| Literature DB >> 30022813 |
Saul Alcaraz1, Carme Viladrich2, Joan Trujols1,3, Núria Siñol1, José Pérez de Los Cobos1,3,4.
Abstract
PURPOSE: The aim of the present study was to test a structural equation model of patient satisfaction with different key facets of methadone maintenance treatment (MMT). In this model, the three dimensions of patient satisfaction with methadone as a medication (ie, personal functioning and well-being, anti-addictive effect on heroin, and anti-addictive effect on non-opioid substances) were expected to predict satisfaction with the basic interventions delivered by the staff of treatment centers to implement MMT. PATIENTS AND METHODS: A sample of 210 heroin-dependent patients, resistant to MMT treatment (mean age =41.66 years, SD =6.50; 75.7% male), participated voluntarily in this study. Preliminary analysis based on exploratory structural equation modeling supported the expected three-factor measurement model of the scale to assess satisfaction with medications for addiction treatment - methadone for heroin addiction. Moreover, the 15 items measuring staff's basic interventions were shown to be compatible with the expected single-factor measurement model. Then, both measurement models were included in a structural model.Entities:
Keywords: exploratory structural equation modeling; methadone non-responders; satisfaction with medication; satisfaction with treatment; treatment quality
Year: 2018 PMID: 30022813 PMCID: PMC6044354 DOI: 10.2147/PPA.S164181
Source DB: PubMed Journal: Patient Prefer Adherence ISSN: 1177-889X Impact factor: 2.711
Description of the participants
| Variables | Participants (n=210) |
|---|---|
| Age (years), mean (SD) | 41.66 (6.50) |
| Male gender (%) | 75.7 |
| Years of education, mean (SD) | 10.65 (2.87) |
| Marital status (%) | |
| Single | 56.7 |
| Married or living with a partner | 19.5 |
| Separated or divorced | 18.6 |
| Widowed | 5.2 |
| Heroin use | |
| Age of onset (years), mean (SD) | 20.53 (6.28) |
| Time of use (months), mean (SD) | 137.22 (84.15) |
| Main route of administration (%) | |
| Intravenous | 66.0 |
| Intranasal | 17.7 |
| Intrapulmonary | 16.3 |
| MMT | |
| Duration lifetime (months), mean (SD) | 109.21 (71.50) |
| Current dose (mg/d), mean (SD) | 66.75 (82.53) |
| Current dose range (%) | |
| <60 mg/d | 62.1 |
| 60–100 mg/d | 24.3 |
| >100 mg/d | 13.6 |
| History of non-opioid substance use (%) | |
| Alcohol | 70.0 |
| Benzodiazepines | 64.3 |
| Cannabis | 87.6 |
| Cocaine | 93.3 |
| Tobacco | 97.1 |
Note: History of use of non-opioid substances was defined as consumption of these substances at least 20 times in a lifetime (without a prescription in the case of benzodiazepines).
Abbreviation: MMT, methadone maintenance treatment.
SASMAT-METHER and basic interventions data distribution and item factor loadings
| Item | Data distribution (%)
| SASMAT-METHER ESEM factor loadings
| Basic interventions factor loadings | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | MV | F1 | F2 | F3 | ||
| Impact on enjoying pleasant things of life | 9.5 | 18.1 | 30.0 | 9.0 | 0.0 | 0.650 | 0.187 | 0.006 | ||
| Tolerability regarding side effects | 7.6 | 16.7 | 22.4 | 7.1 | 0.5 | 0.448 | 0.202 | 0.057 | ||
| Impact on overall physical health | 9.0 | 21.4 | 31.4 | 3.8 | 0.0 | 0.575 | 0.033 | 0.102 | ||
| Compatibility with everyday activities | 6.7 | 12.4 | 20.5 | 14.3 | 0.5 | 0.929 | −0.053 | −0.017 | ||
| Compatibility with leisure activities | 5.2 | 13.3 | 22.9 | 9.5 | 0.5 | 0.902 | 0.016 | −0.054 | ||
| Compatibility with social activities | 4.3 | 16.7 | 23.8 | 7.1 | 0.0 | 0.841 | −0.036 | 0.012 | ||
| Compatibility with work/student activity | 7.1/4.8 | 9.0/4.8 | 19.0/ | 11.4/5.2 | 14.8/52.9 | 0.842 | −0.173 | 0.008 | ||
| Efficacy to stop thinking about heroin | 9.0 | 11.0 | 18.6 | 19.5 | 0.0 | −0.010 | 0.863 | 0.026 | ||
| Efficacy to avoid paying attention to everything around me related to heroin | 5.2 | 14.3 | 17.1 | 19.5 | 0.0 | 0.026 | 0.778 | −0.029 | ||
| Efficacy in reducing heroin craving | 3.8 | 16.7 | 9.5 | 25.2 | 0.0 | −0.037 | 0.855 | 0.094 | ||
| Efficacy in preventing heroin withdrawal | 2.9 | 4.3 | 5.2 | 33.8 | 0.5 | 0.276 | 0.634 | −0.048 | ||
| Efficacy in reducing heroin use | 2.9 | 6.7 | 10.0 | 28.1 | 0.0 | 0.094 | 0.721 | 0.086 | ||
| Efficacy to stop thinking about other substances | 14.8 | 25.2 | 21.4 | 4.3 | 1.0 | 0.071 | 0.109 | 0.747 | ||
