Real ChatGPT answer · index seedtWab02IL1SwcompleteHealth and wellness · mental health and therapy servicescomparison
Are digital mental health startups worth the subscription cost compared to just using university training clinics for low-cost depression treatment?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are digital mental health startups worth the subscription cost compared to just using university training clinics for low-cost depression treatment?
3 real searches · 1 real-search pass
evidence comparison digital mental health apps subscription depression effectiveness randomized trials university psychology training clinics low cost supervised therapy depression outcomesGoogle ↗
OBSERVEDComparison
university psychology training clinics sliding scale fees supervised graduate student therapy depression outcomes researchGoogle ↗
OBSERVEDConsequence
digital mental health services subscription costs therapist access depression evidence limitations 2025Google ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
evidence comparison digital mental health apps subscription depression effectiveness randomized trials university psychology training clinics low cost supervised therapy depression outcomes Google ↗
university psychology training clinics sliding scale fees supervised graduate student therapy depression outcomes research Google ↗
digital mental health services subscription costs therapist access depression evidence limitations 2025 Google ↗
- Current evidence on the efficacy of mental health smartphone apps for symptoms of depression and anxiety. A meta-analysis of 176 randomized controlled trials · pubmed.ncbi.nlm.nih.gov
- Current evidence on the efficacy of mental health smartphone apps for symptoms of depression and anxiety. A meta‐analysis of 176 randomized controlled trials · pmc.ncbi.nlm.nih.gov
- Digital interventions for the treatment of depression: A meta-analytic review · pubmed.ncbi.nlm.nih.gov
- Heterogeneity of Treatment Effects in Internet- and Mobile-Based Interventions for Depression: A Systematic Review and Meta-Analysis | Mobile Health and Telemedicine | JAMA Network Open · jamanetwork.com
- Psychology Research and Training Clinic – Department of Psychology · psych.wisc.edu
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
evidence comparison digital mental health apps subscription depression effectiveness randomized trials university psychology training clinics low cost supervised therapy depression outcomes OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
university psychology training clinics sliding scale fees supervised graduate student therapy depression outcomes research OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
digital mental health services subscription costs therapist access depression evidence limitations 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |