Sixteen years of innovation in youth mental healthcare: Outcomes for young people attending Australia's headspace centre services.
Rickwood D, McEachran J, Saw A, Telford N, Trethowan J, McGorry P. · PloS one · 2023 · Observational study
Original publication · Original publication · Original publication · Original publication · Original publication
Recorded summary
Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
Recorded limitations
No comparator, variable treatments and missing follow-up; cannot attribute all improvement to service or apply percentage to every attendee.
Evidence and provenance
Chapter Trust Factor uses a minimum of three distinct qualifying studies. Publication records retain their own evidence and assessment.
Study design and assessment
- design
- Observational study
- assessment
- category
- observational
- is Randomized Controlled Trial
- false
- peer Reviewed
- true
- basis
- Uncontrolled routine-service outcome evaluation
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- review Scope
- selected-methods
- trust Factor
- score
- 1
- display Crosses
- 1
- scope
- Paper
- status
- assessed
- rating Scale
- library-trust-factor/1-3
- randomized Controlled Trial
- false
- peer Reviewed
- true
- blinding
- not-applicable
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- basis
- Uncontrolled routine-service outcome evaluation
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- assessed At
- 2026-11-02
- review Scope
- selected-methods
- human Approval
- false
- review Limit
- AI source-based design assessment; human content sign-off is recorded separately.
- jadad
- status
- not-applicable
- score
- Not recorded
- evidence
- evidence Type
- Observational study
- intervention
- Not applicable or not established from inspected sections
- provider
- Not separately established; clinician/teacher/app details, if known, are retained in the intervention description
- comparator
- See design/intervention description; otherwise unknown
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- population
- age
- 12–25; mean 17.43
- age Fit
- mixed-overlap
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- setting
- Not separately established; see population/intervention description
- community
- Not assigned
- measurement
- Specific outcomes are reported in the finding and retained appraisal.
- trial Id
- publication-37390108
- trial Registries
- None recorded
- registry Scope
- Identifiers explicitly reported in article abstract; other registrations remain unverified
- relationship Note
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention. Component evidence does not establish efficacy of the combined Universal Mind lab model.
- measured Genes
- None recorded
- pathways
- None recorded
- quality
- tier
- qualified
- qualification
- Qualified for the stated design-specific use in a rapid methods-based review, not necessarily low risk of bias or high certainty.
- formal Risk Of Bias Tool Applied
- false
- jadad Score
- Not recorded
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- harms And Attrition
- Not systematically extracted beyond findings/limitations; absence of reporting is not evidence of no harm
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- level
- selected-methods
- source URLs
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02
Topics and recorded topic scores
- key
- language:orygen-youth
- title
- Orygen · Youth research
- collection
- language
- trust Score
- 2
- key
- language:universal-mind-mobile-lab
- title
- Universal Mind Mobile Lab · Direct response and inspired by
- collection
- language
- trust Score
- 3
- key
- language:youth-access-connection
- title
- Youth access, digital support and connection
- collection
- language
- trust Score
- 3
Citation snapshot and identifiers
- id
- youth-pmid-37390108
- doi
- 10.1371/journal.pone.0282040
- pmid
- 37390108
- citation Snapshot
- count
- Not recorded
- source
- Not recorded
- retrieved At
- Not recorded
- status
- not-assessed
- citations By Collection
- language
- Not recorded
Complete approved library record
- lab Relevance
- relationship
- direct-response
- implication
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention.
- transfer Limit
- Component evidence does not establish efficacy of the combined Universal Mind lab model.
- institutions
Orygen · headspace services
- institution Evidence
- institution
- Orygen
- basis
- Author affiliation in primary indexed metadata or publisher full text
- evidence
- Orygen Centre of Excellence in Youth Mental Health, University of Melbourne, Melbourne, Victoria, Australia.
- institution
- headspace services
- basis
- Named service context/participating setting in inspected paper; not partnership with Universal Mind
- research Topics
Youth needs / digital / access
- publication Status
- pmid
- 37390108
- checked At
- 2026-11-02T01:32:46.758739+00:00
- pub Types
Research Support, Non-U.S. Gov't · research-article · Journal Article
- indexed Notices
- None recorded
- crossref Updates
- None recorded
- notice Records
- None recorded
- scope
- Europe PMC indexed publication types/linked notices, publisher JATS related articles and Crossref update-to metadata; absence is not a guarantee of no notice.
- notice Summary
- Indexed related notices are retained below; no retraction identified in this bounded metadata check. This is not an exhaustive guarantee.
- randomized Study Unit Id
- Not recorded
- publication Approval
- status
- approved-for-publication
- approved By
- Ben Korbel
- approved At
- 2026-11-02
- assessment
- AI assessed; human approved for publication
- scope
- Approved research summaries for Informatics staging. No clinical peer review, treatment recommendation, partner endorsement or production release is claimed.
- source Revision
- r1-9af9ab2e68fc
- source Content Hash
- 9af9ab2e68fc46eb0ac71a4d0fbb2a831468be26dbc325b46f252a32e3dbb3e5
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- level
- selected-methods
- source URLs
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02
- study Family Id
- publication-37390108
- approaches
Youth needs / digital / access
- id
- youth-pmid-37390108
- aliases
- None recorded
- title
- Sixteen years of innovation in youth mental healthcare: Outcomes for young people attending Australia's headspace centre services.
