Access to Mental Health Services: Precariously Employed Workers Experiencing Anxiety or Depression Encounter Barriers When Seeking Care
Abstract
1. Introduction
2. Methods
2.1. Study Design and Sampling
2.2. Survey Instrument and Measures
2.3. Statistical Analysis
2.4. Qualitative Interviews
2.5. Mixed-Methods Integration
2.6. Ethics
3. Results
3.1. Surveys
3.2. Interviews
3.3. Interpretation and Recommendations
- Enhancing public investment in universal, employment-independent mental health services, which has shown potential to reduce inequities in OECD nations [101].
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Demographic Characteristics | Convenience Survey Sample N (%) | Severely or Extremely Anxious or Depressed, n | % with Severe/Extreme Anxiety or Depression Within Category * | % of All Respondents with Severe/Extreme Anxiety or Depression by Category ** |
|---|---|---|---|---|
| Age | 259 | 51 | ||
| 25–35 | 91 (35.1%) | 23 | 25.3% | 45.1% |
| 36–45 | 90 (34.7%) | 17 | 18.9% | 33.3% |
| 46–55 | 78 (30.1%) | 11 | 14.1% | 21.6% |
| Gender | 259 | 51 | ||
| Male | 45 (17.4%) | 9 | 20% | 17.6% |
| Female | 200 (77.2%) | 39 | 19.5% | 76.5% |
| Gender variant/non-binary | 10 (3.9%) | 3 | 30% | 5.9% |
| Prefer not to answer | 4 (1.5%) | 0 | 0% | 0.0% |
| Immigration Status | 259 | 51 | ||
| Immigrant | 33 (12.7%) | 5 | 15.2% | 9.8% |
| Non-immigrant | 226 (87.3%) | 46 | 20.4% | 90.2% |
| Education Level | 256 | 50 | ||
| Primary or high school graduate | 28 (10.9%) | 4 | 14.3% | 8.0% |
| Some college or university education | 57 (22.3%) | 16 | 28.1% | 32.0% |
| College or university graduate | 171 (66.8%) | 30 | 17.5% | 60.0% |
| Employment Characteristics | Convenience Survey Sample N (%) | Severely or Extremely Anxious or Depressed n | % With Severe/Extreme Anxiety or Depression Within Category * | % of All Respondents with Severe/Extreme Anxiety or Depression by Category ** |
|---|---|---|---|---|
| Precariousness Employment Scale | 240 | 48 | ||
| Low PE (score of 15 or lower) | 109 (45.4%) | 14 | 12.8% | 29.2% |
| High PE (score higher than 15) | 131 (54.6%) | 34 | 26.0% | 70.8% |
| Employment Arrangement | 229 | 44 | ||
| Employed directly by the employer | 164 (71.6%) | 24 | 14.6% | 54.5% |
| Employed through a temp agency | 18 (7.9%) | 4 | 22.2% | 9.1% |
| Self-employed with no employees | 24 (10.5%) | 8 | 33.3% | 18.2% |
| Self-employed with employees | 1 (0.4%) | 1 | 100% | 2.3% |
| Gig/platform work | 22 (9.6%) | 7 | 31.8% | 15.9% |
| Agreed Contract Length or Type | 217 | 40 | ||
| On-call or day-to-day basis | 34 (15.7%) | 9 | 26.5% | 22.5% |
| Less than 6 months | 50 (23%) | 9 | 18.0% | 22.5% |
| 6 months to 1 year | 25 (11.5%) | 5 | 20.0% | 12.5% |
| Longer than 1 year | 22 (10.1%) | 3 | 13.6% | 7.5% |
| Permanent or open-ended | 72 (33.2%) | 13 | 18.1% | 32.5% |
| End date or length of job unknown | 14 (6.5%) | 1 | 7.1% | 2.5% |
| Work Hours | 230 | 44 | ||
| Part-time (<30 h per week) | 90 (39.1%) | 17 | 18.9% | 38.6% |
| Hours vary from week to week (could be <30) | 63 (27.4%) | 16 | 25.4% | 36.4% |
| Full time (≥30 h per week) | 77 (33.5%) | 11 | 14.3% | 25.0% |
