| Literature DB >> 30681712 |
Marianne E Weiss1, Olga Yakusheva2, Kathleen L Bobay3, Linda Costa4, Ronda G Hughes5, Susan Nuccio1, Morris Hamilton6, Sarah Bahr1, Danielle Siclovan1, James Bang7.
Abstract
Importance: The downward trend in readmissions has recently slowed. New enhancements to hospital readmission reduction efforts are needed. Structured assessment of patient readiness for discharge has been recommended as an addition to discharge preparation standards of care to assist with tailoring of risk-mitigating actions. Objective: To determine the effect of unit-based implementation of readiness evaluation and discharge intervention protocols on readmissions and emergency department or observation visits. Design, Setting, and Participants: The Readiness Evaluation and Discharge Interventions (READI) cluster randomized clinical trial conducted in medical-surgical units of 33 Magnet hospitals between September 15, 2014, and March 31, 2017, included all adult (aged ≥18 years) patients discharged to home. Baseline and risk-adjusted intent-to-treat analyses used difference-in-differences multilevel logistic regression models with controls for patient characteristics. Interventions: Of 2 adult medical-surgical nursing units from each hospital, 1 was randomized to the intervention and 1 to usual care conditions. Using the 8-item Readiness for Hospital Discharge Scale, the 33 intervention units implemented a sequence of protocols with increasing numbers of components: READI1, in which nurses assessed patients to inform discharge preparation; READI2, which added patient self-assessment; and READI3, which added an instruction to act on a specified Readiness for Hospital Discharge Scale cutoff score indicative of low readiness. Main Outcomes and Measures: Thirty-day return to hospital (readmission or emergency department and observation visits). Intervention units above median baseline readmission rate (>11.3%) were categorized as high-readmission units. Among the 33 intervention units, 17 were low-readmission units and 16 were high-readmission units.Entities:
Mesh:
Year: 2019 PMID: 30681712 PMCID: PMC6484543 DOI: 10.1001/jamanetworkopen.2018.7387
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Figure 1. Study Sample Flow Diagram
Patient-Level Characteristics
| Characteristic | All (N = 144 868) | Control Units (n = 70 263) | Intervention Units | |
|---|---|---|---|---|
| ITT Sample | TPP Sample | |||
| Baseline, No. | 37 323 | 18 019 | 19 304 | 0 |
| READI1, No. | 36 736 | 18 049 | 18 687 | 13 806 |
| READI2, No. | 37 848 | 18 445 | 19 403 | 13 940 |
| READI3, No. | 32 961 | 15 750 | 17 211 | 11 430 |
| Length of stay, mean (SD), d | 4.50 (5.42) | 4.42 (5.62) | 4.58 (5.22) | 4.68 (5.48) |
