| Literature DB >> 31300500 |
Louisa Picco1, Sherilyn Chang1, Edimansyah Abdin1, Boon Yiang Chua1, Qi Yuan1, Janhavi Ajit Vaingankar1, Samantha Ong2, Kah Lai Yow3, Hong Choon Chua4, Siow Ann Chong1, Mythily Subramaniam1.
Abstract
OBJECTIVES: (1) Investigate and explore whether different classes of associative stigma (the process by which a person experiences stigmatisation as a result of an association with another stigmatised person) could be identified using latent class analysis; (2) determine the sociodemographic and employment-related correlates of associative stigma and (3) examine the relationship between associative stigma and job satisfaction, among mental health professionals.Entities:
Keywords: allied health staff; associative stigma; doctors; latent class analysis; mental health; nurses
Mesh:
Year: 2019 PMID: 31300500 PMCID: PMC6629392 DOI: 10.1136/bmjopen-2018-028179
Source DB: PubMed Journal: BMJ Open ISSN: 2044-6055 Impact factor: 2.692
Characteristics of the study sample
| Characteristics | n | % |
| Age (mean years, SD) | 36.4 | 10.6 |
| Minimum to maximum | 21 to | 71 |
| Gender | ||
| Female | 291 | 63.0 |
| Male | 171 | 37.0 |
| Ethnicity | ||
| Chinese | 278 | 60.2 |
| Malay | 36 | 7.8 |
| Indian | 64 | 13.8 |
| Filipino | 59 | 12.8 |
| Myanmar | 16 | 3.5 |
| Others | 9 | 1.9 |
| Marital status | ||
| Never married | 205 | 44.4 |
| Ever married | 257 | 55.6 |
| Education level | ||
| Secondary/‘O/N'* level | 18 | 3.9 |
| ‘A’† level/diploma | 49 | 10.6 |
| Bachelor | 241 | 52.2 |
| Master or above | 154 | 33.3 |
| Residential status | ||
| Singapore citizen | 320 | 69.2 |
| Permanent resident | 59 | 12.8 |
| Non-resident | 83 | 18.0 |
| Occupation | ||
| Doctor | 58 | 12.6 |
| Nurse | 201 | 43.5 |
| Allied health | 203 | 43.9 |
| Years worked at Institute of Mental Health | ||
| Less than 1 year | 52 | 11.3 |
| 1–5 years | 195 | 42.2 |
| 6–10 years | 103 | 22.3 |
| More than 10 years | 112 | 24.2 |
| Job satisfaction (mean, SD) | 7.2 | 1.6 |
| Minimum to Maximum | 1 to | 10 |
*‘O’ and ‘N’ levels indicate 10 and 11 years of education, respectively.
†‘A’ level indicates 12 years of education.
Model comparisons and fit indices
| Classes | AIC | BIC | CAIC | ABIC | Entropy |
| 2 | 711.02 | 806.14 | 829.14 | 733.14 | 0.77 |
| 3 | 617.74 | 762.48 | 797.48 | 651.40 | 0.80 |
| 4 | 575.42 | 769.79 | 816.79 | 620.63 | 0.78 |
| 5 | 571.02 | 815.02 | 874.02 | 627.77 | 0.79 |
| 6 | 589.06 | 882.69 | 953.69 | 657.35 | 0.68 |
| 7 | 549.33 | 892.58 | 975.58 | 629.16 | 0.78 |
| 8 | 550.76 | 943.64 | 1038.64 | 642.13 | 0.80 |
| 9 | 567.26 | 1009.77 | 1116.77 | 670.18 | 0.80 |
These model comparison measurements were used for choosing the optimal number of classes in latent class analysis, where the models with the smallest values indicate a better fit.
AIC, Akaike Information Criterion; ABIC, Adjusted BIC; BIC, Bayesian Information Criterion; CAIC, Consistent AIC.
Figure 1Three-class unconditional latent class analysis of associative stigma.
Three-latent class model of associative stigma prevalence and item-response probabilities
| Item | Statement | Endorsement rate* (n=462) | Latent class (Model 3) | ||
| Class1 | Class 2 | Class 3 | |||
| No/low | Moderate | High | |||
| 48.7% (n=225) | 40.5% (n=187) | 10.8% (n=50) | |||
| Item-response probabilities† | |||||
| 1 | People react negatively when they know I work in a mental healthcare setting | 60.61 | 0.46 | 0.70 | 0.91 |
| 2 | People make jokes about me for working in a mental healthcare setting | 63.85 | 0.56 | 0.65 | 0.91 |
| 3 | I feel ashamed to be working in a mental healthcare setting | 4.76 | 0.00 | 0.00 | 0.39 |
| 4 | I am reluctant to tell people I work in a mental healthcare setting | 14.50 | 0.10 | 0.09 | 0.49 |
| 5 | I have been treated unfairly by others when they learn I work in a mental healthcare setting | 12.99 | 0.04 | 0.13 | 0.50 |
| 6 | Most people think less of a person who works in a mental healthcare setting | 28.14 | 0.04 | 0.86 | 0.77 |
| 7 | Once they know a person works in a mental healthcare setting, most people will take their opinions less seriously | 20.13 | 0.00 | 0.65 | 0.81 |
| 8 | Mental healthcare contributes to the health of people, families, communities and society in unique and meaningful ways | 91.99 | 0.08 | 0.15 | 0.60 |
| 9 | The mental health profession lacks a scientific basis | 14.94 | 0.16 | 0.27 | 0.79 |
| 10 | Working in a mental healthcare setting does not require special skills | 2.81 | 0.02 | 0.02 | 0.36 |
| 11 | Mental health work is dangerous | 40.69 | 0.45 | 0.59 | 0.66 |
*Endorsement rate was determined if respondents provided the following responses: sometimes, often, all the time, slightly agree or strongly agree.
