The DOI matches its Crossref record; 140 of the 140 references it cites were found in a registry or an index; 2 of the 102 sources its claims cite were checked for support.
Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care?
Open accessAbstract
Background: Similar to other health care sectors, mental health has moved towards the secondary prevention, with the effort to detect and treat mental disorders as early as possible. However, converging evidence sheds new light on the potential of primary preventive and promotion strategies for mental health of young people. We aimed to reappraise such evidence. Methods: We reviewed the current state of knowledge on delivering promotion and preventive interventions addressing youth mental health. Results: Half of all mental disorders start by 14 years and are usually preceded by non-specific psychosocial disturbances potentially evolving in any major mental disorder and accounting for 45% of the global burden of disease across the 0–25 age span. While some action has been taken to promote the implementation of services dedicated to young people, mental health needs during this critical period are still largely unmet. This urges redesigning preventive strategies in a youth-focused multidisciplinary and trans-diagnostic framework which might early modify possible psychopathological trajectories. Conclusions: Evidence suggests that it would be unrealistic to consider promotion and prevention in mental health responsibility of mental health professionals alone. Integrated and multidisciplinary services are needed to increase the range of possible interventions and limit the risk of poor long-term outcome, with also potential benefits in terms of healthcare system costs. However, mental health professionals have the scientific, ethical, and moral responsibility to indicate the direction to all social, political, and other health care bodies involved in the process of meeting mental health needs during youth years.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
This narrative review argues that youth mental health care should move beyond secondary prevention toward primary prevention and early intervention, using a trans-diagnostic clinical staging model and integrated multidisciplinary services for ages 0–25. It synthesizes evidence on risk factors, prevention stages, and service models to support a youth-focused framework.
Key findings
- Half of all mental disorders start by age 14, and mental health problems account for 45% of the global burden of disease across the 0–25 age span; up to 1 in 5 people experience clinically relevant mental health problems before age 25, with 50% already symptomatic by age 14.
- Childhood adversities are shared risk factors across disorders; a WHO survey of 51,945 adults in 21 countries estimated that eradicating childhood adversities would reduce any lifetime mental disorder by 29.8%, adolescence-onset disorders by 32.3%, and childhood-onset disorders by 38.2%.
- The paper proposes a trans-diagnostic clinical high-risk mental state (CHARMS) paradigm to intercept a wider range of lower-risk cases beyond ultra-high risk for psychosis, including sub-threshold bipolar and borderline personality symptoms and mild-moderate depression.
- Integrated youth services such as Headspace expanded from 10 to more than 110 centers, reaching about 100,000 young people per year, and models like MCPAP, MHSPY, Jigsaw, and Youth space show positive access, satisfaction, and functional outcomes, though long-term efficacy evidence remains limited.
Methods
- Narrative review with a literature search in MEDLINE, Web of Science, and Scopus using terms describing risk factors, clinical staging, and multidisciplinary prevention and early interventions in youth mental health, with special attention to research from the past 25 years; some additional evidence was included if considered appropriate by all authors.
- Studies were eligible if they assessed preventing strategies in youth in a trans-diagnostic and multidisciplinary approach; exclusions were studies not applying a clinical staging model for youth mental health in a trans-diagnostic framework, not investigating youth mental health service provision in a multidisciplinary framework, or primarily assessing older populations.
- Main analysis was a narrative synthesis across the at-risk mental state concept, early-life psychosocial risk factors, prevention stages (promotion, universal/selective/indicated, secondary, tertiary), and integrated service models.
Limitations
- The paper does not state a limitations section. Evident from the text: as a narrative review, it lacks systematic review elements such as PRISMA reporting, full search strings, and formal quality appraisal, so selection and synthesis may be non-exhaustive.
- The paper itself notes evidence gaps: lack of studies assessing longer-term efficacy of collaborative care, especially in preventing poor outcome, treatment disengagement, and relapse; and absence of validated interventions to prevent multiple relapses.
- It also states that vertical and horizontal integration of the enhanced primary care model with more specialized and intensive services is not covered in this reappraisal.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Figures
Verification
Claims the paper makes
82 Not checked yet · 10 Own interpretation · 2 Supported · 1 No basis given
Every source the paper cites for this claim was checked and supports it.
In the paper
“significant delays in receiving care are also attributable to the reduced ability of services to rapidly deliver specialist mental healthcare for youth in need after a first primary care consultation [21]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > The need for implementing prevention and early intervention in youth mental health
What the sources say
- Supportedcites [21] Fusar-Poli P. Integrated mental health services for the developmental period (0 to 25 Years): a critical review of the evidence. Front Psychiatry. 2019;10:355. source
The 'Barriers to Primary Care' section says that young people referred onward after a primary-care consultation frequently face significant delays in receiving specialist care. It also identifies a shortage of specialist youth-service providers as a major barrier for primary-care practitioners. (LLM, conf=0.90)
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
- Supported
In the paper
“Half of all mental disorders start by 14 years”
- Also stated in: § The need for implementing prevention and early intervention in youth mental health · plain
“50% of whom being already symptomatic by the age of 14 [14]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Abstract > Results
What the sources say
- Not checked yetcites [14] Kessler RC, Berglund P, Demler O, Jin R, Merikangas KR, Walters EE. Lifetime prevalence and age-of-onset distributions of DSM-IV disorders in the National Comorbidity Survey Replication. Arch Gen Psychiatry. 2005;62(6):593–602. source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
- Also stated in: § The need for implementing prevention and early intervention in youth mental health · plain
In the paper
“stressful life events produce the most ‘toxic’ effect on children’s stress system, raising the risk of subsequent development of stress-related mental difficulties, when experienced in the absence of a stable and supporting environment [34]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Youth mental health: which targets for which interventions?
What the sources say
- Not checked yetcites [34] Shonkoff JP. Building a new biodevelopmental framework to guide the future of early childhood policy. Child Dev. 2010;81(1):357–67. source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“The relation between attachment difficulties and youth psychological problems is most likely bidirectional”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Youth mental health: which targets for which interventions?
