| Literature DB >> 31566095 |
S M Bulsara1,2, K Begley1, D E Smith1,3, D J Chan1,3, V Furner1, K V Coote1, R M Hennessy1, D M Alperstein1, A Price1, M Smith1, A Wyson1, H Wand4.
Abstract
Entities:
Keywords: Complexity; HIV; comorbidity; interdisciplinary; screening tool
Mesh:
Year: 2019 PMID: 31566095 PMCID: PMC6886116 DOI: 10.1177/0956462419868359
Source DB: PubMed Journal: Int J STD AIDS ISSN: 0956-4624 Impact factor: 1.359
List of variables used to assess clinical complexity in the present study.
| Scale | Variable |
|---|---|
| CCRS | Substance use |
| Physical health | |
| Mental health | |
| Cognitive impairment | |
| Social network | |
| Home stability | |
| Financial stability | |
| Children < 5 years | |
| Recent prison | |
| Adapted scale |
|
| Crystal methamphetamine (CMA) use | |
| Detectable viral load (VL) | |
| Hepatitis C virus (HCV) | |
| Polypharmacy | |
| Neurological impairment | |
| Diabetes | |
| Cardiovascular disease (CVD) | |
| Cancer |
CCRS: Clinical Complexity Rating Scale.
The distribution of all variables in the development dataset (shaded items denote HIV-specific items added to the original scale).
| Characteristics N (%) | Unadjusted odds ratio (95% CI) | p-value | |
|---|---|---|---|
| Age | |||
| <45 years | 53 (27.32) | 1 | |
| 45–54 years | 77 (39.69) | 1.07 (0.53, 2.15) | 0.858 |
| 55+ years | 64 (32.99) | 1.04 (0.50, 2.16) | 0.920 |
| Substance use | |||
| No | 166 (85.57) | 1 | |
| Yes | 28 (14.43) | 4.46 (1.72, 11.57) | 0.002 |
| Physical health | |||
| No | 89 (46) | 1 | |
| Yes | 105 (54) | 5.18 (2.79, 9.61) | <0.001 |
| Mental health | |||
| No | 104 (53.61) | 1 | |
| Yes | 90 (46.39) | 11.51 (5.84, 22.67) | <0.001 |
| Cognitive impairment | |||
| No | 143 (74.48) | 1 | |
| Yes | 49 (25.52) | 15.4 (5.75, 41.26) | <0.001 |
| Social network | |||
| No | 147 (76.56) | 1 | |
| Yes | 45 (23.44) | 13.0 (4.84, 34.90) | <0.001 |
| Home stability | |||
| No | 166 (86.46) | 1 | |
| Yes | 26 (13.54) | 15.67 (3.58, 68.48) | <0.001 |
| Financial stability | |||
| No | 151 (78.65) | 1 | |
| Yes | 41 (21.35) | 32.16 (7.48, 138.28) | <0.001 |
| Recent prison[ | |||
| No | 181 (94.27) | – | |
| Yes | 11 (5.73) | – | |
| Children aged < 5 years | |||
| No | 181 (94.27) | 1 | |
| Yes | 11 (5.73) | 2.81 (0.72, 10.96) | 0.135 |
| CMA use | |||
| No | 169 (88.02) | 1 | |
| Yes | 23 (11.98) | 8.16 (2.34, 28.50) | 0.001 |
| Detectable VL | |||
| No | 150 (78) | 1 | |
| Yes | 42 (22) | 0.54 (0.27, 1.10) | 0.083 |
| HCV | |||
| No | 171 (89.06) | 1 | |
| Yes | 21 (10.94) | 5.05 (1.62, 15.82) | 0.005 |
| Polypharmacy | |||
| No | 130 (67.71) | 1 | |
| Yes | 62 (31.29) | 6.27 (2.94, 13.32) | <0.001 |
| Neurological impairment | |||
| No | 159 (82.81) | 1 | |
| Yes | 33 (17.19) | 7.50 (2.75, 20.41) | <0.001 |
| Diabetes | |||
| No | 179 (93.23) | 1 | |
| Yes | 13 (6.77) | 2.38 (0.71, 8.00) | 0.162 |
| CVD | |||
| No | 162 (84.38) | 1 | |
| Yes | 30 (15.63) | 1.37 (0.63, 3.01) | 0.428 |
| Cancer | |||
| No | 180 (93.75) | 1 | |
| Yes | 12 (6.25) | 5.47 (1.16, 25.65) | 0.031 |
CMA: crystal methamphetamine; CVD: cardiovascular disease; HCV: hepatitis C virus.
aModel did not converge.
Results from multivariable logistic regression analyses for the development and validation datasets.