- journal
- PloS one
- neurotransmitters
- None recorded
- year
- 2023
- authors
- Rickwood D, McEachran J, Saw A, Telford N, Trethowan J, McGorry P.
- design
- Observational study
- kind
- Journal article
- identity Conflict
- Not recorded
- doi
- 10.1371/journal.pone.0282040
- pmid
- 37390108
- urls
https://doi.org/10.1371/journal.pone.0282040 · https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- collections
language
- categories
Methods & context
- targets
- None recorded
- priority
- 1
- quotes
- None recorded
- summary
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- limitation
- No comparator, variable treatments and missing follow-up; cannot attribute all improvement to service or apply percentage to every attendee.
- citation Count
- Not recorded
- citation Snapshot
- count
- Not recorded
- source
- Not recorded
- retrieved At
- Not recorded
- status
- not-assessed
- study Design Assessment
- category
- observational
- is Randomized Controlled Trial
- false
- peer Reviewed
- true
- basis
- Uncontrolled routine-service outcome evaluation
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- review Scope
- selected-methods
- paper Trust Assessment
- score
- 1
- display Crosses
- 1
- scope
- Paper
- status
- assessed
- rating Scale
- library-trust-factor/1-3
- randomized Controlled Trial
- false
- peer Reviewed
- true
- blinding
- not-applicable
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- basis
- Uncontrolled routine-service outcome evaluation
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- assessed At
- 2026-11-02
- review Scope
- selected-methods
- human Approval
- false
- review Limit
- AI source-based design assessment; human content sign-off is recorded separately.
- citations By Collection
- language
- Not recorded
- topics
- key
- language:orygen-youth
- title
- Orygen · Youth research
- collection
- language
- trust Score
- 2
- key
- language:universal-mind-mobile-lab
- title
- Universal Mind Mobile Lab · Direct response and inspired by
- collection
- language
- trust Score
- 3
- key
- language:youth-access-connection
- title
- Youth access, digital support and connection
- collection
- language
- trust Score
- 3
- journal Key
- plosone
- journal Label
- PloS one
- chapter Entries
- id
- language-orygen-youth-youth-pmid-37390108
- aliases
- None recorded
- title
- Sixteen years of innovation in youth mental healthcare: Outcomes for young people attending Australia's headspace centre services.
- authors
- Rickwood D, McEachran J, Saw A, Telford N, Trethowan J, McGorry P.
- year
- 2023
- journal
- PloS one
- doi
- 10.1371/journal.pone.0282040
- pmid
- 37390108
- urls
https://doi.org/10.1371/journal.pone.0282040 · https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- collections
language
- categories
Methods & context
- targets
- None recorded
- neurotransmitters
- None recorded
- conditions
- None recorded
- condition Evidence
- None recorded
- age Groups
adolescents · youth · adults
- age Population
- record Id
- youth-pmid-37390108
- collections
language
- groups
adolescents · youth · adults
- reported Ages
- 12–25; mean 17.43
- youth Scope
- included
- youth Source Note
- The existing youth filter includes adolescents and source-defined young people. It does not establish a separate 16–24 estimate.
- age Fit
- mixed-overlap
- source URL
- https://pubmed.ncbi.nlm.nih.gov/37390108/
- basis Type
- selected-methods-ai-editorial-assessment
- classification Note
- Broad groups describe source-reported populations or review scope. Eligibility and study mean ages are not observed participant ranges; read the reported-age wording.
- community Matches
- None recorded
- kind
- Journal article
- design
- Observational study
- origin
- approved-youth-20261102
- priority
- 1
- quotes
- None recorded
- finding
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- summary
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- limitation
- No comparator, variable treatments and missing follow-up; cannot attribute all improvement to service or apply percentage to every attendee.
- evidence
- evidence Type
- Observational study
- intervention
- Not applicable or not established from inspected sections
- provider
- Not separately established; clinician/teacher/app details, if known, are retained in the intervention description
- comparator
- See design/intervention description; otherwise unknown
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- population
- age
- 12–25; mean 17.43
- age Fit
- mixed-overlap
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- setting
- Not separately established; see population/intervention description
- community
- Not assigned
- measurement
- Specific outcomes are reported in the finding and retained appraisal.
- trial Id
- publication-37390108
- trial Registries
- None recorded
- registry Scope
- Identifiers explicitly reported in article abstract; other registrations remain unverified
- relationship Note
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention. Component evidence does not establish efficacy of the combined Universal Mind lab model.
- measured Genes
- None recorded
- pathways
- None recorded
- quality
- tier
- qualified
- qualification
- Qualified for the stated design-specific use in a rapid methods-based review, not necessarily low risk of bias or high certainty.
- formal Risk Of Bias Tool Applied
- false
- jadad Score
- Not recorded
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- harms And Attrition
- Not systematically extracted beyond findings/limitations; absence of reporting is not evidence of no harm
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- level
- selected-methods
- source URLs
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02
- study Design Assessment
- category
- observational
- is Randomized Controlled Trial
- false
- peer Reviewed
- true
- basis
- Uncontrolled routine-service outcome evaluation
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- review Scope
- selected-methods
- paper Trust Assessment
- score
- 1
- display Crosses
- 1
- scope
- Paper
- status
- assessed
- rating Scale
- library-trust-factor/1-3
- randomized Controlled Trial
- false
- peer Reviewed
- true
- blinding
- not-applicable
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- basis
- Uncontrolled routine-service outcome evaluation
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- assessed At
- 2026-11-02
- review Scope
- selected-methods
- human Approval
- false
- review Limit
- AI source-based design assessment; human content sign-off is recorded separately.