What the sources say
- Not checked yetcites [38] Kobak R, Zajac K, Herres J, Krauthamer Ewing ES. Attachment based treatments for adolescents: the secure cycle as a framework for assessment, treatment and evaluation. Attach Hum Dev. 2015;17(2):220–39. source
hedgedcorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“50% of whom being already symptomatic by the age of 14 [14]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > The need for implementing prevention and early intervention in youth mental health
What the sources say
- Not checked yetcites [14] Kessler RC, Berglund P, Demler O, Jin R, Merikangas KR, Walters EE. Lifetime prevalence and age-of-onset distributions of DSM-IV disorders in the National Comorbidity Survey Replication. Arch Gen Psychiatry. 2005;62(6):593–602. source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“Meta-analytic work strongly supports the effectiveness of youth prevention programs addressing child abuse [44], negative consequences of parents’ divorce on children [45], substance abuse [46], and school-related problematic behaviors [47] in reducing rates of psychosocial difficulties later in life [48].”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Mental health prevention and early intervention in youth: where is the evidence? > Promotion of youth mental health
What the sources say
- Not checked yetcites [44] Davis MK, Gidycz CA. Child sexual abuse prevention programs: a meta-analysis. J Clin Child Psychol. 2000;29(2):257–65. source
- Not checked yetcites [45] Lee CM, Bax KA. Children’s reactions to parental separation and divorce. Paediatr Child Health. 2000;5(4):217–8. source
- Not checked yetcites [46] Tobler NS. Meta-analysis of adolescent drug prevention programs: results of the 1993 meta-analysis. NIDA Res Monogr. 1997;170:5–68.
boosteddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“cross-prediction between anxiety and depression from adolescence to adulthood”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Youth mental health: which targets for which interventions?
What the sources say
- Not checked yetcites [40] Lancefield KS, Raudino A, Downs JM, Laurens KR. Trajectories of childhood internalizing and externalizing psychopathology and psychotic-like experiences in adolescence: a prospective population-based cohort study. Dev Psychopathol. 2016;28(2):527–36. source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“stigma represents a major barrier in this regards [19]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > The need for implementing prevention and early intervention in youth mental health
What the sources say
- Not checked yetcites [19] Gronholm PC, Thornicroft G, Laurens KR, Evans-Lacko S. Mental health-related stigma and pathways to care for people at risk of psychotic disorders or experiencing first-episode psychosis: a systematic review. Psychol Med. 2017;47(11):1867–79. source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“most mental health services, as traditionally developed, have proven to be ineffective to provide healthcare during this critical period [16]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > The need for implementing prevention and early intervention in youth mental health
What the sources say
- Not checked yetcites [16] Andrews G, Sanderson K, Corry J, Lapsley HM. Using epidemiological data to model efficiency in reducing the burden of depression*. J Ment Health Policy Econ. 2000;3(4):175–86. source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
In the paper
“childhood adversities seem to impact negatively on a number of disorders [28]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Towards a trans-diagnostic clinical staging model to intercept a wider at-risk youth population
What the sources say
- Not checked yetcites [28] Kessler RC, McLaughlin KA, Green JG, Gruber MJ, Sampson NA, Zaslavsky AM, et al. Childhood adversities and adult psychopathology in the WHO World Mental Health Surveys. Br J Psychiatry. 2010;197(5):378–85. source
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
- It may state two separate claims as one. 15
- Probably not a substantial claim. 7
- The quote only partly states this claim. 1
Every source the paper cites for this claim was checked and supports it.
In the paper
“increasingly clear evidence that pathways to mental disorders are pluripotent and trans-diagnostic [22]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Mental health prevention and early intervention in youth: where is the evidence? > Primary prevention in youth mental health
What the sources say
- Supportedcites [22] McGorry PD, Mei C. Ultra-high-risk paradigm: lessons learnt and new directions. Evid Based Ment Health. 2018;21(4):131–3. source
The section “Moving towards a transdiagnostic at-risk mental state” explicitly says that a broader focus aligns with the proposition that pathways to mental disorders are pluripotent and transdiagnostic. The Abstract likewise describes pluripotent trajectories across a range of mental disorders. (LLM, conf=0.92)
boosted- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
- Supported
In the paper
“with problematic substance use including alcohol and illicit drugs being the main risk factor for incident DALY (9%) [15]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > The need for implementing prevention and early intervention in youth mental health
What the sources say
- Not checked yetcites [15] Gore FM, Bloem PJ, Patton GC, Ferguson J, Joseph V, Coffey C, et al. Global burden of disease in young people aged 10–24 years: a systematic analysis. Lancet. 2011;377(9783):2093–102. source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Among people younger than 25 years old, mental health problems, especially anxiety and mood disorders, are the main cause of disability-adjusted life-years (DALYs)”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > The need for implementing prevention and early intervention in youth mental health
What the sources say
- Not checked yetcites [15] Gore FM, Bloem PJ, Patton GC, Ferguson J, Joseph V, Coffey C, et al. Global burden of disease in young people aged 10–24 years: a systematic analysis. Lancet. 2011;377(9783):2093–102. source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“accounting for 45% of the global burden of disease across the 0–25 age span”
- Also stated in: § Results · plain
“accounting for 45% of the global burden of disease”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Abstract > Results
What the sources say
- Not checked yetcites [15] Gore FM, Bloem PJ, Patton GC, Ferguson J, Joseph V, Coffey C, et al. Global burden of disease in young people aged 10–24 years: a systematic analysis. Lancet. 2011;377(9783):2093–102. source
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. The paper’s conclusions may not depend on it.
- Also stated in: § Results · plain
In the paper
“internalizing and externalizing psychopathology predicting psychosis-like experiences and vice versa [40]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Youth mental health: which targets for which interventions?
What the sources say
- Not checked yetcites [40] Lancefield KS, Raudino A, Downs JM, Laurens KR. Trajectories of childhood internalizing and externalizing psychopathology and psychotic-like experiences in adolescence: a prospective population-based cohort study. Dev Psychopathol. 2016;28(2):527–36. source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Research evidence indicates that a number of factors influence the person’s mental health from before birth until early adulthood, after which mental health can still be significantly modulated but to a lesser extent [29]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Youth mental health: which targets for which interventions?
What the sources say
- Not checked yetcites [29] Mustard JF. Brain development, child development—adult health and well-being and paediatrics. Paediatr Child Health. 1999;4(8):519–20. source
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“interventions addressing multiple co-occurring problems are more likely to impact positively on youth mental health, potentially interrupting the continuity between childhood internalizing and externalizing psychopathology that may also co-occur with psychosis-like experiences on one hand, and psychiatric disorders in adulthood on the other.”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Youth mental health: which targets for which interventions?
