Submitted:
31 January 2023
Posted:
02 February 2023
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Methods
2.1. Study Setting
2.2. Dataset
2.3. Study Variables
2.4. Analysis
2.5. Ethics
3. Results
3.1. Routinely Collected User’s Demographic Characteristics
3.2. Change in Service Access
3.3. Referral Sources
3.4. User’s mental health presenting concerns
3.5. Ethnicity, Gender, and Area Deprivation Level Service Access Changes
4. Discussion
4.1. Changes in Service Access and Activity
4.2. Changes in Referrals and Pathways to Receive Digital Care
4.3. User’s Mental Health Presenting Concerns
4.4. Changes in Access by Sociodemographic Characteristics
4.5. Study Strenghts and Limitations
4.6. Future Research
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Overall Model | Rate Ratio | 95% CI | |
|---|---|---|---|
| Pre-intervention slope | 1.25 | 1.09, 1.44 | |
| Change in intercept | 1.13 | 1.02, 1.25 | |
| Change in slope | 0.97 | 0.95, 0.98 | |
| Activity Type | |||
| Indirect 1 | Pre-intervention slope | 1.33 | 1.13, 1.57 |
| Change in intercept | 1.07 | 0.95, 1.21 | |
| Change in slope | 0.96 | 0.94, 0.98 | |
| Direct | Pre-intervention slope | 1.07 | 0.86, 1.34 |
| Change in intercept | 1.30 | 1.10, 1.53 | |
| Change in slope | 0.97 | 0.95, 1.00 | |
| Referral Source 1 | Rate Ratio | 95% CI | |
|---|---|---|---|
| Education | Pre-intervention slope | 1 | 0.88, 1.13 |
| Change in intercept | 0.82 | 0.71, 0.94 | |
| Change in slope | 0.99 | 0.94, 1.04 | |
| Family / Friends | Pre-intervention slope | 0.96 | 0.81, 1.13 |
| Change in intercept | 1.38 | 1.18, 1.61 | |
| Change in slope | 1.01 | 0.95, 1.08 | |
| Medical / Psych | Pre-intervention slope | 0.96 | 0.81, 1.15 |
| Change in intercept | 1.13 | 0.94, 1.34 | |
| Change in slope | 1.02 | 0.95, 1.09 | |
| Care / Social / Charity | Pre-intervention slope | 0.94 | 0.8, 1.11 |
| Change in intercept | 1.26 | 1.06, 1.48 | |
| Change in slope | 0.98 | 0.92, 1.04 | |
| Social media / Internet | Pre-intervention slope | 1.13 | 0.78, 1.62 |
| Change in intercept | 1.67 | 1.2, 2.33 | |
| Change in slope | 0.91 | 0.8, 1.04 | |
| Other | Pre-intervention slope | 0.92 | 0.69, 1.22 |
| Change in intercept | 1.5 | 1.14, 1.96 | |
| Change in slope | 0.99 | 0.89, 1.1 |
| Presenting concerns | Rate Ratio | 95% CI | |
|---|---|---|---|
| External | Pre-intervention slope | 0.78 | 0.54, 1.13 |
| Change in intercept | 1.4 | 1.05, 1.87 | |
| Change in slope | 1 | 0.96, 1.05 | |
| Mental Health | Pre-intervention slope | 0.83 | 0.56, 1.23 |
| Change in intercept | 1.81 | 1.36, 2.4 | |
| Change in slope | 0.99 | 0.95, 1.04 | |
| Physical health / Other | Pre-intervention slope | 0.87 | 0.48, 1.56 |
| Change in intercept | 1.5 | 0.96, 2.35 | |
| Change in slope | 0.97 | 0.9, 1.04 | |
| Risk / Abuse / Safeguarding risk | Pre-intervention slope | 0.66 | 0.34, 1.27 |
| Change in intercept | 2.03 | 1.24, 3.32 | |
| Change in slope | 1 | 0.93, 1.08 | |
| Suicidality / Self-harm /Maladaptive coping | Pre-intervention slope | 0.93 | 0.64, 1.36 |
| Change in intercept | 1.57 | 1.2, 2.06 | |
| Change in slope | 1.02 | 0.97, 1.06 |
| Ethnicity | Rate Ratio | 95% CI | |
|---|---|---|---|
| Asian /Asian British | Pre-intervention slope | 0.96 | 0.74, 1.24 |
| Change in intercept | 1.13 | 0.93, 1.38 | |
| Change in slope | 1 | 0.97, 1.03 | |
| Black / African/ Caribbean/ Black British | Pre-intervention slope | 0.91 | 0.6, 1.38 |
| Change in intercept | 1.38 | 1.01, 1.9 | |
| Change in slope | 1 | 0.95, 1.05 | |
| Mixed/Multiple ethnic groups | Pre-intervention slope | 1.4 | 1.11, 1.77 |
| Change in intercept | 1.13 | 0.96, 1.34 | |
| Change in slope | 0.95 | 0.92, 0.98 | |
| Not stated | Pre-intervention slope | 1.61 | 0.89, 2.93 |
| Change in intercept | 1.02 | 0.68, 1.52 | |
| Change in slope | 0.98 | 0.91, 1.04 | |
| White | Pre-intervention slope | 1.29 | 1.11, 1.49 |
| Change in intercept | 1.14 | 1.02, 1.27 | |
| Change in slope | 0.96 | 0.94, 0.98 | |
| Gender 1 | |||
| Agender | Pre-intervention slope | 1.64 | 0.95, 2.83 |
| Change in intercept | 0.81 | 0.54, 1.21 | |
| Change in slope | 0.97 | 0.91, 1.04 | |
| Female | Pre-intervention slope | 1.31 | 1.13, 1.51 |
| Change in intercept | 1.15 | 1.03, 1.27 | |
| Change in slope | 0.96 | 0.94, 0.98 | |
| Gender Fluid | Pre-intervention slope | 1.3 | 0.78, 2.15 |
| Change in intercept | 0.87 | 0.58, 1.3 | |
| Change in slope | 0.99 | 0.93, 1.05 | |
| Male | Pre-intervention slope | 1.01 | 0.85, 1.2 |
| Change in intercept | 1.08 | 0.93, 1.25 | |
| Change in slope | 0.99 | 0.97, 1.01 |
| IMD Rank Deprivation 1 | Q1 | Q2 | Q3 | Q4 | Q5 | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| RR | 95% CI | RR | 95% CI | RR | 95% CI | RR | 95% CI | RR | 95% CI | |
| Pre-intervention slope | 1.04 | 0.88, 1.23 | 1.61 | 0.82, 3.14 | 1.32 | 0.6, 2.87 | 1.01 | 0.99, 1.02 | 0.79 | 0.56, 1.12 |
| Change in intercept | 1.58 | 1.01, 2.47 | 1.53 | 0.91, 2.58 | 1.37 | 0.76, 2.46 | 1.65 | 0.93, 2.92 | 1.47 | 1.06, 2.04 |
| Change in slope | 1.00 | 0.99, 1.00 | 0.99 | 0.98, 1.00 | 1.00 | 0.98, 1.01 | 0.99 | 0.97, 1.01 | 1.06 | 0.93, 1.21 |
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