| Literature DB >> 31977059 |
Alison M Cogan1,2, Jennifer A Weaver2, Matt McHarg3, Natalie E Leland4, Leslie Davidson2, Trudy Mallinson2.
Abstract
Importance: Medicare is shifting from payment for postacute care services based on the volume provided to payment based on value as determined by patient characteristics and functional outcomes. Matching therapy time and length of stay (LOS) to patient needs will be critical to optimize functional outcomes and manage costs. Objective: To investigate the association among therapy time, LOS, and functional outcomes for patients following hip fracture surgery. Design, Setting, and Participants: This retrospective cohort study analyzed data on patients from 4 inpatient rehabilitation facilities and 7 skilled nursing facilities in the eastern and midwestern United States. Participants were patients aged 65 years or older who received inpatient rehabilitation services for hip fracture and had Medicare fee-for-service as their primary payer. Data were collected from 2005 to 2010. Analysis was conducted from November 2018 to June 2019. Exposure: Therapy minutes per LOS day. Main Outcomes and Measures: Functional Independence Measure mobility and self-care measures at discharge. Patients were categorized into 9 recovery groups based on low, medium, or high therapy minutes per LOS day and low, medium, or high rate of functional gain per day.Entities:
Year: 2020 PMID: 31977059 PMCID: PMC6991278 DOI: 10.1001/jamanetworkopen.2019.19672
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Patient Demographic Characteristics
| Variable | No. (%) | ||
|---|---|---|---|
| IRF (n = 79) | SNF (n = 71) | Total (N = 150) | |
| Female | 48 (67.6) | 53 (74.6) | 101 (67.3) |
| Age, mean (SD), y | 80.73 (6.95) | 83.36 (7.53) | 82.0 (7.3) |
| Race | |||
| White | 78 (98.7) | 70 (98.6) | 148 (98.6) |
| Other | 1 (1.3) | 1 (1.4) | 2 (1.4) |
| Marital status | |||
| Widowed | 33 (41.8) | 24 (33.8) | 72 (48.0) |
| Married or partnered | 33 (41.8) | 39 (54.9) | 57 (38.0) |
| Divorced | 5 (6.3) | 1 (1.4) | 11 (7.3) |
| Single | 6 (7.6) | 5 (7.0) | 6 (4.0) |
| Unknown | 0 | 1 (1.4) | 1 (0.7) |
| Lives alone | 33 (41.8) | 36 (50.7) | 69 (46.0) |
| Discharge to home | 56 (70.9) | 53 (73.2) | 108 (72.0) |
| Geriatric conditions | |||
| Bladder incontinence | 42 (53.2) | 36 (50.7) | 78 (52.0) |
| Impaired decision-making | 22 (27.8) | 42 (59.2) | 64 (42.7) |
| Visual impairment | 21 (26.6) | 13 (18.3) | 34 (22.7) |
| Diabetes | 18 (22.8) | 14 (19.7) | 32 (21.3) |
| Bowel incontinence | 14 (17.7) | 12 (16.9) | 26 (17.3) |
| Depression | 12 (15.2) | 10 (14.1) | 22 (14.7) |
| Obesity | 8 (10.1) | 9 (12.7) | 17 (11.3) |
| Falls | 8 (10.1) | 1 (1.4) | 9 (6.0) |
| Dementia | 0 | 3 (4.2) | 3 (2.0) |
| Memory impairment | |||
| Short-term | 10 (12.7) | 25 (35.2) | 35 (23.3) |
| Long-term | 3 (3.8) | 8 (11.3) | 11 (7.3) |
| Total reported comorbidities, No. | |||
| 0-3 | 5 (6.3) | 7 (9.9) | 12 (8.0) |
| 4-7 | 12 (15.2) | 38 (53.5) | 50 (33.3) |
| 8-10 | 62 (78.5) | 26 (36.6) | 88 (58.7) |
Abbreviations: IRF, inpatient rehabilitation facility; SNF, skilled nursing facility.
Geriatric conditions derived from geriatric syndrome and risk factors as described by Inouye et al.[8]
Dementia calculated from Cognitive Performance Scale score per algorithm described by van der Steen et al.[12]
Reflects the count of any recorded comorbidities, up to 10 reported on data collection forms.
Figure 1. Hip Fracture Recovery Trajectories by Gain and Therapy Minutes per Length of Stay Day (TMLD) Subgroup
A, Mobility measures 26 or greater indicate minimum assistance for stairs and modified independent or supervised status on all other items. Measures 22 or greater but less than 26 indicate supervision for toilet transfers, maximum assistance for stairs, and minimum assistance to supervised status for other items. Measures less than 22 indicate minimum assistance for toilet transfers and moderate to maximum assistance for other items. B, Measures greater than 30 indicate supervised to independent status on all items. Measures 27 to 30 indicate need for minimum assistance for lower-extremity dressing, bathing, and toileting. Measures less than 27 indicate moderate to maximum assistance for lower-extremity dressing and bathing, minimum to moderate assistance for toileting, and supervision for upper-extremity dressing.
