Bibliographic record
Abstract
Synopsis A room attendant in a small hotel with approximately 63 employees undermines her supervisors and disregards authority in deliberate defiance of company policies, rules, regulations and procedures. Disrespect is shown in several behaviours that include interfering with the work of other employees, spreading rumours, gossiping to other room attendants and complaining about unfair treatment. Research methodology This case was field researched and the company and individuals are disguised. Relevant courses and levels This case is suitable for third- or fourth-year undergraduate students. Within human resource management it is suited for use in a course or series of classes on employee relations or performance management. The case could also be used for an organizational behaviour course to explore conflict and struggle in organizations and the range of passive and active resistance practices that occur. In this particular case the context of women and minorities working in low-skilled roles could be examined. Theoretical bases In advance of this case students should have a background in performance management theory and practice, disciplinary systems and practice and the behaviours associated with workplace resistance, insubordination and misconduct.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".