Development dataset(AUC [95% CI]: 94% [91%, 97%]) | Validation database(AUC [95% CI]: 94% [95% CI: 91%, 96%]) | |||||
|---|---|---|---|---|---|---|
| Variable | Adjusted odds ratios | p-value | Scoreβ×10 | Adjusted odds ratios | p-value | Scoreβ×10 |
| Financial instability | ||||||
| No | 1 | 1 | ||||
| Yes | 14.78 (2.62, 83.51) | 0.002 | 27 | 6.86 (3.35, 14.06) | 0.000 | 19 |
| Problematic CMA use | ||||||
| No | 1 | 1 | ||||
| Yes | 7.05 (1.25, 39.65) | 0.027 | 20 | 26.57 (10.07, 70.07) | 0.000 | 33 |
| Mental illness and/or other problematic substance use | ||||||
| No | 1 | 1 | ||||
| Yes | 4.22 (1.45, 12.27) | 0.008 | 14 | 3.83 (2.20, 6.67) | 0.000 | 13 |
| Social isolation | ||||||
| No | 1 | 1 | ||||
| Yes | 10.78 (2.47, 47.14) | 0.002 | 24 | 10.72 (5.66, 20.63) | 0.000 | 24 |
| Cognitive/neurological impairment | ||||||
| No | 1 | 1 | ||||
| Yes | 6.19 (1.94, 19.81) | 0.002 | 18 | 3.66 (1.19, 10.67) | 0.023 | 13 |
| Polypharmacy | ||||||
| No | 1 | 1 | ||||
| Yes | 4.27 (1.43, 12.76) | 0.009 | 15 | 4.12 (1.98, 8.57) | 0.000 | 14 |
| Current HCV infection and/or cancer | ||||||
| No | 1 | 1 | ||||
| Yes | 5.65 (1.47, 21.79) | 0.012 | 17 | 8.95 (3.26, 24.62) | 0.000 | 22 |
| Other physical health comorbidity | ||||||
| No | 1 | 1 | ||||
| Yes | 5.33 (1.69, 16.76) | 0.004 | 17 | 4.53 (2.51, 8.21) | 0.000 | 15 |
AUC: area under the receiver-operating curve; CMA: crystal methamphetamine; HCV: hepatitis C virus.
Performance of the development and validation models (shaded line denotes chosen cut-off).
Development model | Validation model | |||||||
|---|---|---|---|---|---|---|---|---|
AUC[ | AUC[ | |||||||
| Complexity label | Range | Cut-offs | Sensitivity (%) | Specificity (%) | % correctly classified | Sensitivity (%) | Specificity (%) | % correctly classified |
| Green (not complex) | 0–29 | >25 | 98 | 78 | 88 | 90 | 87 | 87 |
| Orange (some complexity evident – requires monitoring) | 30–39 | >30 | 98 | 79 | 89 | 82 | 91 | 90 |
| >35 | 85 | 89 | 87 | 76 | 93 | 90 | ||
| Red (complex – requires integrated care and support) | ≥40 | >40 | 80 | 91 | 85 | 72 | 95 | 83 |
| >45 | 76 | 91 | 83 | 66 | 95 | 80 | ||
| >50 | 67 | 95 | 81 | 60 | 96 | 77 | ||
aAUC: area under the curve for score as a continuous variable.
| Variable | Definition |
|---|---|
| Substance use | Active substance use impacts functioning |
| Physical health | The presence of physical health conditions impacts functioning |
| Mental health | The presence of symptoms of mental illness impacts functioning |
| Cognitive impairment | Cognitive impairment impacts functioning |
| Social network | Social isolation impedes functioning |
| Home stability | Lack of stable housing impedes functioning |
| Financial stability | Lack of financial stability impedes functioning |
| Children aged < 5 years | The responsibilities for the care of young children impede functioning |
| Recent prison | Recent incarceration impedes current functioning |
| Crystal methamphetamine (CMA) use | Current CMA use is associated with functional impairment |
| Detectable viral load (VL) | Current detectable VL impacts current functioning |
| Hepatitis C virus (HCV) | Current and untreated HCV infection impacts functioning |
| Polypharmacy | The client is prescribed ≥ 5 medications |
| Neurological impairment | Current neurological impairment impacts current functioning |
| Diabetes | Current diabetes diagnosis impacts current functioning |
| Cardiovascular disease (CVD) | Current CVD impacts current functioning |
| Cancer | Current cancer diagnosis impacts current functioning |
Definitions of each of the 17 variables assessed during the development phase of the study. Scoring denotes evident functional impairment based on various factors at the time of assessment.
| Yes (1)/No (0) | Weighted score | ||
|---|---|---|---|
| 1 | Is there problematic crystal methamphetamine (CMA) use which impacts functioning? | ||
| 2 | Does mental illness (including other problematic substance use, not CMA) impact functioning? | ||
| 3 | Are there any cognitive/neurological concerns (including HAND) which impact functioning? | ||
| 4 | Does social isolation impact functioning? | ||
| 5 | Does financial instability impact functioning? | ||
| 6 | Does the client take five or more medications (polypharmacy)? | ||
| 7 | Is there a current hepatitis C virus (HCV) and/or cancer diagnosis which impacts functioning? | ||
| 8 | Does any other physical comorbidity (not HCV or cancer) impact functioning? | ||
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