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Record W3156435000 · doi:10.1177/26320770211000376

Mental Hygiene: What It Is, Implications, and Future Directions

2021· article· en· W3156435000 on OpenAlexaff
Guillaume Tremblay, Nicole C. Rodrigues, Sanjiv Gulati

Bibliographic record

VenueJournal of Prevention and Health Promotion · 2021
Typearticle
Languageen
FieldPsychology
TopicMental Health Research Topics
Canadian institutionsRoyal Ottawa Mental Health Centre
Fundersnot available
KeywordsMental healthMental illnessFlourishingSleep hygienePsychologyDeliberationCognitionPsychiatryPsychotherapistPolitical science

Abstract

fetched live from OpenAlex

Every day, people struggle with mental health challenges; one in five people will experience a mental illness in their lifetime. Innovative approaches to strengthen the public mental health strategy warrant careful deliberation. This article reintroduces and explores the conceptual framework of mental hygiene. The concept of mental hygiene was originally introduced in the early 20th century, with the aim of preventing and treating mental illness and milder mental disorders. The movement lost its momentum shortly thereafter and the concept went largely ignored since then. Mental hygiene is a form of preventive maintenance that can be likened to other hygienic practices. Through the plasticity of the brain, mental training activities can foster healthy cognitive patterns that are conducive to well-being. The article offers a brief overview of some of the mental hygiene practices one can engage in, on a daily basis, to support well-being and assist in preventing mental health issues. Such mental training behaviors may potentially reduce ubiquitous human tendencies to ruminate and mind-wander without awareness, which when in excess correlate with increased activity of the default mode network and susceptibility to the pathogenesis of mental illness, along with impeding human flourishing. The article advocates for the routine engagement in healthy mental hygiene to become a global recommendation.

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)0.009
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.012
Threshold uncertainty score0.054

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.018
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0020.002
Science and technology studies0.0040.009
Scholarly communication0.0100.012
Open science0.0030.004
Research integrity0.0100.012
Insufficient payload (model declined to judge)0.0080.001

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 head0.144
GPT teacher head0.517
Teacher spread0.373 · 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 designTheoretical or conceptual
Domainnot available
GenreReview

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

Citations10
Published2021
Admission routes1
Has abstractyes

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