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“In its absence, neurodevelopment may be undermined, making that person more vulnerable to further environmental insults and subsequent development of both internalizing [36] and externalizing [37] behavioral problems, including anxiety, depression, substance misuse, maladaptive eating patterns, sexual risk behavior, and suicidality.”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Youth mental health: which targets for which interventions?
What the sources say
- Not checked yetcites [36] Groh AM, Roisman GI, van Ijzendoorn MH, Bakermans-Kranenburg MJ, Fearon RP. The significance of insecure and disorganized attachment for children’s internalizing symptoms: a meta-analytic study. Child Dev. 2012;83(2):591–610. source
- Not checked yetcites [37] Fearon RP, Bakermans-Kranenburg MJ, van Ijzendoorn MH, Lapsley AM, Roisman GI. The significance of insecure attachment and disorganization in the development of children’s externalizing behavior: a meta-analytic study. Child Dev. 2010;81(2):435–56. source
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“lifetime omega-3 fatty acid [56–58], vitamin [57–59], sulforaphane [60], and prebiotic [61] supplementation to support good mental health by reducing neuroinflammation, oxidative stress, and microbiota dysbiosis”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Mental health prevention and early intervention in youth: where is the evidence? > Primary prevention in youth mental health
What the sources say
- Not checked yetcites [56] Pusceddu MM, Kelly P, Stanton C, Cryan JF, Dinan TG. N-3 Polyunsaturated Fatty Acids through the Lifespan: Implication for Psychopathology. Int J Neuropsychopharmacol. 2016;19(12):pyw078. source
- Not checked yetcites [57] Dawson SL, Bowe SJ, Crowe TC. A combination of omega-3 fatty acids, folic acid and B-group vitamins is superior at lowering homocysteine than omega-3 alone: a meta-analysis. Nutr Res. 2016;36(6):499–508. source
- Not checked yetcites [58] Kurtys E, Eisel ULM, Verkuyl JM, Broersen LM, Dierckx RAJO, de Vries EFJ. The combination of vitamins and omega-3 fatty acids has an enhanced anti-inflammatory effect on microglia. Neurochem Int. 2016;99:206–14. source
- Not checked yetcites [59] Eryilmaz H, Dowling KF, Huntington FC, Rodriguez-Thompson A, Soare TW, Beard LM, et al. Association of prenatal exposure to population-wide folic acid fortification with altered cerebral cortex maturation in youths. JAMA Psychiatry. 2018;75(9):918–28. source
- Not checked yetcites [60] Do KQ, Cuenod M, Hensch TK. Targeting oxidative stress and aberrant critical period plasticity in the developmental trajectory to schizophrenia. Schizophr Bull. 2015;41(4):835–46. source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one. The quote only partly states this claim.
None of the sources cited for this claim have been checked yet.
In the paper
“some health and social domains such as education, housing, nutrition, and healthcare, have pervasive influence on low income settings, while lack of supportive environments and community networks may have more detrimental effects in urban areas with high population density or ethnic minorities [50, 51]”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Mental health prevention and early intervention in youth: where is the evidence? > Promotion of youth mental health
What the sources say
- Not checked yetcites [50] Castillo EG, Ijadi-Maghsoodi R, Shadravan S, Moore E, Mensah MO, Docherty M, et al. Community interventions to promote mental health and social equity. Curr Psychiatry Rep. 2019;21(5):35. source
- Not checked yetcites [51] Jané-Llopis E, Barry M, Hosman C, Patel V. Mental health promotion works: a review. Promot Educ. 2005; 12(Suppl 2):9–25, 61, 7.
hedgedconditional- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Results suggested that indicated interventions have positive effects not only in reducing the presenting problem but also in improving other areas of psychosocial adjustment [94].”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Mental health prevention and early intervention in youth: where is the evidence? > Primary prevention in youth mental health
What the sources say
- Not checked yetcites [94] Conley CS, Shapiro JB, Kirsch AC, Durlak JA. A meta-analysis of indicated mental health prevention programs for at-risk higher education students. J Couns Psychol. 2017;64(2):121–40. source
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Research evidence suggests that the development of services for indicated prevention has met the objectives of strengthening service engagement, reducing the duration of untreated illness, and liaising with secondary prevention interventions [42].”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Mental health prevention and early intervention in youth: where is the evidence? > Primary prevention in youth mental health
What the sources say
- Not checked yetcites [42] WHO. Prevention of mental disorders. Effective interventions and policy options. Geneva: World Health Organisation; 2004.
hedgeddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Most likely, promotion programs require tailoring to the specific socio-cultural setting.”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Mental health prevention and early intervention in youth: where is the evidence? > Promotion of youth mental health
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: fails — The paper’s conclusions may not depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it.
In the paper
“Studies have shown that most primary care practices have enrolled in the program, increasing young individuals’ access to psychiatric services and overall satisfaction [130].”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Towards the development of integrated and multidisciplinary services for the young population
What the sources say
- Not checked yetcites [130] Straus JH, Sarvet B. Behavioral health care for children: the massachusetts child psychiatry access project. Health Aff (Millwood). 2014;33(12):2153–61. source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Research evidence summarized in this review suggests that health researchers and professionals as well as health service institutions and governments have to join forces to deliver integrated and multidisciplinary actions in mental health, especially in the early steps of the prevention chain.”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Conclusions and future directions
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence.
- Rests on an assumption: Promotion and prevention in mental health are not necessarily the responsibility of mental health professionals alone.
- Rests on an assumption: The mental health care sector has among its prerogatives the provision of effective interventions from early stages of illness to long-lasting conditions.
