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Record W7039710329

Mental health and work

2025· dissertation· et· W7039710329 on OpenAlexaboutno aff

Bibliographic record

VenueDSpace repository (University of Tartu) · 2025
Typedissertation
Languageet
FieldBiochemistry, Genetics and Molecular Biology
TopicCRISPR and Genetic Engineering
Canadian institutionsnot available
Fundersnot available
KeywordsWork (physics)Mental healthBaseline (sea)Quarter (Canadian coin)Behavioral analysis
DOInot available

Abstract

fetched live from OpenAlex

Uurimistöö eesmärk oli välja selgitada juhtide soo ja vanuse seos vaimset tervist toetavate meetmete rakendamisega Eesti ettevõtetes ajal, mil vaimse tervise probleemid on muutunud aktuaalseks ka töökeskkonnas. Tuginedes 2024. aasta sügisel läbi viidud küsitlusele, uurisin 194 juhi demograafiliste andmete seost ettevõttes rakendatavate vaimset tervist toetavate meetmete arvuga. Statistilise analüüsi viisin läbi Mann-Whitney ja ANOVA testidega. Tulemused näitasid, et nii noorte juhtidega kui ka naisjuhtidega ettevõtetes rakendatakse statistiliselt oluliselt rohkem vaimset tervist toetavaid meetmeid kui vanemate juhtidega ja meesjuhtidega ettevõtetes. Juhtide vanusel ei leitud olulist püsivat seost meetmete rakendamisega. Soo ja vanuse koosmõjul ei leitud statistiliselt olulist seost meetmete arvuga. Juhtide sugu osutus kõige suurema mõjuga teguriks. Tulemused kinnitavad, et juhtide demograafilistel näitajatel on oluline seos organisatsioonide vaimset tervist edendavate algatustega ning sool on suurem seos rakendatavate meetmete arvuga kui vanusel.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.519
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.004
GPT teacher head0.237
Teacher spread0.233 · 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 teacher head, not a consensus.

Study designBench or experimental
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

Citations0
Published2025
Admission routes1
Has abstractyes

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