†Item-response probability values range from 0 to 1, where numbers closer to 0 represent a low probability of endorsing a specific item, whereas values closer to 1 represent a high probability of endorsing the item.
Sociodemographic and employment-related correlates of associative stigma among mental health professionals versus the reference group (no/low associative stigma)*
| Moderate associative stigma | High associative stigma | |||||||
| OR | 95% CI | P value | OR | 95% CI | P value | |||
| Lower | Upper | Lower | Upper | |||||
|---|---|---|---|---|---|---|---|---|
| Age | 0.98 | 0.95 | 1.00 | 0.092 | 0.98 | 0.94 | 1.02 | 0.345 |
| Sex | ||||||||
| Female (Ref) | ||||||||
| Male | 1.23 | 0.78 | 1.94 | 0.369 | 1.18 | 0.57 | 2.43 | 0.655 |
| Residency status | ||||||||
| Singapore citizen (Ref) | ||||||||
| Permanent resident | 1.34 | 0.64 | 2.82 | 0.443 | 0.72 | 0.21 | 2.48 | 0.607 |
| Non-resident | 1.12 | 0.47 | 2.65 | 0.801 | 0.36 | 0.08 | 1.66 | 0.189 |
| Ethnicity | ||||||||
| Chinese (Ref) | ||||||||
| Malay | 0.59 | 0.22 | 1.55 | 0.282 | 0.97 | 0.29 | 3.26 | 0.965 |
| Indian | 1.61 | 0.80 | 3.27 | 0.186 | ||||
| Filipino | 0.88 | 0.31 | 2.45 | 0.802 | 3.00 | 0.63 | 14.38 | 0.170 |
| Myanmar | 1.69 | 0.43 | 6.62 | 0.450 | 0.92 | 0.07 | 11.56 | 0.947 |
| Others | 1.13 | 0.25 | 5.19 | 0.874 | . | . | . | . |
| Marital status | ||||||||
| Never married (Ref) | ||||||||
| Ever married | 1.13 | 0.70 | 1.83 | 0.625 | 1.06 | 0.48 | 2.37 | 0.885 |
| Education | ||||||||
| Secondary/ ’O/N’ level† | 3.06 | 0.77 | 12.10 | 0.111 | ||||
| ’A' level‡ & diploma | 1.61 | 0.62 | 4.21 | 0.333 | 2.50 | 0.61 | 10.28 | 0.203 |
| Bachelor | 1.22 | 0.71 | 2.11 | 0.470 | 1.28 | 0.44 | 3.74 | 0.656 |
| Masters or above (Ref) | ||||||||
| Occupation | ||||||||
| Doctor | 2.22 | 0.46 | 10.84 | 0.324 | ||||
| Nurse | ||||||||
| Allied health (Ref) | ||||||||
| Years worked at IMH§ | ||||||||
| <1 year | 0.23 | 0.03 | 1.71 | 0.151 | ||||
| 1–5 years | 0.53 | 0.25 | 1.09 | 0.083 | 0.98 | 0.28 | 3.39 | 0.977 |
| 6–10 years | 0.79 | 0.24 | 2.55 | 0.689 | ||||
| >10 years (Ref) | ||||||||
*Multinomial logistic regression model. Bold values represent those that are statistically signifant as reported at p < 0.05.
†‘O’ and ‘N’ levels indicate10 and 11 years of education, respectively.
‡‘A’ level indicates 12 years of education.
§IMH, Institute of Mental Health; Ref, reference group.
Relationship between associative stigma and job satisfaction
| Latent classes | Job satisfaction | Model 1 | Model 2 | ||||||||
| n | Mean | SD | Beta coefficient | 95% CI | P value | Adjusted | 95% CI | P value | |||
| Lower | Upper | Lower | Upper | ||||||||
| No/low associative stigma | 225 | 7.24 | 1.52 | Ref. | Ref. | ||||||
| Moderate associative stigma | 187 | 7.26 | 1.51 | 0.02 | − 0.28 | 0.32 | 0.9132 | −0.18 | −0.49 | 0.12 | 0.2337 |
| High associative stigma | 50 | 6.46 | 1.79 | −0.78 | − 1.26 | −0.30 | −1.08 | −1.57 | −0.59 | ||
Model 1=Simple linear regression.
Model 2=Multiple linear regression after adjusting for sociodemographic and employment-related correlates including age, gender, ethnicity, residency status, marital status, education, occupation and years worked at Institute of Mental Health.
Job satisfaction scores were based on a single item (how satisfied are you with your job?) using a scale from 1 to 10, where 1 indicates very dissatisfied and 10 indicate very satisfied.
Ref, reference group. Bold values represent those that are statistically signifant as reported at p<0.05.