| Formal/Informal Employment | 229 | 43 | ||
| Formal | 181 (79%) | 32 | 17.7% | 74.4% |
| Informal | 48 (21%) | 11 | 22.9% | 25.6% |
| Income After Taxes | 242 | 48 | ||
| Less than 60% of median | 159 (65.7%) | 39 | 24.5% | 81.3% |
| 60% or more of median | 83 (34.3%) | 9 | 10.8% | 18.8% |
| Income Variation in Past 3 Months | 122 | 21 | ||
| Very much | 30 (24.6%) | 10 | 33.3% | 47.6% |
| Somewhat or a little | 67 (54.9%) | 5 | 15.0% | 23.8% |
| Not at all | 25 (20.5%) | 6 | 24.0% | 28.6% |
| Likelihood that Total Working Hours Will be Reduced in the Next 3 Months | 225 | 47 | ||
| Very likely | 73 (32.4%) | 16 | 21.9% | 34.0% |
| Probably or maybe | 53 (23.6%) | 15 | 28.3% | 31.9% |
| Not likely or Not at all likely | 62 (27.6%) | 8 | 12.9% | 17.0% |
| Not applicable | 37 (16.4%) | 8 | 21.6% | 17.0% |
| Model 1—Unadjusted | ||||
|---|---|---|---|---|
| Explanatory Variables | Answer Categories | Severe or Extreme Anxiety or Depression | ||
| Odds Ratio & Significance | 95% CI Inf | 95% CI Sup | ||
| Employment Precariousness Score N = 240 [Reference category = Low PE, score of 15 or lower] | High PE (score higher than 15) | 2.38 * | 1.22 | 4.84 |
| Employment Arrangement N = 229 [Reference category = Employed directly by the employer] | Employed through a temp agency | 1.67 | 0.51 | 5.49 |
| Self-employed with no employees | 2.92 * | 1.12 | 7.56 | |
| Self-employed with employees | 12,356,049.87 | 0 | Inf | |
| Gig/platform work | 2.72 * | 1.01 | 7.37 | |
| Agreed Contract Length or Type N = 217 [Reference category = Permanent or open-ended] | On-call or day-to-day basis | 1.63 | 0.62 | 4.31 |
| Less than 6 months | 1 | 0.39 | 2.55 | |
| 6 months to 1 year | 1.13 | 0.36 | 3.58 | |
| Longer than 1 year | 0.72 | 0.18 | 2.79 | |
| End date or length of job unknown | 0.35 | 0.04 | 2.01 | |
| Work Hours N = 230 [Reference category = Full time (≥30 h per week)] | Part-time (<30 h per week) | 1.4 | 0.61 | 3.2 |
| Hours vary from week to week (could be <30) | 2.04 | 0.87 | 4.8 | |
| Formal/Informal N = 229 [Reference category = formal employment] | Informal employment | 1.38 | 0.64 | 3 |
| Income after taxes N = 242 [Reference category = 60% or more of median] | Less than 60% of median | 2.67 * | 1.22 | 5.83 |
| Income variation in past 3 months N = 122 [Reference category = Not at all] | Very much | 1.58 | 0.48 | 5.21 |
| Somewhat or a little | 0.26 * | 0.07 | 0.93 | |
| Likelihood that total working hours will be reduced in the next 3 months N = 225 [Reference category = Not likely or Not at all likely] | Very likely | 1.89 | 0.75 | 4.79 |
| Probably or maybe | 2.66 * | 1.03 | 6.91 | |
| Not applicable | 1.86 | 0.63 | 5.48 | |
| Model 2—Adjusted for Age Category, Gender, Education, Immigrant Status | ||||
| Explanatory Variables | Answer Categories | Severe or Extreme Anxiety or Depression | ||
| Odds Ratio | 95% CI Inf | 95% CI Sup | ||
| Employment Precariousness Score N = 240 [Reference category = Low PE (score of 15 or lower] | High PE (score higher than 15) | 2.28 * | 1.13 | 4.62 |
| Employment Arrangement N = 229 [Reference category = Employed directly by the employer] | Employed through a temp agency | 1.78 | 0.5 | 6.28 |