| Age, mean (SD), y | 59.59 (17.54) | 60.32 (17.37) | 58.91 (17.67) | 58.33 (17.50) |
| Elixhauser Comorbidity Index, mean (SD) | 6.60 (8.25) | 6.59 (8.27) | 6.61 (8.23) | 6.55 (8.24) |
| Sex, No. (%) | ||||
| Male | 70 679 (48.8) | 34 448 (49.0) | 36 231 (48.6) | 19 122 (48.8) |
| Female | 74 189 (51.2) | 35 815 (51.0) | 38 374 (51.4) | 20 054 (51.2) |
| Race, No. (%) | ||||
| American Indian or Alaska Native | 1206 (0.8) | 493 (0.7) | 713 (1.0) | 430 (1.1) |
| Asian | 4737 (3.3) | 2526 (3.6) | 2211 (3.0) | 990 (2.5) |
| Black or African American | 21 009 (14.5) | 10 901 (15.5) | 10 108 (13.5) | 5199 (13.3) |
| Hawaiian or Pacific Islander | 452 (0.3) | 257 (0.4) | 195 (0.3) | 82 (0.2) |
| White | 94 191 (65.0) | 45 111 (64.2) | 49 080 (65.8) | 25 782 (65.8) |
| Unknown | 23 273 (16.1) | 10 975 (15.6) | 12 298 (16.5) | 6693 (17.1) |
| Ethnicity, No. (%) | ||||
| Non-Hispanic and non-Latino | 121 001 (83.5) | 59 025 (84.0) | 61 976 (83.1) | 31 229 (79.7) |
| Hispanic or Latino | 21 696 (15.0) | 10 153 (14.5) | 11 543 (15.5) | 7151 (18.3) |
| Unknown | 2171 (1.5) | 1085 (1.5) | 1086 (1.5) | 796 (2.0) |
| Marital status, No. (%) | ||||
| Not married | 62 224 (43.0) | 29 837 (42.5) | 32 387 (43.4) | 17 198 (43.9) |
| Married | 67 513 (46.6) | 32 034 (45.6) | 35 479 (47.6) | 18 894 (48.2) |
| Unknown | 15 131 (10.4) | 8392 (11.9) | 6739 (9.0) | 3084 (7.9) |
| Payer type, No. (%) | ||||
| Private | 42 511 (29.3) | 19 681 (28.0) | 22 830 (30.6) | 12 140 (31.0) |
| Medicare | 58 307 (40.2) | 29 267 (41.7) | 29 040 (38.9) | 14 685 (37.5) |
| Medicaid | 20 016 (13.8) | 9780 (13.9) | 10 236 (13.7) | 5113 (13.1) |
| Uninsured | 3429 (2.4) | 1576 (2.2) | 1853 (2.5) | 787 (2.0) |
| Other | 20 605 (14.2) | 9959 (14.2) | 10 646 (14.3) | 6451 (16.5) |
| Intensive care unit stay, No. (%) | ||||
| No | 119 035 (82.2) | 58 262 (82.9) | 60 773 (81.5) | 31 822 (81.2) |
| Yes | 25 833 (17.8) | 12 001 (17.1) | 13 832 (18.5) | 7354 (18.8) |
| Major Diagnostic Category, No. (%) | ||||
| Nervous system | 8540 (5.9) | 4495 (6.4) | 4045 (5.4) | 2035 (5.2) |
| Eye | 246 (0.2) | 139 (0.2) | 107 (0.1) | 59 (0.2) |
| Ear, nose, and throat | 1871 (1.3) | 853 (1.2) | 1018 (1.4) | 546 (1.4) |
| Respiratory | 16 217 (11.2) | 7211 (10.3) | 9006 (12.1) | 4600 (11.7) |
| Circulatory | 28 248 (19.5) | 16 478 (23.5) | 11 770 (15.8) | 6046 (15.4) |
| Digestive | 19 927 (13.8) | 8239 (11.7) | 11 688 (15.7) | 5970 (15.2) |
| Hepatobiliary and pancreatic | 7389 (5.1) | 3131 (4.5) | 4258 (5.7) | 2199 (5.6) |
| Musculoskeletal | 10 579 (7.3) | 6111 (8.7) | 4468 (6.0) | 2278 (5.8) |
| Skin and subcutaneous | 4368 (3.0) | 2033 (2.9) | 2335 (3.1) | 1233 (3.1) |