- jadad
- status
- not-applicable
- score
- Not recorded
- citation Count
- Not recorded
- citation Snapshot
- count
- Not recorded
- source
- Not recorded
- retrieved At
- Not recorded
- status
- not-assessed
- publication Approval
- status
- approved-for-publication
- approved By
- Ben Korbel
- approved At
- 2026-11-02
- assessment
- AI assessed; human approved for publication
- scope
- Approved research summaries for Informatics staging. No clinical peer review, treatment recommendation, partner endorsement or production release is claimed.
- source Revision
- r1-9af9ab2e68fc
- source Content Hash
- 9af9ab2e68fc46eb0ac71a4d0fbb2a831468be26dbc325b46f252a32e3dbb3e5
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- level
- selected-methods
- source URLs
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02
- study Family Id
- publication-37390108
- randomized Study Unit Id
- Not recorded
- institutions
Orygen · headspace services
- institution Evidence
- institution
- Orygen
- basis
- Author affiliation in primary indexed metadata or publisher full text
- evidence
- Orygen Centre of Excellence in Youth Mental Health, University of Melbourne, Melbourne, Victoria, Australia.
- institution
- headspace services
- basis
- Named service context/participating setting in inspected paper; not partnership with Universal Mind
- research Topics
Youth needs / digital / access
- lab Relevance
- relationship
- direct-response
- implication
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention.
- transfer Limit
- Component evidence does not establish efficacy of the combined Universal Mind lab model.
- publication Status
- pmid
- 37390108
- checked At
- 2026-11-02T01:32:46.758739+00:00
- pub Types
Research Support, Non-U.S. Gov't · research-article · Journal Article
- indexed Notices
- None recorded
- crossref Updates
- None recorded
- notice Records
- None recorded
- scope
- Europe PMC indexed publication types/linked notices, publisher JATS related articles and Crossref update-to metadata; absence is not a guarantee of no notice.
- notice Summary
- Indexed related notices are retained below; no retraction identified in this bounded metadata check. This is not an exhaustive guarantee.
- approaches
Youth needs / digital / access
- record Id
- youth-pmid-37390108
- source Pages
- None recorded
- assessment Record
- id
- youth-pmid-37390108
- title
- Sixteen years of innovation in youth mental healthcare: Outcomes for young people attending Australia's headspace centre services.
- authors
- Rickwood D, McEachran J, Saw A, Telford N, Trethowan J, McGorry P.
- year
- 2023
- journal
- PloS one
- doi
- 10.1371/journal.pone.0282040
- pmid
- 37390108
- pmcid
- PMC10313045
- trial Registries
- None recorded
- registry Scope
- Identifiers explicitly reported in article abstract; other registrations remain unverified
- collection
- youth-20261102
- topics
Youth needs / digital / access
- institutions
Orygen · headspace services
- institution Evidence
- institution
- Orygen
- basis
- Author affiliation in primary indexed metadata or publisher full text
- evidence
- Orygen Centre of Excellence in Youth Mental Health, University of Melbourne, Melbourne, Victoria, Australia.
- institution
- headspace services
- basis
- Named service context/participating setting in inspected paper; not partnership with Universal Mind
- publication Type
Research Support, Non-U.S. Gov't · research-article · Journal Article
- study Family Id
- publication-37390108
- randomized Study Unit Id
- Not recorded
- existing Repository Matches
- None recorded
- population
- age
- 12–25; mean 17.43
- age Fit
- mixed-overlap
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- setting
- Not separately established; see population/intervention description
- community
- Not assigned
- intervention
- description And Dose
- Not applicable or not established from inspected sections
- provider
- Not separately established; clinician/teacher/app details, if known, are retained in the intervention description
- comparator
- See design/intervention description; otherwise unknown
- design
- description
- Uncontrolled routine-service outcome evaluation
- category
- observational
- randomization Methods Inspected
- false
- masking
- Not applicable or not established from inspected methods; no masking inferred
- double Blinding Verified
- false
- proposed Crosses
- 1
- approved Crosses
- Not recorded
- findings
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- limitations
- No comparator, variable treatments and missing follow-up; cannot attribute all improvement to service or apply percentage to every attendee.
- harms And Attrition
- Not systematically extracted beyond findings/limitations; absence of reporting is not evidence of no harm
- lab Relevance
- relationship
- direct-response
- implication
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention.
- transfer Limit
- Component evidence does not establish efficacy of the combined Universal Mind lab model.