In the paper
“In Ireland, services called ‘Headstrong’ and ‘Jigsaw’ have developed, proving to be effective in facilitating access to community care to people aged 12–25 with emerging mental health difficulties [134].”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Towards the development of integrated and multidisciplinary services for the young population
What the sources say
- Not checked yetcites [134] O’Keeffe L, O’Reilly A, O’Brien G, Buckley R, Illback R. Description and outcome evaluation of Jigsaw: an emergent Irish mental health early intervention programme for young people. Ir J Psychol Med. 2015;32(1):71–7. source
boosteddirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Depending on the presenting concern, the proportion of each delivered service can vary as well as the main service provider (general practitioner, psychologist, allied mental health etc.) and funding source [137].”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Towards the development of integrated and multidisciplinary services for the young population
What the sources say
- Not checked yetcites [137] Rickwood DJ, Telford NR, Mazzer KR, Parker AG, Tanti CJ, McGorry PD. The services provided to young people through the headspace centres across Australia. Med J Aust. 2015;202(10):533–6. source
plaincorrelational- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“Studies have shown benefits of MHSPY interventions in terms of higher psychosocial functioning and family satisfaction as well as lower burden on services and risk to self and others [131].”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Towards the development of integrated and multidisciplinary services for the young population
What the sources say
- Not checked yetcites [131] Grimes KE, Mullin B. MHSPY: a children’s health initiative for maintaining at-risk youth in the community. J Behav Health Serv Res. 2006;33(2):196–212. source
plaindirect- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“In a decade, thanks to the creation of ‘communities of youth services’ (CYSs), Headspace has seen growing the number of its centers from 10 to more than 110, granting access to services to about 100,000 young people per year, including vulnerable, marginalized, and at-risk groups [8].”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Towards the development of integrated and multidisciplinary services for the young population
What the sources say
- Not checked yetcites [8] McGorry PD, Mei C. Early intervention in youth mental health: progress and future directions. Evid Based Ment Health. 2018;21(4):182–4. source
plaindirectn = 100,000- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: unclear — It is unclear whether the paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
It may state two separate claims as one.
In the paper
“elements indicating best practice have been identified, including being highly accessible (affordable, convenient, timely, non-stigmatizing, flexible, inclusive, and awareness raising), acceptable (youth-friendly, confidential, respectful, engaging, responsive, competent, and collaborative), appropriate (early intervention focused, comprehensive, developmentally-appropriate, suitable to early st”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Towards the development of integrated and multidisciplinary services for the young population
What the sources say
- Not checked yetcites [138] Hetrick SE, Bailey AP, Smith KE, Malla A, Mathias S, Singh SP, et al. Integrated (one-stop shop) youth health care: best available evidence and future directions. Med J Aust. 2017;207(10):S5–18.
plain- Asserted: passes — The authors put it forward as true.
- Checkable: passes — It can be checked against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The continuity of youth mental health needs from an early age seems to go beyond the boundaries of what falls within the mental health professionals’ competences and duties, putting at stake the epistemological status of psychiatry.”
§ Prevention and early intervention in youth mental health: is it time for a multidisciplinary and trans-diagnostic model for care? > Conclusions and future directions
hedged- Asserted: passes — The authors put it forward as true.
- Checkable: fails — It may be too vague to check against evidence.
- Load-bearing: passes — The paper’s conclusions depend on it.
- Based: passes — The paper gives a reason why it holds.
Probably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
The paper relies on this without support.
Promotion and prevention in mental health are not necessarily the responsibility of mental health professionals alone.
“Promotion and prevention in mental health are not necessarily responsibility of mental health professionals alone.”
The paper relies on this without support.
The mental health care sector has among its prerogatives the provision of effective interventions from early stages of illness to long-lasting conditions.
“The mental health care sector has among its prerogatives the provision of effective interventions from early stages of illness to long-lasting conditions.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“the marked benefits of early detection of STBs, ranging from acute suicide prevention to identification of at-risk children for early intervention, when such interventions are potentially most effective18”
From Asking Preadolescents About Suicide Is Not Associated With Increased Suicidal Thoughts (2026) · cites this paper as [18]
Experimental — accuracy not yet measured
Citations
Cites
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Merikangas, K. R., & Walters, E. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.593 · Cited by 20,391
Closing the gap in a generation: health equity through action on the social determinants of health
Marmot, M. G., Friel, S., Bell, R., Houweling, T. A. J., & Taylor, S. A. J. (2008) · The Lancet · doi:10.1016/s0140-6736(08)61690-6 · Cited by 8,473
Early childhood development coming of age: science through the life course
Black, M. M., Walker, S. P., Fernald, L. C. H., Andersen, C. T., DiGirolamo, A. M., Lu, C., McCoy, D. C., Fink, G., Shawar, Y. R., Shiffman, J., et al. (2017) · The Lancet · doi:10.1016/s0140-6736(16)31389-7 · Cited by 3,014
Exercise: a behavioral intervention to enhance brain health and plasticity
Cotman, C. (2002) · Trends in Neurosciences · doi:10.1016/s0166-2236(02)02143-4 · Cited by 2,739
Childhood adversities and adult psychopathology in the WHO World Mental Health Surveys
Kessler, R. C., McLaughlin, K. A., Green, J. G., Gruber, M. J., Sampson, N. A., Zaslavsky, A. M., Aguilar-Gaxiola, S., Alhamzawi, A. O., Alonso, J., Angermeyer, M., et al. (2010) · British Journal of Psychiatry · doi:10.1192/bjp.bp.110.080499 · Cited by 2,640
Changes in grey matter induced by training
Draganski, B., Gaser, C., Busch, V., Schuierer, G., Bogdahn, U., & May, A. (2004) · Nature · doi:10.1038/427311a · Cited by 2,373
Global burden of disease in young people aged 10–24 years: a systematic analysis
Gore, F. M., Bloem, P. J., Patton, G. C., Ferguson, J., Joseph, V., Coffey, C., Sawyer, S. M., & Mathers, C. D. (2011) · The Lancet · doi:10.1016/s0140-6736(11)60512-6 · Cited by 2,301
Greenberg, M. T., Weissberg, R. P., O'Brien, M. U., Zins, J. E., Fredericks, L., Resnik, H., & Elias, M. J. (2003) · American Psychologist · doi:10.1037/0003-066x.58.6-7.466 · Cited by 2,147
Attachment and reflective function: Their role in self-organization
FONAGY, P., & TARGET, M. (1997) · Development and Psychopathology · doi:10.1017/s0954579497001399 · Cited by 1,708
Attachment and development: A prospective, longitudinal study from birth to adulthood
Sroufe, L. A. (2005) · Attachment & Human Development · doi:10.1080/14616730500365928 · Cited by 1,685
Research works printed but not linked: 2
- WHO. Mental health action plan 2013–2020. Geneva: World Health Organization; 2013.