| Self-employed with no employees | 3.61 * | 1.32 | 9.88 | |
| Self-employed with employees | 17,308,659.43 | 0 | Inf | |
| Gig/platform work | 3.08 * | 1.08 | 8.75 | |
| Agreed Contract Length or Type N = 217 [Reference category = Permanent or open-ended] | On-call or day-to-day basis | 1.53 | 0.53 | 4.38 |
| Less than 6 months | 0.8 | 0.29 | 2.21 | |
| 6 months to 1 year | 0.97 | 0.29 | 3.27 | |
| Longer than 1 year | 0.64 | 0.16 | 2.58 | |
| End date or length of job unknown | 0.33 | 0.04 | 2.83 | |
| Work Hours N = 230 [Reference category = Full time (≥30 h per week)] | Part-time (<30 h per week) | 1.33 | 0.56 | 3.14 |
| Hours vary from week to week (could be <30) | 1.88 | 0.78 | 4.53 | |
| Formal/Informal N = 229 [Reference category = formal employment] | Informal employment | 1.6 | 0.71 | 3.6 |
| Income after taxes N = 242 [Reference category = 60% or more of median] | Less than 60% of median | 2.75 * | 1.22 | 6.17 |
| Income variation in past 3 months N = 122 [Reference category = Not at all] | Very much | 1.95 | 0.52 | 7.3 |
| Somewhat or a little | 0.22 * | 0.06 | 0.87 | |
| Likelihood that total working hours will be reduced in the next 3 months N = 225 [Reference category = Not likely or Not at all likely] | Very likely | 1.8 | 0.7 | 4.62 |
| Probably or maybe | 2.59 * | 0.98 | 6.84 | |
| Not applicable | 1.82 | 0.58 | 5.72 | |
| Age Category | Low PE Score | High PE Score | ||||||
|---|---|---|---|---|---|---|---|---|
| Female | Male | Gender Variant/Non-Binary/Not Stated | Total | Female | Male | Gender Variant/Non-Binary/Not Stated | Total | |
| 25–35 | 5 | 1 | 1 | 7 | 3 | 3 | 2 | 8 |
| 36–45 | 5 | 3 | 0 | 8 | 5 | 1 | 0 | 6 |
| 46–55 | 1 | 2 | 0 | 3 | 3 | 4 | 1 | 8 |
| Total | 11 | 6 | 1 | 18 | 11 | 8 | 3 | 22 |
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Share and Cite
Gunn, V.; O’Campo, P.; Perri, M.; Buhariwala, P.; Lewchuk, W.; Bodin, T.; Baron, S.; Muntaner, C. Access to Mental Health Services: Precariously Employed Workers Experiencing Anxiety or Depression Encounter Barriers When Seeking Care. Occup. Health 2026, 1, 18. https://doi.org/10.3390/occuphealth1020018
Gunn V, O’Campo P, Perri M, Buhariwala P, Lewchuk W, Bodin T, Baron S, Muntaner C. Access to Mental Health Services: Precariously Employed Workers Experiencing Anxiety or Depression Encounter Barriers When Seeking Care. Occupational Health. 2026; 1(2):18. https://doi.org/10.3390/occuphealth1020018
Chicago/Turabian StyleGunn, Virginia, Patricia O’Campo, Melissa Perri, Pearl Buhariwala, Wayne Lewchuk, Theo Bodin, Sherry Baron, and Carles Muntaner. 2026. "Access to Mental Health Services: Precariously Employed Workers Experiencing Anxiety or Depression Encounter Barriers When Seeking Care" Occupational Health 1, no. 2: 18. https://doi.org/10.3390/occuphealth1020018
APA StyleGunn, V., O’Campo, P., Perri, M., Buhariwala, P., Lewchuk, W., Bodin, T., Baron, S., & Muntaner, C. (2026). Access to Mental Health Services: Precariously Employed Workers Experiencing Anxiety or Depression Encounter Barriers When Seeking Care. Occupational Health, 1(2), 18. https://doi.org/10.3390/occuphealth1020018