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- sources
- type
- primary bibliographic record
- url
- https://pubmed.ncbi.nlm.nih.gov/37390108/
- retrieved At
- 2026-11-02
- sha256
- 6ffc25a71559c55c9941b319990f598358b43974ea0bf602909e1e23efe1793c
- hash Scope
- normalized Europe PMC core metadata snapshot
- type
- publisher DOI
- url
- https://doi.org/10.1371/journal.pone.0282040
- retrieved At
- 2026-11-02
- type
- PMC article
- url
- https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/
- retrieved At
- 2026-11-02
- access
- Full text cached
- type
- full-text-xml
- url
- https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML
- retrieved At
- 2026-11-02T00:58:56.719139+00:00
- sha256
- 8ee985314be454adab0c9b13d593dbcb1070f5ca852c6f78eaf292becf6d11b2
- type
- DOI-metadata
- url
- https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02T00:58:56.722788+00:00
- sha256
- beb4ff652a1a204ab5de886de3340fd04b04f16e33b8ec489980f570d6943074
- publication Status
- pmid
- 37390108
- checked At
- 2026-11-02T01:32:46.758739+00:00
- pub Types
Research Support, Non-U.S. Gov't · research-article · Journal Article
- indexed Notices
- None recorded
- crossref Updates
- None recorded
- notice Records
- None recorded
- scope
- Europe PMC indexed publication types/linked notices, publisher JATS related articles and Crossref update-to metadata; absence is not a guarantee of no notice.
- notice Summary
- Indexed related notices are retained below; no retraction identified in this bounded metadata check. This is not an exhaustive guarantee.
- quality
- tier
- qualified
- qualification
- Qualified for the stated design-specific use in a rapid methods-based review, not necessarily low risk of bias or high certainty.
- formal Risk Of Bias Tool Applied
- false
- jadad Score
- Not recorded
- review Ready
- true
- hold Reason
- Not recorded
- duplicate Of
- Not recorded
- review
- status
- pending
- reviewer
- Not recorded
- approved At
- Not recorded
- decision Scope
- Ben reviews proposed content and release; full medical-paper reading is not required.
- provenance
- Discovered and appraised by AI; pending human content sign-off
- production Eligible
- false
- approved Retrieval Eligible
- false
- selected Corpus References
youth-pmid-21192795 · youth-pmid-30311423
- reference Scope
- Explicit publisher reference identifiers; citation is not proof of inclusion in a meta-analysis.
- content Hash
- 9af9ab2e68fc46eb0ac71a4d0fbb2a831468be26dbc325b46f252a32e3dbb3e5
- revision
- r1-9af9ab2e68fc
- archive Entries
- None recorded
- collection
- language
- chapter Number
- 6
- topic Id
- orygen-youth
- topic Title
- Orygen · Youth research
- trust Score
- 2
- id
- language-universal-mind-mobile-lab-youth-pmid-37390108
- aliases
- None recorded
- title
- Sixteen years of innovation in youth mental healthcare: Outcomes for young people attending Australia's headspace centre services.
- authors
- Rickwood D, McEachran J, Saw A, Telford N, Trethowan J, McGorry P.
- year
- 2023
- journal
- PloS one
- doi
- 10.1371/journal.pone.0282040
- pmid
- 37390108
- urls
https://doi.org/10.1371/journal.pone.0282040 · https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- collections
language
- categories
Methods & context
- targets
- None recorded
- neurotransmitters
- None recorded
- conditions
- None recorded
- condition Evidence
- None recorded
- age Groups
adolescents · youth · adults
- age Population
- record Id
- youth-pmid-37390108
- collections
language
- groups
adolescents · youth · adults
- reported Ages
- 12–25; mean 17.43
- youth Scope
- included
- youth Source Note
- The existing youth filter includes adolescents and source-defined young people. It does not establish a separate 16–24 estimate.
- age Fit
- mixed-overlap
- source URL
- https://pubmed.ncbi.nlm.nih.gov/37390108/
- basis Type
- selected-methods-ai-editorial-assessment
- classification Note
- Broad groups describe source-reported populations or review scope. Eligibility and study mean ages are not observed participant ranges; read the reported-age wording.
- community Matches
- None recorded
- kind
- Journal article
- design
- Observational study
- origin
- approved-youth-20261102
- priority
- 1
- quotes
- None recorded
- finding
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- summary
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- limitation
- No comparator, variable treatments and missing follow-up; cannot attribute all improvement to service or apply percentage to every attendee.
- evidence
- evidence Type
- Observational study
- intervention
- Not applicable or not established from inspected sections
- provider
- Not separately established; clinician/teacher/app details, if known, are retained in the intervention description
- comparator
- See design/intervention description; otherwise unknown
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- population
- age
- 12–25; mean 17.43
- age Fit
- mixed-overlap
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- setting
- Not separately established; see population/intervention description
- community
- Not assigned
- measurement
- Specific outcomes are reported in the finding and retained appraisal.
- trial Id
- publication-37390108
- trial Registries
- None recorded
- registry Scope
- Identifiers explicitly reported in article abstract; other registrations remain unverified
- relationship Note
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention. Component evidence does not establish efficacy of the combined Universal Mind lab model.
- measured Genes
- None recorded
- pathways
- None recorded
- quality
- tier
- qualified
- qualification
- Qualified for the stated design-specific use in a rapid methods-based review, not necessarily low risk of bias or high certainty.