| Efficacy to avoid paying attention to everything around me related to other substances | 9.5 | 24.8 | 27.1 | 4.3 | 1.0 | 0.025 | 0.090 | 0.833 | ||
| Efficacy in reducing other substance craving | 11.9 | 26.7 | 24.8 | 4.3 | 1.0 | −0.010 | 0.072 | 0.866 | ||
| Efficacy in preventing other substance withdrawal | 10.0 | 21.4 | 27.1 | 6.2 | 1.0 | −0.206 | −0.014 | 0.959 | ||
| Efficacy in reducing other substance use | 11.4 | 22.4 | 28.6 | 4.8 | 1.0 | −0.134 | −0.003 | 0.982 | ||
| Helping patient deal with problems | 4.3 | 8.6 | 17.1 | 24.3 | 0.0 | 0.779 | ||||
| Physicians’ ability to listen | 5.2 | 9.5 | 12.9 | 24.8 | 5.2 | 0.870 | ||||
| Physicians’ manner | 3.8 | 6.7 | 11.9 | 33.3 | 4.8 | 0.853 | ||||
| Referring to other specialists | 5.2 | 8.1 | 29.0 | 17.1 | 0.5 | 0.722 | ||||
| Overall satisfaction | 2.9 | 5.2 | 16.2 | 21.4 | 0.0 | 0.884 | ||||
| Nurses’ manner | 1.4 | 2.4 | 8.6 | 36.2 | 4.8 | 0.645 | ||||
| Improving relationship between patient and relatives | 6.7 | 8.6 | 21.9 | 12.4 | 0.0 | 0.860 | ||||
| Helping family members to understand patient’s problems | 10.0 | 10.5 | 20.5 | 11.0 | 0.5 | 0.887 | ||||
| Nurses’ knowledge of patient’s medical history | 2.9 | 6.2 | 22.4 | 20.5 | 1.0 | 0.741 | ||||
| Information on addiction | 7.1 | 9.0 | 22.4 | 16.7 | 0.5 | 0.834 | ||||
| Helping patient in relationships outside the family | 8.6 | 15.2 | 20.0 | 8.1 | 0.0 | 0.745 | ||||
| Instructions between visits | 6.7 | 7.1 | 24.3 | 12.4 | 0.0 | 0.767 | ||||
| Helping patient to look after himself | 7.1 | 15.2 | 31.4 | 14.3 | 0.0 | 0.815 | ||||
| Nurses’ ability to listen | 2.4 | 5.2 | 14.3 | 21.0 | 7.1 | 0.717 | ||||
| Help received for methadone side effects | 4.3 | 11.0 | 31.9 | 10.5 | 0.0 | 0.663 | ||||
Notes: F1, personal functioning and well-being; F2, anti-addictive effect on heroin; F3, anti-addictive effect on other substances.
F1 item 7 corresponds to the mean between items 7 and 8 of personal functioning and well-being. Data distributions of both items are presented in this table. The most selected category for each item is highlighted in bold.
Abbreviations: ESEM, exploratory structural equation model; SASMAT-METHER, scale to assess satisfaction with medications for addiction treatment – methadone for heroin addiction; MV, missing values.
Subscale data and correlations between factors
| Factor | Mean (SD) | % satisfied | 1 | 2 | 3 | 4 |
|---|---|---|---|---|---|---|
| SASMAT-METHER | ||||||
| 1. Personal functioning and well-being | 3.31 (0.80) | 65.2 | 1 | |||
| 2. Anti-addictive effect on heroin | 3.78 (0.86) | 78.6 | 0.488 | 1 | ||
| 3. Anti-addictive effect on other substances | 2.88 (0.94) | 42.3 | 0.304 | 0.431 | 1 | |
| VSSS-MT | ||||||
| 4. Basic interventions | 3.58 (0.76) | 77.1 | 0.299 | 0.286 | 0.265 | 1 |
Notes: % satisfied = patients with a score >3 in a particular subscale. All latent correlations were significant at p<0.001.
Abbreviations: SASMAT-METHER, scale to assess satisfaction with medications for addiction treatment – methadone for heroin addiction; VSSS-MT, Verona service satisfaction scale for methadone-treated patients.
SASMAT-METHER measurement models comparison
| Model | RMSEA (90% CI) | CFI | TLI | Δ | ΔRMSEA | ΔCFI | ΔTLI | |||
|---|---|---|---|---|---|---|---|---|---|---|
| < | ||||||||||
| Model 2 – three correlated factors CFA | 312.420 (116) | <0.001 | 0.090 (0.078–0.102) | 0.970 | 0.964 | 115.675 (28) | <0.001 | 0.012 | −0.013 | −0.009 |
| Model 3 – three uncorrelated factors CFA | 934.044 (119) | <0.001 | 0.181 (0.170–0.191) | 0.874 | 0.856 | 135.274 (3) | <0.001 | 0.091 | −0.096 | −0.108 |
| Model 4 – one factor | 1,550.953 (119) | <0.001 | 0.239 (0.229–0.250) | 0.778 | 0.747 | 282.187 (3) | <0.001 | 0.149 | −0.192 | −0.217 |
Notes: The table presents the taxonomy of nested measurement models. The selected model is highlighted in bold.
Abbreviations: SASMAT-METHER, scale to assess satisfaction with medications for addiction treatment – methadone for heroin addiction; ESEM, exploratory structural equation model; CFA, confirmatory factor analysis; RMSEA, root mean square error of approximation; CI, confidence interval; CFI, comparative fit index; TLI, Tucker–Lewis index.
Figure 1Structural model describing the influence of SASMAT-METHER factors on patient satisfaction with the basic interventions conducted at methadone treatment centers.
Notes: All coefficients are standardized. *p<0.05.
Abbreviation: SASMAT-METHER, scale to assess satisfaction with medications for addiction treatment – methadone for heroin addiction.