| Endocrine and metabolic | 6767 (4.7) | 2552 (3.6) | 4215 (5.6) | 2282 (5.8) |
| Kidney and urinary | 9127 (6.3) | 4494 (6.4) | 4633 (6.2) | 2469 (6.3) |
| Male reproductive | 956 (0.7) | 547 (0.8) | 409 (0.5) | 223 (0.6) |
| Female reproductive | 2400 (1.7) | 1205 (1.7) | 1195 (1.6) | 647 (1.7) |
| Pregnancy | 801 (0.6) | 417 (0.6) | 384 (0.5) | 160 (0.4) |
| Blood and immunological | 2838 (2.0) | 1120 (1.6) | 1718 (2.3) | 869 (2.2) |
| Myeloproliferative | 700 (0.5) | 407 (0.6) | 293 (0.4) | 149 (0.4) |
| Infectious and parasitic | 9864 (6.8) | 4614 (6.6) | 5250 (7.0) | 2738 (7.0) |
| Mental | 311 (0.2) | 154 (0.2) | 157 (0.2) | 60 (0.2) |
| Alcohol and drug | 1699 (1.2) | 715 (1.0) | 984 (1.3) | 517 (1.3) |
| Injury, poison, and toxin | 2146 (1.5) | 1004 (1.4) | 1142 (1.5) | 574 (1.5) |
| Multiple trauma | 316 (0.2) | 166 (0.2) | 150 (0.2) | 76 (0.2) |
| HIV | 224 (0.2) | 103 (0.1) | 121 (0.2) | 67 (0.2) |
| Transplants | 261 (0.2) | 72 (0.1) | 189 (0.3) | 106 (0.3) |
| Unrelated | 967 (0.7) | 498 (0.7) | 469 (0.6) | 254 (0.6) |
| Other | 757 (0.5) | 375 (0.5) | 382 (0.5) | 195 (0.5) |
| Missing | 7349 (5.1) | 3130 (4.5) | 4219 (5.7) | 2824 (7.2) |
| Patient type, No. (%) | ||||
| Medical | 100 692 (69.5) | 49 043 (69.8) | 51 649 (69.2) | 26 313 (67.2) |
| Surgical | 41 001 (28.3) | 20 359 (29.0) | 20 642 (27.7) | 11 170 (28.5) |
| Unknown | 3175 (2.2) | 861 (1.2) | 2314 (3.1) | 1693 (4.3) |
| Hospitalization in prior 30 d, No. (%) | ||||
| No | 108 981 (75.2) | 52 282 (74.4) | 56 699 (76.0) | 30 635 (78.2) |
| Yes | 17 514 (12.1) | 7920 (11.3) | 9594 (12.9) | 5289 (13.5) |
| Unknown | 18 373 (12.7) | 10 061 (14.3) | 8312 (11.1) | 3252 (8.3) |
| Hospitalization in prior 90 d, No. (%) | ||||
| No | 98 656 (68.1) | 47 472 (67.6) | 51 184 (68.6) | 27 906 (71.2) |
| Yes | 28 971 (20.0) | 13 305 (18.9) | 15 666 (21.0) | 8488 (21.7) |
| Unknown | 17 241 (11.9) | 9486 (13.5) | 7755 (10.4) | 2782 (7.1) |
| 30-d outcomes: return to hospital, No. (%) | ||||
| None | 114 469 (79.0) | 55 398 (78.8) | 59 071 (79.2) | 31 225 (79.7) |
| ED/Obs | 12 732 (8.8) | 6153 (8.8) | 6579 (8.8) | 3421 (8.7) |
| Readmission | 17 667 (12.2) | 8712 (12.4) | 8955 (12.0) | 4530 (11.6) |
Abbreviations: ED, emergency department; ITT, intent-to-treat; Obs, observation; READI, Readiness Evaluation and Discharge Interventions Protocol; TPP, treated-per-protocol.
Includes patients in baseline, READI1, READ2, and READI3 protocols.
Includes patients in READI1, READi2, and READI3 who were treated per protocol. Baseline patients on intervention units were excluded.
Emergency department visit or observation stay with no record of readmission. Emergency department and observation were combined as return to hospital without inpatient readmission.
