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Record W4212878218 · doi:10.17147/asu-2001-8837

Belastungen und Gefährdungen bei berufsbedingter Mobilität: eine Tagebuchstudie

2019· article· en· W4212878218 on OpenAlexaboutno aff

Bibliographic record

VenueASU Arbeitsmedizin Sozialmedizin Umweltmedizin · 2019
Typearticle
Languageen
FieldHealth Professions
TopicWorkplace Health and Well-being
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)EveningScope (computer science)Work (physics)Service (business)Applied psychologyPsychologyBusinessEngineeringMarketingGeographyComputer science

Abstract

fetched live from OpenAlex

Stresses and risks in job-related mobility: a diary study Goal: A quarter of full-time workers in Germany are mobile for their work (mobile jobs, weekend commuters and long-distance commuters), which is attributable among other things to the increasing need for a customer- and service-centred approach and to the demand for mobile care for the elderly. In 2012, 139 people died in road traffic whilst going about their business. The consequences of traffic accidents are considerably more serious than those of other occupational accidents and require more time off work. At the same time, they represent a particular challenge for prevention since they mostly happen outside company premises. Methods: The diary study was one of several data collection methods used within the scope of the DGUV-funded project “BestMobil: Work-related mobility – Identification and Testing of Prevention Approaches”. The diary was completed in the morning/before the shift and in the evening/after the shift. It contained questions about the expectations of the day, well-being (before/after), working and driving hours, break duration, psychological and physical stress, conflicts, supporting factors and the short-term consequences of psychological strain. Results: The analysis of the diary entries (pre-test) of n=36 participants from nine companies allows an insight into the daily routine of mobile workers. It provides information on very long working hours with rather short breaks, the most common conflicts, factors that make the day easier for mobile workers and the most frequent psychological and physical complaints. Conclusion: The results of the study show that good time management, which includes good preparation, scheduled breaks and times buffers, has high prevention potential. Keywords: psychological strain – job mobility – car accidents – stress – diary

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)0.006
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.582
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.002
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.002
Science and technology studies0.0020.001
Scholarly communication0.0000.001
Open science0.0020.001
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0090.028

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 head0.024
GPT teacher head0.403
Teacher spread0.379 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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
Published2019
Admission routes1
Has abstractyes

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