- Birchwood M. Youth space and youth mental health. Eur Psychiatry. 2018;48:S7.
Cited by
Sorted by citations
Items 101–200 of 726
Iyer, S. N., Pope, M. A., Taksal, A., Mohan, G., THARA, R., Loohuis, H., Shah, J. L., Joober, R., Schmitz, N., Margolese, H. C., et al. (2022) · International Journal of Mental Health Systems · doi:10.1186/s13033-021-00510-x · Cited by 12
Luo, J., van Grieken, A., Kruizinga, I., & Raat, H. (2023) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-023-02217-5 · Cited by 13
Savaglio, M., Yap, M. B. H., Smith, T., Vincent, A., & Skouteris, H. (2023) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-023-00621-y · Cited by 12
Obuobi-Donkor, G., Shalaby, R., Agyapong, B., Dias, R. D. L., & Agyapong, V. I. O. (2024) · Journal of Clinical Medicine · doi:10.3390/jcm13030865 · Cited by 12
Moritz, S., Grudzień, D., Gawęda, Ł., Aleksandrowicz, A., Balzan, R. P., Shaffy, A., Bruhns, A., Borsutzky, S., & Rolvien, L. (2024) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2024.04.021 · Cited by 12
Zhao, C., Wang, Y., Jia, X., Fan, J., Wang, N., Yang, Y., & Shi, X. (2024) · Nutrients · doi:10.3390/nu16101445 · Cited by 12
Family Risk Profiles and Mental Health Among Chinese Adolescents: A Latent Class Analysis
Chen, Y., Zheng, W., He, M., Guo, Y., Zhang, M., Feng, R., Ding, D., & Gao, R. (2024) · Applied Research in Quality of Life · doi:10.1007/s11482-024-10371-4 · Cited by 14
Setia, S., Tichy, M. L., & Gilbert, F. (2024) · Cureus · doi:10.7759/cureus.70130 · Cited by 21
Contextual Emotional Transformer-Based Model for Comment Analysis in Mental Health Case Prediction
Ibitoye, A., Oladimeji, O. O., & Onifade, O. F. W. (2024) · Vietnam Journal of Computer Science · doi:10.1142/s2196888824500192 · Cited by 16
Brichacek, A. L., Neill, J. T., Murray, K., Rieger, E., & Watsford, C. R. (2025) · Adolescent Research Review · doi:10.1007/s40894-024-00256-w · Cited by 15
Federated learning for privacy-enhanced mental health prediction with multimodal data integration
Dubey, P., Dubey, P., & Bokoro, P. N. (2025) · Computer Methods in Biomechanics and Biomedical Engineering Imaging & Visualization · doi:10.1080/21681163.2025.2509672 · Cited by 12
Australian Youth Resilience and Help-Seeking during COVID-19: A Cross-Sectional Study
Grové, C., Marinucci, A., & Montagni, I. (2023) · Behavioral Sciences · doi:10.3390/bs13020121 · Cited by 14
de Vries, Y. A., Bos, E. H., Roest, A. M., & de Jonge, P. (2023) · Springer eBooks · doi:10.1007/978-3-030-42825-9_89-1 · Cited by 12
War, diet, and PTSD in Ukrainian youth
Halabitska, I., Petakh, P., Buchynskyi, M., Kamyshna, I. I., Lushchak, O. V., & Kamyshnyi, O. (2025) · Scientific Reports · doi:10.1038/s41598-025-31138-3 · Cited by 14
Marquez, J., Lambert, L., & Cutts, M. (2022) · Child Indicators Research · doi:10.1007/s12187-022-09993-7 · Cited by 15
Goslin, M. C., & Epstein, C. (2024) · Child Maltreatment · doi:10.1177/10775595241233230 · Cited by 11
Perinatal anxiety disorders screening study: a study protocol
Fairbrother, N., Stagg, B., Scoten, O. C., Keeney, C., & Cargnelli, C. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05575-9 · Cited by 13
Prabhu, S. G., Mallikarjun, P. K., Palmer, A., Nag, R., Khadeparkar, P., Arelingaiah, M., Lakshman, K. A., Podiya, J. K., Navaneetham, J., & Hugh‐Jones, S. (2024) · Journal of Mental Health · doi:10.1080/09638237.2024.2426994 · Cited by 11
Carbone, A., Pestell, C., Nevill, T., & Mancini, V. O. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph22010011 · Cited by 18
Psychometric study of the Maslach Burnout Inventory-Student Survey on Thai university students
López-Gómez, E., Fernández, R. G., & Khampirat, B. (2025) · Scientific Reports · doi:10.1038/s41598-024-84829-8 · Cited by 11
Vereschagin, M., Wang, A. Y., Leung, C., Richardson, C. G., Hudec, K. L., Doan, Q. H., Virk, P., Halli, P., Wojcik, K. D., Munro, L., et al. (2023) · Journal of Behavioral and Cognitive Therapy · doi:10.1016/j.jbct.2023.02.002 · Cited by 11
Bansema, C. H., Vermeiren, R. R. J. M., de Soet, R., van Ewijk, H., Nijland, L., & Nooteboom, L. A. (2023) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-023-02216-6 · Cited by 11
Kirubasankar, A., Nagarajan, P., Kandasamy, P., & Kattimani, S. (2020) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2020.102529 · Cited by 11
Giuliani, A., Petruccelli, I., & D’Urso, G. (2025) · Behavioral Sciences · doi:10.3390/bs15121734 · Cited by 15
Flexible Electrochemical Biosensor for Non-Invasive, on-Site Cortisol Monitoring in Sweat and Saliva
Fande, S., Sriram, D., & Goel, S. (2026) · ACS Measurement Science Au · doi:10.1021/acsmeasuresciau.5c00153 · Cited by 11
Review of Psilocybin Use for Depression among Cancer Patients after Approval in Oregon
Bellman, V. (2024) · Cancers · doi:10.3390/cancers16091702 · Cited by 11