Hospital and Unit Characteristics
| Characteristic | No. (%) | ||
|---|---|---|---|
| Total Units (N = 66 Units) | Low-Readmission Intervention Units (n = 17 of 33 Units) | High-Readmission Intervention Units (n = 16 of 33 Units) | |
| Licensed beds, mean (SD), No. | 546.97 (336.46) | 441.76 (212.62) | 658.75 (409.16) |
| Geographic location | |||
| Northeast United States | 14 (42.4) | 5 (29.4) | 9 (56.3) |
| Midwest United States | 8 (24.2) | 4 (23.5) | 4 (25.0) |
| North United States | 2 (6.1) | 2 (11.8) | 0 |
| West or Southwest United States | 5 (15.2) | 2 (11.8) | 3 (18.8) |
| South United States | 2 (6.1) | 2 (11.8) | 0 |
| Saudi Arabia | 2 (6.1) | 2 (11.8) | 0 |
| Teaching status | |||
| Community | |||
| Nonteaching | 12 (36.4) | 8 (47.1) | 4 (25.0) |
| Teaching | 7 (21.2) | 2 (11.8) | 5 (31.3) |
| Urban | |||
| Nonteaching | 4 (12.1) | 1 (5.9) | 3 (18.8) |
| Teaching | 4 (12.1) | 4 (23.5) | 0 |
| Academic medical center | 6 (18.2) | 2 (11.8) | 4 (25.0) |
| Intervention units | |||
| Licensed beds, mean (SD), No. | 36.06 (11.78) | 37.18 (9.57) | 34.87 (13.99) |
| 30-d rate per 100 discharges at baseline, mean (SD), % | |||
| Readmission | 12.08 (3.50) | 9.92 (2.94) | 14.39 (2.42) |
| ED/Obs | 9.00 (2.70) | 8.59 (3.31) | 9.42 (1.85) |
| Type | |||
| Medical | 7 (21.2) | 1 (5.9) | 6 (37.5) |
| Surgical | 3 (9.1) | 3 (17.6) | 0 |
| Medical-surgical combined | 15 (45.5) | 8 (47.1) | 7 (43.8) |
| Step-down | 7 (21.2) | 4 (23.5) | 3 (18.8) |
| Blended acuity | 1 (3.0) | 1 (5.9) | 0 |
| Discharge model | |||
| National | 5 (15.2) | 2 (12.5) | 4 (23.5) |
| State, local, or other | 11 (33.3) | 6 (37.5) | 5 (29.4) |
| None | 17 (51.5) | 8 (50.0) | 8 (47.1) |
| Control units | |||
| Licensed beds, mean (SD), No. | 33.00 (9.53) | 34.29 (10.61) | 31.63 (8.38) |
| 30-d rate per 100 discharges at baseline, mean (SD), % | |||
| Readmission | 12.28 (4.34) | 10.16 (3.62) | 14.53 (2.42) |
| ED/Obs | 8.92 (3.14) | 8.63 (3.83) | 9.23 (2.26) |
| Type | |||
| Medical | 10 (30.3) | 4 (23.5) | 6 (37.5) |
| Surgical | 4 (12.1) | 3 (17.6) | 1 (6.3) |
| Medical-surgical combined | 13 (39.4) | 6 (35.3) | 7 (43.8) |
| Step-down | 6 (18.2) | 4 (23.5) | 2 (12.5) |
| Blended acuity | 0 | 0 | 1 (5.9) |
| Discharge model | |||
| National | 6 (18.2) | 1 (6.3) | 4 (23.5) |
| State, local, or other | 13 (39.4) | 6 (37.5) | 7 (41.2) |
| None | 14 (42.4) | 9 (56.3) | 6 (35.3) |
Abbreviations: ED, emergency department; Obs, observation.
Includes 33 hospitals each with 1 intervention unit and 1 control unit.
Emergency department visit or observation stay with no record of readmission. We combined ED and Obs as return to the hospital without inpatient readmission.
National initiatives include Transitional Care Model, Care Transition Model, RED, BOOST, IHI/State Action on Avoidable Readmissions, IHI/American College of Cardiology Hospital to Home (H2H), and Centers for Medicare & Medicaid Services Care Transition Project: Interventions to Reduce Acute Care Transfers (INTERACT). State, local, or other includes state hospital association and other regional collaboratives and local or hospital-specific initiatives.
