.6%) | 11 (20.4%) | ||
| Level 6 (virtually certain confidence) | 5 (3.7%) | 2 (2.5%) | 3 (5.6%) | ||
Averages reported as mean (SD), categorical variables reported as n (%).
Percentages adjusted to account for missing data.
Figure 2.2a. Potential severity of medication changes. 2b. Potential harm of medication changes. 2c. Clinician survey responses.
Comparison ofbefore group patient and clinician medication changes
| Variable | Patient changes ( | Clinician changes ( | |
|---|---|---|---|
| Number of patients who made or received changes | 29 (80.6%) | 20 (55.6%) | .021 |
| Average number per patient | 2.75 (2.73) | 2.28 (2.70) | .140 |
| Additions | 1.36 (2.52) | 1.06 (2.33) | .546 |
| Deletions | 1.14 (1.42) | 1.11 (1.56) | .539 |
| Modifications | 0.25 (0.87) | 0.11 (0.32) | .245 |
| Average potential severity | 1.09 (0.69) | 1.10 (0.62) | .570 |
| Potential severity | .662 | ||
| Level 0 (insignificant) | 20 (21.1%) | 15 (18.5%) | |
| Level 1 (significant) | 59 (62.1%) | 57 (70.4%) | |
| Level 2 (serious) | 14 (14.7%) | 8 (9.9%) | |
| Level 3 (life-threatening) | 2 (2.1%) | 1 (1.2%) | |
| Average potential harm | 3.38 (1.37) | 3.62 (1.22) | .902 |
| Potential harm | .576 | ||
| Level 1 (little or no confidence) | 16 (16.8%) | 9 (11.1%) | |
| Level 2 (slight to modest confidence) | 14 (14.7%) | 8 (9.9%) | |
| Level 3 (< 50–50 but close call) | 14 (14.7%) | 11 (13.6%) | |
| Level 4 (> 50–50 but close call) | 39 (41.1%) | 44 (54.3%) | |
| Level 5 (strong confidence) | 8 (8.4%) | 7 (8.6%) | |
| Level 6 (virtually certain confidence) | 4 (4.2%) | 2 (2.5%) |
Number of patients reported as n (%); averages reported as mean (SD), categorical variables reported as n (%).
Percentages adjusted to account for missing data.
p-value significant at the .05 level.