A systematic review of measurement properties of instruments assessing presenteeism.
Bibliographic record
Abstract
BACKGROUND: Presenteeism (decreased productivity while at work) is reported to be a major occupational problem in many countries. Challenges exist for identifying the optimal approach to measure presenteeism. Evidence of the relative value of presenteeism instruments to support their use in primary studies is needed. OBJECTIVES: To assess and compare the measurement properties (ie, validity, reliability, responsiveness) and the quality of the evidence of presenteeism instruments. STUDY DESIGN: Systematic review. METHODS: Comprehensive searches of electronic databases were conducted up to October 2012. Twenty-three presenteeism instruments were examined. Methodological quality was appraised with the COSMIN (COnsensus-based Standards for the selection of health status Measurement INstruments) checklist. A best-evidence synthesis approach was used in the analysis. RESULTS: The titles and abstracts of 1767 articles were screened, with 289 full-text articles reviewed for eligibility. Of these, 40 studies assessing the measurement properties of presenteeism instruments were identified. The 3 presenteeism instruments with the strongest level of evidence on more than 1 measurement property were the Stanford Presenteeism Scale, 6-item version (content validity, internal consistency, construct validity, convergent validity, and responsiveness); the Endicott Work Productivity Scale (internal consistency, convergent validity, and responsiveness); and the Health and Work Questionnaire (HWQ; internal consistency and structural validity). Only the HWQ was assessed for criterion validity, with unknown quality of the evidence. CONCLUSIONS: Most presenteeism instruments have been examined for some form of validity; evidence for criterion validity is virtually absent. The selection of instruments for use in primary studies depends on weak forms of validity. Further research should focus on the goal of a comprehensive evaluation of the psychometric properties of existing tests of presenteeism, with emphasis on criterion validity.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.041 | 0.187 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.012 | 0.010 |
| Bibliometrics | 0.025 | 0.023 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".