Universal Child Mental Health Screening for Parents: a Systematic Review of the Evidence
Brinley, S. K., Tully, L. A., Carl, T., McLean, R. K., Cowan, C. S. M., Hawes, D. J., Dadds, M. R., & Northam, J. C. (2024) · Prevention Science · doi:10.1007/s11121-024-01693-8 · Cited by 10
Reduced speech coherence in psychosis-related social media forum posts
Plank, L., & Zlomuzica, A. (2024) · Schizophrenia · doi:10.1038/s41537-024-00481-1 · Cited by 11
Yani, D. I., Chua, J. Y. X., Wong, J. C. M., Pikkarainen, M. A., & Shorey, S. (2024) · International Journal of Mental Health Nursing · doi:10.1111/inm.13494 · Cited by 14
Bondar, L. I., Iovanovici, D. C., Măduța, V., Butari, D. B., Șandor, F. M., Mariș, M. A., Piroș, L. E., Miuţa, C. C., Toderescu, C. D., & Popescu, M. I. (2025) · Journal of Clinical Medicine · doi:10.3390/jcm14030837 · Cited by 12
Perceived Inclusivity in Mobility Aids Use: A Qualitative Study in Iran
Rasoulivalajoozi, M., Cucuzzella, C., & Farhoudi, M. (2025) · Disabilities · doi:10.3390/disabilities5010015 · Cited by 10
Zhang, Z., Wan, R., & Ma, J. (2022) · Personality and Individual Differences · doi:10.1016/j.paid.2022.111716 · Cited by 10
Taylor-Beirne, J., & Taylor-Beirne, S. (2022) · British Journal of Child Health · doi:10.12968/chhe.2022.3.3.135 · Cited by 10
Ra, J. S. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1293505 · Cited by 13
Groen, G., Jörns‐Presentati, A., Dessauvagie, A., Seedat, S., van den Heuvel, L. L., Suliman, S., Grobler, G. P., Jansen, R., Mwape, L., Katowa-Mukwato, P., et al. (2022) · Issues in Mental Health Nursing · doi:10.1080/01612840.2022.2124003 · Cited by 11
Peart, N., Hetrick, S. E., Gibson, K. L., & Stasiak, K. (2023) · JMIR Formative Research · doi:10.2196/46579 · Cited by 11
Gallop, L., Westwood, S. J., Hemmings, A., Lewis, Y. D., Campbell, I. C., & Schmidt, U. H. (2024) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-024-02475-x · Cited by 11
Turgeon, J., Racine, N. M., McDonald, S., Tough, S., & Madigan, S. L. (2024) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2024.106927 · Cited by 12
Yokotani, K., Takano, M., Abe, N., & Kato, T. A. (2025) · Psychiatry and Clinical Neurosciences · doi:10.1111/pcn.13804 · Cited by 13
Stephan, J., Gehrmann, J., Sinha, M., Stullich, A., Gabel, F., & Richter, M. (2025) · Journal of Prevention · doi:10.1007/s10935-025-00834-1 · Cited by 14
Adolescent Nutritional Patterns and Health Behaviors in Romania: A Cross-Sectional Analysis
Lupu, C. E., Scafa‐Udriște, A., Matei, R. S., Licu, M., Stanciu, T. I., Stanciu, G., Hashemi, F., Mihai, A., Lupu, S., Ene, R., et al. (2025) · Nutrients · doi:10.3390/nu17091448 · Cited by 12
Supporting Neurologic Health with Mushroom Nutrition
Bell, V., Dimitrov, P., & Fernandes, T. H. (2025) · Nutrients · doi:10.3390/nu17091568 · Cited by 11
Magakwe, T. S. S., John, E. E., Daniel-Nwosu, E., Ogiemudia, O. M., Ike, O. O., Ogbonna, G. O., dos Santos, I. I. D. B., Westbrook, N., Amaechi, O. U., Uzuegbu, U. E., et al. (2025) · Scientific Reports · doi:10.1038/s41598-025-05831-2 · Cited by 19
Tanana, L., Harrison, C. M., Nishtala, P. S., & Chen, T. F. (2022) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2022.09.007 · Cited by 9
Atamba, C., Mosonik, J. K., Stückler, D., Sungu, L. J., Santoso, C. M. A., & Mohamed, H. H. (2023) · SAGE Open · doi:10.1177/21582440231211417 · Cited by 9
Lyon, A. R., Cook, C. R., Larson, M. F., Hugh, M. L., Dopp, A. R., Hamlin, C., Reinke, P. H., Bose, M., Law, A., Goosey, R., et al. (2024) · Implementation Science · doi:10.1186/s13012-023-01330-y · Cited by 9
A qualitative exploration of online forums to support resilience of rural young people in Australia
Carlisle, K., Kamstra, P., Carlisle, E., McCosker, A., Cotta, T. D., Kilpatrick, S., Steiner, A., Kahl, B. L., & Farmer, J. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1335476 · Cited by 11
Cannabis Use in Autism: Reasons for Concern about Risk for Psychosis
Bortoletto, R., & Colizzi, M. (2022) · Healthcare · doi:10.3390/healthcare10081553 · Cited by 9
Self-citationRussell, A., Curtin, E., Widnall, E., Dodd, S., Limmer, M., Simmonds, R., & Kidger, J. (2023) · Community mental health journal · doi:10.1007/s10597-022-01059-w · Cited by 10
Asking Preadolescents About Suicide Is Not Associated With Increased Suicidal Thoughts
Hennefield, L., Luking, K. R., Tillman, R., Barch, D. M., Luby, J. L., & Thompson, R. J. (2026) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2025.03.025 · Cited by 8
“…from acute suicide prevention to identi fi cation of at-risk children for early intervention, when such interventions are potentially most effective 18 ; and (2) the lack of clear suicide-risk markers in preadolescents 5 that might otherwise make targeted suicide-risk screening more effective.”
