The Formative Context of Organizational Hierarchies and Discourse: Implications for Organizational Change and Gender Relations
Bibliographic record
Abstract
Society as artifact, meaning society as a thing that is made and imagined, is a central aspect of Roberto Unger's constructive social theory. This article develops Unger's social theory, specifically his notions of organizational hierarchy, discourse, and organizational change, and applies it to an understanding of gender relations at work. Constructive social theory is defined with a focus on the instrumental concept of formative context. A critical perspective of Unger's constructive social theory is also presented to illustrate its strengths, challenges and limitations. Drawing on literature from a variety of sources and perspectives, organizational hierarchy, organizational discourse, organizational change and gender relations are viewed through a formative context lens. The concept is then applied as a framework for organizational change through change in organizational discourse, specifically language. Change in organizational discourse through language is utilized as a means of improving gender relations: in particular, the advancement of women in organizations.
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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 | 0.020 | 0.026 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.010 | 0.077 |
| Scholarly communication | 0.016 | 0.019 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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.
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".