- formal Risk Of Bias Tool Applied
- false
- jadad Score
- Not recorded
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- harms And Attrition
- Not systematically extracted beyond findings/limitations; absence of reporting is not evidence of no harm
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- level
- selected-methods
- source URLs
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02
- study Design Assessment
- category
- observational
- is Randomized Controlled Trial
- false
- peer Reviewed
- true
- basis
- Uncontrolled routine-service outcome evaluation
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- review Scope
- selected-methods
- paper Trust Assessment
- score
- 1
- display Crosses
- 1
- scope
- Paper
- status
- assessed
- rating Scale
- library-trust-factor/1-3
- randomized Controlled Trial
- false
- peer Reviewed
- true
- blinding
- not-applicable
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- basis
- Uncontrolled routine-service outcome evaluation
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- assessed At
- 2026-11-02
- review Scope
- selected-methods
- human Approval
- false
- review Limit
- AI source-based design assessment; human content sign-off is recorded separately.
- jadad
- status
- not-applicable
- score
- Not recorded
- citation Count
- Not recorded
- citation Snapshot
- count
- Not recorded
- source
- Not recorded
- retrieved At
- Not recorded
- status
- not-assessed
- publication Approval
- status
- approved-for-publication
- approved By
- Ben Korbel
- approved At
- 2026-11-02
- assessment
- AI assessed; human approved for publication
- scope
- Approved research summaries for Informatics staging. No clinical peer review, treatment recommendation, partner endorsement or production release is claimed.
- source Revision
- r1-9af9ab2e68fc
- source Content Hash
- 9af9ab2e68fc46eb0ac71a4d0fbb2a831468be26dbc325b46f252a32e3dbb3e5
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- level
- selected-methods
- source URLs
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02
- study Family Id
- publication-37390108
- randomized Study Unit Id
- Not recorded
- institutions
Orygen · headspace services
- institution Evidence
- institution
- Orygen
- basis
- Author affiliation in primary indexed metadata or publisher full text
- evidence
- Orygen Centre of Excellence in Youth Mental Health, University of Melbourne, Melbourne, Victoria, Australia.
- institution
- headspace services
- basis
- Named service context/participating setting in inspected paper; not partnership with Universal Mind
- research Topics
Youth needs / digital / access
- lab Relevance
- relationship
- direct-response
- implication
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention.
- transfer Limit
- Component evidence does not establish efficacy of the combined Universal Mind lab model.
- publication Status
- pmid
- 37390108
- checked At
- 2026-11-02T01:32:46.758739+00:00
- pub Types
Research Support, Non-U.S. Gov't · research-article · Journal Article
- indexed Notices
- None recorded
- crossref Updates
- None recorded
- notice Records
- None recorded
- scope
- Europe PMC indexed publication types/linked notices, publisher JATS related articles and Crossref update-to metadata; absence is not a guarantee of no notice.
- notice Summary
- Indexed related notices are retained below; no retraction identified in this bounded metadata check. This is not an exhaustive guarantee.
- approaches
Youth needs / digital / access
- record Id
- youth-pmid-37390108
- source Pages
- None recorded
- assessment Record
- id
- youth-pmid-37390108
- title
- Sixteen years of innovation in youth mental healthcare: Outcomes for young people attending Australia's headspace centre services.
- authors
- Rickwood D, McEachran J, Saw A, Telford N, Trethowan J, McGorry P.
- year
- 2023
- journal
- PloS one
- doi
- 10.1371/journal.pone.0282040
- pmid
- 37390108
- pmcid
- PMC10313045
- trial Registries
- None recorded
- registry Scope
- Identifiers explicitly reported in article abstract; other registrations remain unverified
- collection
- youth-20261102
- topics
Youth needs / digital / access
- institutions
Orygen · headspace services
- institution Evidence
- institution
- Orygen
- basis
- Author affiliation in primary indexed metadata or publisher full text
- evidence
- Orygen Centre of Excellence in Youth Mental Health, University of Melbourne, Melbourne, Victoria, Australia.
- institution
- headspace services
- basis
- Named service context/participating setting in inspected paper; not partnership with Universal Mind
- publication Type
Research Support, Non-U.S. Gov't · research-article · Journal Article
- study Family Id
- publication-37390108
- randomized Study Unit Id
- Not recorded
- existing Repository Matches
- None recorded
- population
- age
- 12–25; mean 17.43
- age Fit
- mixed-overlap
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- setting
- Not separately established; see population/intervention description
- community
- Not assigned
- intervention
- description And Dose
- Not applicable or not established from inspected sections
- provider
- Not separately established; clinician/teacher/app details, if known, are retained in the intervention description
- comparator
- See design/intervention description; otherwise unknown
- design
- description
- Uncontrolled routine-service outcome evaluation
- category
- observational
- randomization Methods Inspected
- false
- masking
- Not applicable or not established from inspected methods; no masking inferred
- double Blinding Verified
- false
- proposed Crosses
- 1
- approved Crosses
- Not recorded
- findings
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- limitations
- No comparator, variable treatments and missing follow-up; cannot attribute all improvement to service or apply percentage to every attendee.
- harms And Attrition
- Not systematically extracted beyond findings/limitations; absence of reporting is not evidence of no harm
- lab Relevance
- relationship
- direct-response
- implication
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention.
- transfer Limit
- Component evidence does not establish efficacy of the combined Universal Mind lab model.
