Evidence mapPaperPMID 41301285Full record

ReviewBehavioral sciences (Basel, Switzerland)2025

Can Artificial Intelligence Enhance European Emerging Adults' Psychological Adjustment? A Scoping Review.

Carolina Lunetti, Ainzara Favini, Eugenio Trotta

Abstract readReview
In one paragraph

Review in Behavioral sciences (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Carolina LunettiDepartment of Human Sciences, Guglielmo Marconi University, 00193 Rome, Italy.ORCID 0000-0001-6590-0534
Ainzara FaviniDepartment of Human Sciences, Guglielmo Marconi University, 00193 Rome, Italy.ORCID 0000-0001-5145-5521
Eugenio TrottaDepartment of Humanities, University of Foggia, 71121 Foggia, Italy.ORCID 0000-0002-8571-3792

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Empirical studies support the difficulties European youths encounter when transitioning into adulthood, as well as several economic and social constraints that make the acquisition of a full adult role complex and challenging, with relevant implications for psychological adjustment. In this direction, international research showed the effectiveness of Artificial Intelligence (AI) in promoting mental health adjustment, although most studies are limited to the field of clinical psychology for diagnosing and preventing the onset of pathological problems rather than on non-clinical populations. Furthermore, only a limited number of studies have been conducted in European Countries in comparison to Asian and American countries. Accordingly, this scoping review aims to provide an overview of studies conducted in Europe on AI applications for psychological support to promote psychological adjustment in emerging adults who face the challenges of reaching adulthood, often associated with stress and pressures that increase the likelihood of developing psychological problems. Out of 167 initially selected articles for the period between 2015 and 2025, only six articles were included for the final synthesis, according to explicit inclusion and exclusion criteria, and among them, only three studies were conducted on emerging European adults using different AI tools to provide support to their psychological adjustment. Results from these studies support, first, that despite the significant increase in the AI applications for mental health, their use is still scarce in the European context and specifically to promote emerging adults' adjustment; second, that despite the scarce applications of AI tools in this sense, results from the few studies are promising regarding the potential AI applications. Future research should better investigate the effects of AI tools to understand their benefits in promoting the mental health of European youths, considering the challenges that they face in going through adulthood.

Indexed as

artificial intelligenceemerging adultsEuropean countriespsychological adjustmentscoping review

Identifiers

PMID41301285
PMCPMC12649690

What Socratic holds

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.