Valeria, S., Francesco, T., Sonia, A., Laura, V. P., Luca, C., Marcello, S., Roberta, L., Patrizia, P., Arnau, B. G., Roberto, F., et al. (2024) · Pharmacological Research · doi:10.1016/j.phrs.2024.107536 · Cited by 8
Housing First for Youth Who Experience Homelessness: A Systematic Review
Woodhall‐Melnik, J., Monette, C., Reiser, C., & Haley, T. L. (2025) · Urban Affairs Review · doi:10.1177/10780874251314838 · Cited by 18
Ethical Considerations Surrounding the Use of AI-Interventions in Application of Mental Healthcare
Verma, M., Chanthar, K. M. M. V., & Beg, M. J. (2025) · Advances in medical technologies and clinical practice book series · doi:10.4018/979-8-3693-3112-5.ch009 · Cited by 9
Longitudinal Prediction of Mental Health Outcomes in Vulnerable Youth using Machine Learning
Pujadas, E. R., Díaz‐Caneja, C. M., Stevanović, D., Ferrer-Quintero, M., Martín-Isla, C., Hernández-González, J., Atehortúa, A., Lazrak, N., Pries, L.-K., Delespaul, P., et al. (2025) · Cognitive Computation · doi:10.1007/s12559-025-10509-y · Cited by 8
Mares, L., & Fuller, M. (2026) · Journal of Affective Disorders · doi:10.1016/j.jad.2026.121288 · Cited by 10
Bjørnsen, H. N., Bjørnebekk, G., & Brandmo, C. (2023) · Health Promotion Practice · doi:10.1177/15248399231161090 · Cited by 8
Jiménez-Vázquez, D. (2024) · Revista de Psicología Clínica con Niños y Adolescentes · doi:10.21134/rpcna.2024.11.2.6 · Cited by 9
Tariq, A., Gray, E., Gregory, A. M., & Chan, S. W. Y. (2024) · Wellcome Open Research · doi:10.12688/wellcomeopenres.22685.1 · Cited by 10
Syarifa, D. F. P., Moeljono, A. A. K., Hidayat, W. N., Shafelbilyunazra, A., Abednego, V. K., & Prasetya, D. D. (2024) · International Conference on Electrical and Information Technology (IEIT) · doi:10.1109/ieit64341.2024.10763282 · Cited by 8
Yani, D. I., Wong, J. C. M., Pikkarainen, M. A., Chua, J. Y. X., Wong, H. C., Goh, Y. S., & Shorey, S. (2025) · Journal of Advanced Nursing · doi:10.1111/jan.16742 · Cited by 15
Medina, J. C., Paz, C., García‐Mieres, H., Niño‐Robles, N., Herrera, J. E., Feixas, G., & Montesano, A. (2022) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2022.06.034 · Cited by 13
‘What happens then?’: A 6‐month follow‐up on students accessing a university counselling service
Bani, M., Zorzi, F., Russo, S., Ardenghi, S., Rampoldi, G., & Strepparava, M. G. (2024) · Counselling and Psychotherapy Research · doi:10.1002/capr.12756 · Cited by 10
Gunasekaran, G., Thirugnanam, D. K., Balasubramaniam, A., Jayanthi, N., & Leela, K. V. (2024) · Current Pediatric Reviews · doi:10.2174/0115733963309043240703115735 · Cited by 11
Al‐Beltagi, M., Saeed, N. K., Bediwy, A. S., Bediwy, E. A., & Elbeltagi, R. M. (2025) · World Journal of Clinical Pediatrics · doi:10.5409/wjcp.v14.i3.105290 · Cited by 7
Li, Y., Ding, X. X., Chen, Y., Li, Y., & Ma, N. (2025) · Designing Interactive Systems Conference · doi:10.1145/3715336.3735795 · Cited by 9
Wahdi, A. E., Astrini, Y. P., Setyawan, A., Fine, S. L., Ramaiya, A., Li, M., Wado, Y. D., Loi, V. M., Maravilla, J. C., Scott, J. G., et al. (2025) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-025-00924-2 · Cited by 14
The role of AI in university students’ mental health: a bibliometric review
Basha, S. E., Gull, M., Alquqa, E. K., Mahmoud, K., & Harhash, A. Y. (2025) · Discover Social Science and Health · doi:10.1007/s44155-025-00300-7 · Cited by 8
Mental health of university students: a cross-sectional study from Qatar
Al-Jayyousi, G. F., Shraim, M., O’Hara, L., Zolezzi, M., Al‐Wattary, N., El‐Awaisi, A., Hajj, M. S. E., Mukhalalati, B., Rahim, H. F. A., & Hassan, D. A. (2025) · Scientific Reports · doi:10.1038/s41598-025-20202-7 · Cited by 10
Beyond pain relief: a comprehensive review of analgesic self-medication and its broad implications
Moni, S. S., Ayish, F., Musawi, S., Ravali, R. S., Abdelwahab, S. İ., Salawi, A., Elmobark, M. E., Abdallah, H. F., Jabeen, A., Almalki, S. H., et al. (2025) · Critical Public Health · doi:10.1080/09581596.2025.2582887 · Cited by 7
Experiences of primary care among young adults with mental illness – A systematic literature review
Wickman, U. L., & Schmidt, M. (2023) · Scandinavian Journal of Caring Sciences · doi:10.1111/scs.13167 · Cited by 7
Functional outcomes in youth with complex trauma: a systematic review of psychosocial interventions
Dunn, B. J., Paterson, J. L., & Keane, C. A. (2023) · Australian Psychologist · doi:10.1080/00050067.2023.2206513 · Cited by 7
Ross, T., Ma, X., & Doty, J. L. (2023) · The Journal of Early Adolescence · doi:10.1177/02724316231215784 · Cited by 7
Hamshari, S., Yaseen, S., Zayed, M., Dalasha, A., Maraqa, B. N., & Nazzal, Z. A. S. (2024) · BMC Psychiatry · doi:10.1186/s12888-023-05482-5 · Cited by 7
Universal online self-help ACT interventions for youth: A systematic review
Morey, A., Samuel, V. M., & Williams, M. O. (2024) · Behaviour Research and Therapy · doi:10.1016/j.brat.2024.104576 · Cited by 9
A concept analysis of vicarious resilience in mental health nursing
AlOtaibi, N. G. (2024) · International Journal of Nursing Sciences · doi:10.1016/j.ijnss.2024.08.004 · Cited by 9
Bartnick, C., Christiansen, H., & Schneider, S. (2024) · JCPP Advances · doi:10.1002/jcv2.12293 · Cited by 7
Kjellgren, M., Lilliehorn, S., & Markström, U. (2023) · Child and Adolescent Social Work Journal · doi:10.1007/s10560-023-00943-y · Cited by 7
Polycystic Ovary Syndrome: A Comprehensive Exploration of Diagnosis Experience in Saudi Women
