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Record W4323043753 · doi:10.1177/07435584231154840

Self-Management Strategies in Youth With Difficulties Related to Anxiety or Depression: What Helps Them Feel Better

2023· article· en· W4323043753 on OpenAlexaffabout
Hélène Gaudreau, Stéphanie Radziszewski, Janie Houle, Annie Beaudin, Louis-Philippe Boisvert, Syphax Brouri, Mathieu Charrette, Laurent Côté, Simon Coulombe, Réal Labelle, Elissa Louka, Benjamin Mousseau, Noémie Phaneuf, Debra Rickwood, Pierre H. Tremblay

Bibliographic record

VenueJournal of Adolescent Research · 2023
Typearticle
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsInstitut National de Santé Publique du QuébecUniversité LavalMinistère de la Santé et des Services Sociaux (Québec)Université du Québec à Montréal
Fundersnot available
KeywordsPsychologyAnxietyThematic analysisSelf-managementMental healthExploratory researchDepression (economics)Clinical psychologyDevelopmental psychologySocial psychologyQualitative researchPsychotherapistPsychiatry

Abstract

fetched live from OpenAlex

Anxiety and depressive disorders are the most prevalent mental health problems in adolescents, however, little is known about the strategies they use to deal with their difficulties and regain power over their symptoms. This exploratory study documented the self-management strategies used by adolescents to recover from difficulties related to anxiety and/or depression. Individual interviews were conducted in Montreal, Canada with 49 participants aged 11 to 18 years (28 girls, 20 boys, and 1 non-binary person from various cultural origins) after approval by the Institutional Review Board. Young people were questioned about the self-management strategies they put in place when they felt stressed, sad, or anxious. The data were coded according to the thematic analysis method using an inductive approach. Participants reported 73 self-management strategies, regrouped in four broad themes: (a) I think through; (b) I surround myself with people/animals; (c) I feel and manage my emotions; (d) I continue my daily activities. Their strategies emphasize the role played by their social network and the place of social media as a support in their recovery. Self-management is an empowering process that allows adolescents to take responsibility and to make decisions that foster their recovery.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.011

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.063
GPT teacher head0.356
Teacher spread0.292 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2023
Admission routes2
Has abstractyes

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