Difference-in-Differences Estimates of the Effect of the READI Intervention on 30-Day Return to the Hospital Following Discharge
| Return to Hospital | READI1 | READI2 | READI3 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Intervention, Adjusted Rate (95% CI) | Control, Adjusted Rate (95% CI) | Difference (95% CI) | Intervention, Adjusted Rate (95% CI) | Control, Adjusted Rate (95% CI) | Difference (95% CI) | Intervention, Adjusted Rate (95% CI) | Control, Adjusted Rate (95% CI) | Difference (95% CI) | ||||
| Readmission | 12.94 (12.14 to 14.75) | 11.92 (11.46 to 12.39) | 1.02 (0.10 to 1.90) | .03 | 12.23 (11.46 to 12.99) | 12.43 (1.96 to 12.90) | −0.2 (−1.10 to 0.70) | .66 | 12.23 (11.76 to 12.69) | 11.64 (11.14 to 12.13) | 0.59 (−0.30 to 1.50) | .22 |
| ED/Obs | 8.45 (7.76 to 9.15) | 9.6 (9.18 to 10.20) | −1.15 (−2.0 to −0.30) | .008 | 8.39 (7.69 to 9.10) | 8.69 (8.29 to 9.09) | −0.29 (−1.10 to 0.50) | .47 | 8.71 (8.29 to 9.14) | 9.35 (8.90 to 9.79) | −0.64 (−1.50 to 0.20) | .14 |
| Readmission | 12.27 (11.11 to 13.42) | 11.83 (11.20 to 12.46) | 0.44 (−0.80 to 1.60) | .46 | 11.32 (1.54 12.10) | 12.45 (11.58 13.31) | −1.13 (−2.40 to 0.20) | .08 | 12.26 (11.28 13.25) | 11.63 (1.91 to 12.35) | 0.63 (−0.50 to 1.70) | .25 |
| ED/Obs | 8.53 (7.79 to 9.26) | 9.64 (8.84 to 10.45) | −1.12 (−2.30 to 0.10) | .07 | 7.99 (7.24 8.74) | 8.72 (8.30 to 9.14) | −0.73 (−1.90 to 0.40) | .21 | 8.6 (8.01 9.19) | 9.44 (8.90 to 9.98) | −0.84 (−1.90 to 0.20) | .10 |
Abbreviations: ED, emergency department; Obs, observation; READI, Readiness Evaluation and Discharge Interventions Protocol.
Nurse assessment using nurse form of the Readiness for Hospital Discharge Scale (RHDS) with instruction to nurses to use their best judgment with the assessment information to guide actions in completing their patients’ preparation for discharge.
Patient self-assessment using the patient form of the RHDS followed by nurse assessment using the nurse form of the RHDS with instruction to nurses to use their best judgment with the assessment information to guide actions in completing their patients’ preparation for discharge.
Patient self-assessment using the patient form of the RHDS followed by nurse assessment using the nurse form of the RHDS with instruction to nurses to act and document nurse actions if the patient received a low readiness score (<7) on the nurse or patient form.
Adjusted for baseline and patient characteristics. Rates expressed per 100 index patient discharges. Adjusted rates and adjusted difference in rates were estimated using a multinomial logistic regression with adjustment for baseline event rates and patient characteristics and clustering at unit and hospital level.
We combined ED and observation as return to the hospital without inpatient readmission.
Figure 2. Analysis of Readiness Evaluation and Discharge Interventions (READI) Effectiveness for Intervention Units With Low (≤11.3%) and High (>11.3%) Readmission Rate at Baseline
Difference-in-differences predictive margins with 95% CIs (error bars) of the absolute percentage point reduction from the READI intervention by protocol, estimated using a multinomial conditional likelihood difference-in-differences logistic model with adjustment for baseline event rates and patient characteristics with clustering at unit and hospital level. The READI1 protocol used the nurse form of the Readiness for Hospital Discharge Scale (RHDS) with instructions to nurses to use their best judgment with the assessment information to guide actions in completing their patients’ preparation for discharge. The READI2 protocol used patient self-assessment using the patient form of the RHDS followed by nurse assessment using the nurse form of the RHDS with instructions to nurses to use their best judgment. The READI3 protocol used patient self-assessment using the patient form of the RHDS followed by nurse assessment using the nurse form of the RHDS with instruction to nurses to act and document nurse actions if the patient received a low readiness score (<7) on the nurse or patient form. ED indicates emergency department.