Alqntash, N., AlZabin, A. K., Almajed, E. H., Alotaibi, K. M., Alhindi, G., Ali, S. I., & Bakhsh, H. (2024) · Journal of Clinical Medicine · doi:10.3390/jcm13175305 · Cited by 10
Mamun, M. A., Al‐Mamun, F., Hasan, M. E., Roy, N., ALmerab, M. M., Gozal, D., & Hossain, M. S. (2025) · BMC Psychiatry · doi:10.1186/s12888-025-07188-2 · Cited by 9
The alongside digital wellness program for youth: longitudinal pre-post outcomes study
Cohen, K., Rapoport, A., Friis, E., Hill, S., Feldman, S., & Schleider, J. (2025) · JMIR Formative Research · doi:10.2196/73180 · Cited by 9
Tan, Q., Nie, Y., Son, P., Qian, Y., Staiano, A. E., Wang, F., Rosenkranz, R. R., & Chen, S. (2026) · JMIR Formative Research · doi:10.2196/83630 · Cited by 5
Kaya, M., & McCabe, C. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19158927 · Cited by 7
Lacroix, E., Wilson, S., McGue, M. K., Iacono, W. G., & von Ranson, K. M. (2023) · Clinical Psychological Science · doi:10.1177/21677026231192271 · Cited by 7
Measures to protect and promote elite athletes’ mental health in Swiss sports
Röthlin, P., Horvath, S., & Birrer, D. (2023) · Sports Psychiatry · doi:10.1024/2674-0052/a000061 · Cited by 6
Mostert, C. M., Aballa, A. O., Khakali, L., Njoroge, W., Shah, J., Hasham, S., Merali, Z., & Atwoli, L. (2024) · Value in Health Regional Issues · doi:10.1016/j.vhri.2023.11.012 · Cited by 6
Carlsson, I., Ewe, M. B., Nymberg, P., & Jormfeldt, H. (2024) · International Journal of Qualitative Studies on Health & Well-Being · doi:10.1080/17482631.2024.2354945 · Cited by 8
Ijaz, S., Rohail, I., & Irfan, S. (2024) · Psicologia Reflexão e Crítica · doi:10.1186/s41155-024-00311-4 · Cited by 6
Colizzi, M., Basaldella, M., Candolo, A., Garzitto, M., Palermo, A., Scipioni, C., Tavian, G., Balestrieri, M., Bortoletto, R., & Comacchio, C. (2024) · Early Intervention in Psychiatry · doi:10.1111/eip.13604 · Cited by 6
Self-citationHornstein, S., Lueken, U., Wundrack, R., & Hilbert, K. (2024) · JMIR AI · doi:10.2196/63701 · Cited by 6
A Community Perspective on Boxing, Well‐being and Young People
Ryan, A., John, M., & Hanna, P. (2024) · Journal of Community & Applied Social Psychology · doi:10.1002/casp.70024 · Cited by 6
Shetty, A. P., Issac, A., Dhiraaj, S., Vijay, V. R., Thimmappa, L., Balakrishnan, D., Nath, B., Sinha, S., Singh, S., Mishra, P., et al. (2025) · Journal of Global Health · doi:10.7189/jogh.15.04245 · Cited by 6
Hayes, C. C., Simmons, M. B., Palmer, V. J., Hamilton, B. E., Simons, C., & Hopwood, M. (2022) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/jpm.12856 · Cited by 6
Lambert, L., Draper, Z. A., Warren, M. A., & Lepe, R. M. (2022) · International Journal of Applied Positive Psychology · doi:10.1007/s41042-022-00080-4 · Cited by 9
Mohammadi, A. Q., Johnston, L., & Ojha, K. (2023) · Razi International Medical Journal · doi:10.56101/rimj.v3i1.91 · Cited by 6
da Silva, B. G. C., Menezes, A. M. B., Gonçalves, H., Alves, C. P. D. L., Delpino, F. M., Martins, R. C., & Wehrmeister, F. C. (2023) · Journal of Physical Activity and Health · doi:10.1123/jpah.2022-0658 · Cited by 8
Flies, E. J., Pryor, A., Henderson‐Wilson, C., Turner, M., Roydhouse, J. K., Patrick, R., O’Shea, M., Norris, K., Martin, A. J., Marsh, P., et al. (2023) · Journal of Outdoor and Environmental Education · doi:10.1007/s42322-023-00143-3 · Cited by 6
Warrier, V., Chamberlain, S. R., Thomas, S. A., & Bowden‐Jones, H. (2024) · Journal of Behavioral Addictions · doi:10.1556/2006.2023.00075 · Cited by 6
Grazzi, E. F., Blenkiron, T., Hawes, C. R., Camp, C., O’Hara, J., Burke, T., & O'Brien, G. (2024) · Haemophilia · doi:10.1111/hae.14989 · Cited by 6
Singh, K., Kumari, A., & Sharma, N. (2024) · International Conference on Software, Systems and Information Technology (SSITCON) · doi:10.1109/ssitcon62437.2024.10796526 · Cited by 5
Clinical Staging for Psychiatry and Psychology
Dwyer, D., Ye, R. R., Nelson, B., & McGorry, P. D. (2025) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-081423-025310 · Cited by 8
Metadata
- Authors
- Colizzi, M., Lasalvia, A., & Ruggeri, M.
- Affiliations
- University of Verona (IT)
- Corresponding author
- Colizzi, Marco
- Venue
- International Journal of Mental Health Systems
- Published
- 2020-03-24
- Volume
- 14
- Issue
- 1
- Pages
- 23-23
- ISSN
- 1752-4458 (ISSN-L)
- PMC
- PMC7092613
- OpenAlex
- W3013568653
- Semantic Scholar
- 3bc453fe077f87269b72f8b873fceffbdf36ae4f
- Cited by
- 727
- References
- 140
- Citations by year
- 2026: 153 · 2025: 185 · 2024: 188 · 2023: 101 · 2022: 70 · 2021: 22 · 2020: 8
- FWCI
- 8.10
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- International Journal of Mental Health Systems (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Institutional Research Information System (Università degli Studi di Trento) (submittedVersion, cc-by)
- Institutional Research Information System (University of Udine) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › School Health and Nursing Education
- Keywords
- youth mental health, mental health prevention, early intervention, primary prevention, mental health promotion, multidisciplinary care, psychosocial problems, unmet mental health needs, integrated mental health services
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
A language model drew the claims from the paper on 2026-10-09, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).
A second model labelled each claim on 2026-10-09 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).
Cited sources are checked with a language model’s help (gpt-6-sol).
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