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- sources
- type
- primary bibliographic record
- url
- https://pubmed.ncbi.nlm.nih.gov/37390108/
- retrieved At
- 2026-11-02
- sha256
- 6ffc25a71559c55c9941b319990f598358b43974ea0bf602909e1e23efe1793c
- hash Scope
- normalized Europe PMC core metadata snapshot
- type
- publisher DOI
- url
- https://doi.org/10.1371/journal.pone.0282040
- retrieved At
- 2026-11-02
- type
- PMC article
- url
- https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/
- retrieved At
- 2026-11-02
- access
- Full text cached
- type
- full-text-xml
- url
- https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML
- retrieved At
- 2026-11-02T00:58:56.719139+00:00
- sha256
- 8ee985314be454adab0c9b13d593dbcb1070f5ca852c6f78eaf292becf6d11b2
- type
- DOI-metadata
- url
- https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02T00:58:56.722788+00:00
- sha256
- beb4ff652a1a204ab5de886de3340fd04b04f16e33b8ec489980f570d6943074
- publication Status
- pmid
- 37390108
- checked At
- 2026-11-02T01:32:46.758739+00:00
- pub Types
Research Support, Non-U.S. Gov't · research-article · Journal Article
- indexed Notices
- None recorded
- crossref Updates
- None recorded
- notice Records
- None recorded
- scope
- Europe PMC indexed publication types/linked notices, publisher JATS related articles and Crossref update-to metadata; absence is not a guarantee of no notice.
- notice Summary
- Indexed related notices are retained below; no retraction identified in this bounded metadata check. This is not an exhaustive guarantee.
- quality
- tier
- qualified
- qualification
- Qualified for the stated design-specific use in a rapid methods-based review, not necessarily low risk of bias or high certainty.
- formal Risk Of Bias Tool Applied
- false
- jadad Score
- Not recorded
- review Ready
- true
- hold Reason
- Not recorded
- duplicate Of
- Not recorded
- review
- status
- pending
- reviewer
- Not recorded
- approved At
- Not recorded
- decision Scope
- Ben reviews proposed content and release; full medical-paper reading is not required.
- provenance
- Discovered and appraised by AI; pending human content sign-off
- production Eligible
- false
- approved Retrieval Eligible
- false
- selected Corpus References
youth-pmid-21192795 · youth-pmid-30311423
- reference Scope
- Explicit publisher reference identifiers; citation is not proof of inclusion in a meta-analysis.
- content Hash
- 9af9ab2e68fc46eb0ac71a4d0fbb2a831468be26dbc325b46f252a32e3dbb3e5
- revision
- r1-9af9ab2e68fc
- archive Entries
- None recorded
- collection
- language
- chapter Number
- 6
- topic Id
- universal-mind-mobile-lab
- topic Title
- Universal Mind Mobile Lab · Direct response and inspired by
- trust Score
- 3
- id
- language-youth-access-connection-youth-pmid-37390108
- aliases
- None recorded
- title
- Sixteen years of innovation in youth mental healthcare: Outcomes for young people attending Australia's headspace centre services.
- authors
- Rickwood D, McEachran J, Saw A, Telford N, Trethowan J, McGorry P.
- year
- 2023
- journal
- PloS one
- doi
- 10.1371/journal.pone.0282040
- pmid
- 37390108
- urls
https://doi.org/10.1371/journal.pone.0282040 · https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- collections
language
- categories
Methods & context
- targets
- None recorded
- neurotransmitters
- None recorded
- conditions
- None recorded
- condition Evidence
- None recorded
- age Groups
adolescents · youth · adults
- age Population
- record Id
- youth-pmid-37390108
- collections
language
- groups
adolescents · youth · adults
- reported Ages
- 12–25; mean 17.43
- youth Scope
- included
- youth Source Note
- The existing youth filter includes adolescents and source-defined young people. It does not establish a separate 16–24 estimate.
- age Fit
- mixed-overlap
- source URL
- https://pubmed.ncbi.nlm.nih.gov/37390108/
- basis Type
- selected-methods-ai-editorial-assessment
- classification Note
- Broad groups describe source-reported populations or review scope. Eligibility and study mean ages are not observed participant ranges; read the reported-age wording.
- community Matches
- None recorded
- kind
- Journal article
- design
- Observational study
- origin
- approved-youth-20261102
- priority
- 1
- quotes
- None recorded
- finding
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- summary
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- limitation
- No comparator, variable treatments and missing follow-up; cannot attribute all improvement to service or apply percentage to every attendee.
- evidence
- evidence Type
- Observational study
- intervention
- Not applicable or not established from inspected sections
- provider
- Not separately established; clinician/teacher/app details, if known, are retained in the intervention description
- comparator
- See design/intervention description; otherwise unknown
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- population
- age
- 12–25; mean 17.43
- age Fit
- mixed-overlap
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- setting
- Not separately established; see population/intervention description
- community
- Not assigned
- measurement
- Specific outcomes are reported in the finding and retained appraisal.
- trial Id
- publication-37390108
- trial Registries
- None recorded
- registry Scope
- Identifiers explicitly reported in article abstract; other registrations remain unverified
- relationship Note
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention. Component evidence does not establish efficacy of the combined Universal Mind lab model.
- measured Genes
- None recorded
- pathways
- None recorded
- quality
- tier
- qualified
- qualification
- Qualified for the stated design-specific use in a rapid methods-based review, not necessarily low risk of bias or high certainty.