Stepwise Regression Model for Mobility Discharge Score Including All Variables
| Variable | Adjusted | AIC | BIC | β (SE) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Admission Mobility Score | Mobility Gain Group | TMLD Group | Gain and TMLD | ≥3 Geriatric Conditions | LOS | |||||||||
| Medium | High | Medium | High | Medium and Medium | High and Medium | Medium and High | High and High | |||||||
| Admission mobility score | 0.51 | 852.83 | 858.85 | 1.00 (0.03) | ||||||||||
| Mobility gain group | 0.61 | 781.19 | 793.23 | 0.76 (0.08) | 3.95 (0.65) | 6.50 (0.67) | ||||||||
| TMLD group | 0.62 | 776.52 | 794.58 | 0.76 (0.08) | 4.21 (0.65) | 7.14 (0.69) | –1.43 (0.67) | –1.94 (0.67) | ||||||
| Gain and TMLD interaction | 0.63 | 776.24 | 806.35 | 0.75 (0.08) | 5.85 (1.03) | 7.61 (1.55) | 0.62 (1.08) | –1.55 (1.08) | –3.33 (1.53) | –2.50 (1.89) | –2.01 (1.53) | 0.40 (1.88) | ||
| ≥3 Geriatric conditions | 0.64 | 773.47 | 806.59 | 0.70 (0.08) | 5.66 (1.02) | 7.44 (1.53) | 0.17 (1.09) | –1.71 (1.07) | –3.12 (1.51) | –2.41 (1.87) | –1.83 (1.52) | 0.31 (1.85) | –1.26 (0.59) | |
| LOS | 0.82 | 671.66 | 707.79 | 0.92 (0.06) | 6.99 (0.73) | 11.46 (1.14) | 2.21 (0.79) | 2.15 (0.83) | –3.01 (1.07) | –3.26 (1.33) | –3.17 (1.08) | –2.32 (1.33) | –0.91 (0.42) | 0.25 (0.02) |
Abbreviations: AIC, Akaike information criterion; BIC, Bayes information criterion; LOS, length of stay; TMLD, therapy minutes per LOS day.
Regression coefficients are provided for each model relative to low-gain, low-intensity groups. Gain group remained significant in all models. Therapy intensity was not significant after interacting with gain group, although medium-intensity, medium-gain and medium-intensity, high-gain groups were significant. Neither intensity nor geriatric conditions significantly improved the amount of model variance explained. Length of stay dramatically increased the proportion of variance explained, and all therapy group coefficients became significant, indicating that LOS explains most of the difference in mobility discharge measure among the groups. Smaller numbers for both AIC and BIC indicate a better-fitting model.
Statistically significant at P ≤ .001.
Statistically significant at P ≤ .05.
Statistically significant at P ≤ .01.
Figure 2. Hip Fracture Recovery Marginal Means Model
Marginal means for mobility (A) and self-care (B) were calculated from the regression model controlling for mobility score at admission, therapy minutes per length of stay day, length of stay, having 3 or more geriatric conditions, and interaction between gain rate group and therapy minutes per length of stay day group. Dashed lines show the functional independence thresholds at 22 and 26 units (A) and at 27 and 30 units (B), and shaded areas show 95% confidence intervals. PAC indicates postacute care.
Stepwise Regression Model for Self-care Discharge Score Including All Variables
| Variable | Adjusted | AIC | BIC | β (SE) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Admission Self-care Score | Self-care Gain Group | TMLD Group | Gain and TMLD | ≥3 Geriatric Conditions | LOS | |||||||||
| Medium | High | Medium | High | Medium and Medium | High and Medium | Medium and High | High and High | |||||||
| Admission self-care score | 0.55 | 856.02 | 862.04 | 0.93 (0.02) | ||||||||||
| Self-care gain group | 0.66 | 769.49 | 781.54 | 0.83 (0.08) | 5.15 (0.62) | 7.46 (0.70) | ||||||||
| TMLD group | 0.69 | 760.61 | 778.67 | 0.87 (0.08) | 5.22 (0.60) | 7.80 (0.69) | –0.87 (0.64) | –2.23 (0.64) | ||||||
| Gain and intensity interaction | 0.69 | 762.05 | 792.16 | 0.86 (0.08) | 7.10 (0.96) | 8.85 (1.52) | 0.88 (1.21) | –0.28 (1.11) | –2.92 (1.49) | –1.60 (1.92) | –3.17 (1.41) | 1.95 (1.85) | ||
| ≥3 Geriatric conditions | 0.69 | 763.21 | 796.33 | 0.83 (0.08) | 7.05 (0.96) | 8.81 (1.52) | 0.81 (1.21) | –0.22 (1.11) | –2.97 (1.49) | –1.67 (1.92) | –3.23 (1.42) | –2.18 (1.87) | –0.54 (0.60) | |
| LOS | 0.82 | 679.41 | 715.53 | 0.89 (0.06) | 8.39 (0.74) | 12.38 (1.2) | 3.29 (0.95) | 3.04 (0.89) | –3.94 (1.13) | –2.87 (1.45) | –4.17 (1.07) | –4.08 (1.42) | –0.35 (0.46) | 0.21 (0.02) |
Abbreviations: AIC, Akaike information criterion; BIC, Bayes information criterion; LOS, length of stay; TMLD, therapy minutes per LOS day.
Regression coefficients are provided for each model relative to low-gain, low-intensity groups. Gain group remained significant in all models. Therapy intensity remained significant after interacting with gain group, as were medium-intensity, medium-gain and medium-intensity, high-gain groups. Neither intensity nor geriatric conditions significantly improved the amount of model variance explained. Length of stay dramatically increased the proportion of variance explained, and all therapy group coefficients became significant (except geriatric conditions), indicating that LOS explained most of the difference in self-care discharge measure among the groups. Smaller numbers for both AIC and BIC indicate a better-fitting model.
Statistically significant at P ≤ .001.
Statistically significant at P ≤ .05.
Statistically significant at P ≤ .01.