Are mental health professionals prepared and comfortable to provide services to people with disabilities? An exploratory analysis
Bibliographic record
Abstract
BACKGROUND: People with disabilities (PWD) are more likely to report experiencing more mental distress than those without disabilities. Previous research suggests a general lack of knowledge and experience limits a mental health professional's ability to provide quality mental health services to PWD. AIMS: To examine self-reported preparedness and comfort of licensed mental health professionals in providing services to PWD with co-occurring mental health issues in Connecticut. METHODS: Mental health professionals were identified by the Connecticut Department of Public Health (DPH) and 640 professionals completed the 23-item online survey related to their experiences providing mental health services to PWD. RESULTS: Most participants felt prepared (79%) and comfortable (80%) in providing mental health services to PWD, however, only 59% reported receiving formal training in providing mental health services to PWD. Increased years of experience and receiving professional training were significantly related to feeling more prepared and comfortable in treating PWD for mental health issues (all p-values <.001). CONCLUSIONS: Results support the need for professional training programs to include disability content and develop disability competence among current and future providers. Additional work is needed to address other systemic barriers to quality, effective mental health care for PWD.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".