- formal Risk Of Bias Tool Applied
- false
- jadad Score
- Not recorded
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- harms And Attrition
- Not systematically extracted beyond findings/limitations; absence of reporting is not evidence of no harm
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- level
- selected-methods
- source URLs
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02
- study Design Assessment
- category
- observational
- is Randomized Controlled Trial
- false
- peer Reviewed
- true
- basis
- Uncontrolled routine-service outcome evaluation
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- review Scope
- selected-methods
- paper Trust Assessment
- score
- 1
- display Crosses
- 1
- scope
- Paper
- status
- assessed
- rating Scale
- library-trust-factor/1-3
- randomized Controlled Trial
- false
- peer Reviewed
- true
- blinding
- not-applicable
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- basis
- Uncontrolled routine-service outcome evaluation
- sources
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- assessed At
- 2026-11-02
- review Scope
- selected-methods
- human Approval
- false
- review Limit
- AI source-based design assessment; human content sign-off is recorded separately.
- jadad
- status
- not-applicable
- score
- Not recorded
- citation Count
- Not recorded
- citation Snapshot
- count
- Not recorded
- source
- Not recorded
- retrieved At
- Not recorded
- status
- not-assessed
- publication Approval
- status
- approved-for-publication
- approved By
- Ben Korbel
- approved At
- 2026-11-02
- assessment
- AI assessed; human approved for publication
- scope
- Approved research summaries for Informatics staging. No clinical peer review, treatment recommendation, partner endorsement or production release is claimed.
- source Revision
- r1-9af9ab2e68fc
- source Content Hash
- 9af9ab2e68fc46eb0ac71a4d0fbb2a831468be26dbc325b46f252a32e3dbb3e5
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- level
- selected-methods
- source URLs
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02
- study Family Id
- publication-37390108
- randomized Study Unit Id
- Not recorded
- institutions
Orygen · headspace services
- institution Evidence
- institution
- Orygen
- basis
- Author affiliation in primary indexed metadata or publisher full text
- evidence
- Orygen Centre of Excellence in Youth Mental Health, University of Melbourne, Melbourne, Victoria, Australia.
- institution
- headspace services
- basis
- Named service context/participating setting in inspected paper; not partnership with Universal Mind
- research Topics
Youth needs / digital / access
- lab Relevance
- relationship
- direct-response
- implication
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention.
- transfer Limit
- Component evidence does not establish efficacy of the combined Universal Mind lab model.
- publication Status
- pmid
- 37390108
- checked At
- 2026-11-02T01:32:46.758739+00:00
- pub Types
Research Support, Non-U.S. Gov't · research-article · Journal Article
- indexed Notices
- None recorded
- crossref Updates
- None recorded
- notice Records
- None recorded
- scope
- Europe PMC indexed publication types/linked notices, publisher JATS related articles and Crossref update-to metadata; absence is not a guarantee of no notice.
- notice Summary
- Indexed related notices are retained below; no retraction identified in this bounded metadata check. This is not an exhaustive guarantee.
- approaches
Youth needs / digital / access
- record Id
- youth-pmid-37390108
- source Pages
- None recorded
- assessment Record
- id
- youth-pmid-37390108
- title
- Sixteen years of innovation in youth mental healthcare: Outcomes for young people attending Australia's headspace centre services.
- authors
- Rickwood D, McEachran J, Saw A, Telford N, Trethowan J, McGorry P.
- year
- 2023
- journal
- PloS one
- doi
- 10.1371/journal.pone.0282040
- pmid
- 37390108
- pmcid
- PMC10313045
- trial Registries
- None recorded
- registry Scope
- Identifiers explicitly reported in article abstract; other registrations remain unverified
- collection
- youth-20261102
- topics
Youth needs / digital / access
- institutions
Orygen · headspace services
- institution Evidence
- institution
- Orygen
- basis
- Author affiliation in primary indexed metadata or publisher full text
- evidence
- Orygen Centre of Excellence in Youth Mental Health, University of Melbourne, Melbourne, Victoria, Australia.
- institution
- headspace services
- basis
- Named service context/participating setting in inspected paper; not partnership with Universal Mind
- publication Type
Research Support, Non-U.S. Gov't · research-article · Journal Article
- study Family Id
- publication-37390108
- randomized Study Unit Id
- Not recorded
- existing Repository Matches
- None recorded
- population
- age
- 12–25; mean 17.43
- age Fit
- mixed-overlap
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- setting
- Not separately established; see population/intervention description
- community
- Not assigned
- intervention
- description And Dose
- Not applicable or not established from inspected sections
- provider
- Not separately established; clinician/teacher/app details, if known, are retained in the intervention description
- comparator
- See design/intervention description; otherwise unknown
- design
- description
- Uncontrolled routine-service outcome evaluation
- category
- observational
- randomization Methods Inspected
- false
- masking
- Not applicable or not established from inspected methods; no masking inferred
- double Blinding Verified
- false
- proposed Crosses
- 1
- approved Crosses
- Not recorded
- findings
- Distress, functioning and quality-of-life scores improved over care; 70.96% of relevant outcome sample improved on at least one domain.
- limitations
- No comparator, variable treatments and missing follow-up; cannot attribute all improvement to service or apply percentage to every attendee.
