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Record W4399074063 · doi:10.3233/jvr-240021

I do not expect much ikigai from work: A failed link between employment and well-being among adults with serious mental illness

2024· article· en· W4399074063 on OpenAlex
Shinichi Nagata, Sosei Yamaguchi, Kimiko Tanaka, Shintaro Kono, Takafumi Tomura

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Vocational Rehabilitation · 2024
Typearticle
Languageen
FieldHealth Professions
TopicEmployment and Welfare Studies
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsMental illnessThematic analysisMeaning (existential)Stigma (botany)PsychologySupported employmentPerceptionQualitative researchEmpirical researchWork (physics)Social psychologyClinical psychologyMental healthPsychiatryPsychotherapistSociology

Abstract

fetched live from OpenAlex

BACKGROUND: Researchers argue that employment positively affects the well-being of people with serious mental illness. However, empirical studies have provided limited support for these hypotheses. OBJECTIVE: This study aimed to investigate perceptions of employment in relation to the meaning and purpose of life, an important aspect of well-being, among people with serious mental illness. METHOD: Qualitative research design was employed. Psychiatric service users with a history of employment (n = 21) were recruited from Japan. Photo-elicitation interviews were conducted, and the interview data were analyzed using thematic analysis. RESULTS: Employment was recognized as a source of life meaning and purpose when it reflected personal values such as mastery and contribution to society. Employment was not recognized as relevant to life’s meaning and purpose if it was regarded as an instrumental activity for making a living. Nevertheless, participants generally agreed that employment was indispensable because it was essential for fulfilling their basic needs and overcoming the stigma of mental illness. CONCLUSION: Our results demonstrate diverse attitudes toward employment among people with serious mental illness, which may explain why employment had only a small effect on well-being.

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.117
Threshold uncertainty score0.582

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.017
GPT teacher head0.348
Teacher spread0.331 · 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