Bibliometric Analysis of Global Research on Job Content Plateau
Bibliographic record
Abstract
The participation of Job Content Plateau is gaining popularity in the business and research domains. A thorough bibliometric study was conducted using R Studio to eliminate duplicates and biblioshiny for data visualization and interpretation.. Current study's objective is to perform a comprehensive review of existing research on Job Content Plateau. In order to achieve this goal, bibliometric analysis techniques were used to examine 82 articles about Job Content Plateau that were indexed in the “Web of Science (WoS) and Scopus” between 1989 and 2024. To perform citation, co-citation, co-authorship, and co-occurrence analysis, the biblioshiny program was utilized. The analysis clarified existing research trends and potential directions for future research while identifying the top nations, organizations, writers, journals, and scholarly publications on the subject. The three leading journals in this field of Job Content Plateau are Journal of Vocational Behavior, Journal of Career Development, Group & Organization Management. Tremblay M, Allen T, Jiang Z etc., are very impactful authors. The findings show that the USA is the most productive nation, HEC Montreal is the most productive organization, Tremblay M. is the most productive author, and “The Journal of Vocational Behavior” is the most productive journal. Lastly, the discussion of contributions, limits, and future research objectives concludes.
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
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | Bibliometrics Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Observational | low |
| gpt | Bibliometrics Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Observational | high |
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 | 0.015 | 0.062 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.196 | 0.275 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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, unvalidatedLabeled directly by 2 models reading the full record.
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".