- harms And Attrition
- Not systematically extracted beyond findings/limitations; absence of reporting is not evidence of no harm
- lab Relevance
- relationship
- direct-response
- implication
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention.
- transfer Limit
- Component evidence does not establish efficacy of the combined Universal Mind lab model.
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- sources
- type
- primary bibliographic record
- url
- https://pubmed.ncbi.nlm.nih.gov/37390108/
- retrieved At
- 2026-11-02
- sha256
- 6ffc25a71559c55c9941b319990f598358b43974ea0bf602909e1e23efe1793c
- hash Scope
- normalized Europe PMC core metadata snapshot
- type
- publisher DOI
- url
- https://doi.org/10.1371/journal.pone.0282040
- retrieved At
- 2026-11-02
- type
- PMC article
- url
- https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/
- retrieved At
- 2026-11-02
- access
- Full text cached
- type
- full-text-xml
- url
- https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML
- retrieved At
- 2026-11-02T00:58:56.719139+00:00
- sha256
- 8ee985314be454adab0c9b13d593dbcb1070f5ca852c6f78eaf292becf6d11b2
- type
- DOI-metadata
- url
- https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02T00:58:56.722788+00:00
- sha256
- beb4ff652a1a204ab5de886de3340fd04b04f16e33b8ec489980f570d6943074
- publication Status
- pmid
- 37390108
- checked At
- 2026-11-02T01:32:46.758739+00:00
- pub Types
Research Support, Non-U.S. Gov't · research-article · Journal Article
- indexed Notices
- None recorded
- crossref Updates
- None recorded
- notice Records
- None recorded
- scope
- Europe PMC indexed publication types/linked notices, publisher JATS related articles and Crossref update-to metadata; absence is not a guarantee of no notice.
- notice Summary
- Indexed related notices are retained below; no retraction identified in this bounded metadata check. This is not an exhaustive guarantee.
- quality
- tier
- qualified
- qualification
- Qualified for the stated design-specific use in a rapid methods-based review, not necessarily low risk of bias or high certainty.
- formal Risk Of Bias Tool Applied
- false
- jadad Score
- Not recorded
- review Ready
- true
- hold Reason
- Not recorded
- duplicate Of
- Not recorded
- review
- status
- pending
- reviewer
- Not recorded
- approved At
- Not recorded
- decision Scope
- Ben reviews proposed content and release; full medical-paper reading is not required.
- provenance
- Discovered and appraised by AI; pending human content sign-off
- production Eligible
- false
- approved Retrieval Eligible
- false
- selected Corpus References
youth-pmid-21192795 · youth-pmid-30311423
- reference Scope
- Explicit publisher reference identifiers; citation is not proof of inclusion in a meta-analysis.
- content Hash
- 9af9ab2e68fc46eb0ac71a4d0fbb2a831468be26dbc325b46f252a32e3dbb3e5
- revision
- r1-9af9ab2e68fc
- archive Entries
- None recorded
- collection
- language
- chapter Number
- 6
- topic Id
- youth-access-connection
- topic Title
- Youth access, digital support and connection
- trust Score
- 3
- evidence
- evidence Type
- Observational study
- intervention
- Not applicable or not established from inspected sections
- provider
- Not separately established; clinician/teacher/app details, if known, are retained in the intervention description
- comparator
- See design/intervention description; otherwise unknown
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- population
- age
- 12–25; mean 17.43
- age Fit
- mixed-overlap
- sample
- 58,233 young people across 108 headspace centres; outcome denominators vary by available repeated measures
- setting
- Not separately established; see population/intervention description
- community
- Not assigned
- measurement
- Specific outcomes are reported in the finding and retained appraisal.
- trial Id
- publication-37390108
- trial Registries
- None recorded
- registry Scope
- Identifiers explicitly reported in article abstract; other registrations remain unverified
- relationship Note
- Use multidimensional outcomes—daily functioning and quality of life as well as symptoms—and report denominators and retention. Component evidence does not establish efficacy of the combined Universal Mind lab model.
- measured Genes
- None recorded
- pathways
- None recorded
- quality
- tier
- qualified
- qualification
- Qualified for the stated design-specific use in a rapid methods-based review, not necessarily low risk of bias or high certainty.
- formal Risk Of Bias Tool Applied
- false
- jadad Score
- Not recorded
- masking Roles
- Not applicable or not established from inspected methods; no masking inferred
- harms And Attrition
- Not systematically extracted beyond findings/limitations; absence of reporting is not evidence of no harm
- source Access
- scope
- selected-methods
- full Text Cached
- true
- methods Inspected
- true
- full Text Appraisal Claim
- false
- level
- selected-methods
- source URLs
https://pubmed.ncbi.nlm.nih.gov/37390108/ · https://doi.org/10.1371/journal.pone.0282040 · https://pmc.ncbi.nlm.nih.gov/articles/PMC10313045/ · https://www.ebi.ac.uk/europepmc/webservices/rest/PMC10313045/fullTextXML · https://api.crossref.org/works/10.1371%2Fjournal.pone.0282040
- retrieved At
- 2026-11-02
- jadad
- status
- not-applicable
- score
- Not recorded
- condition Evidence
- None recorded
- conditions
- None recorded
- topic Trust Scores
2 · 3
- full Text
- status
- not-indexed
- retrieval Available
- false