Fake kindness, caring and symbolic violence
Bibliographic record
Abstract
The article starts by offering a definition of fake kindness focused on the dissociation between the behavioural components of kindness and the intent to sincerely pay some heed to the needs of others. Using the sociological theory of Pierre Bourdieu, this definition is then used to articulate how fake kindness can be conceptualized as a specific form of symbolic violence. Such a view allows explanations as to how and why the prevalence and effectiveness of fake kindness vary according to microsociological norms and values. The generic definition and conceptualization of fake kindness as a form of symbolic violence are then used to discuss how nursing's enthrallment with the concept of caring and its operationalization as a moral compass likely fosters the growth of fake kindness within the profession. In this view, the institutional enforcement of propriety and well-behaved professionalism is more likely to lead to toxic environments than to healthy workplaces. We hope that being able to understand how professional norms and institutional rules are sometimes turned into social tools to enforce obedience and existing hierarchies can empower victims of those phenomena to resist them more effectively. It might also contribute to increasing the awareness of well-meaning nurses or people in position of authority who have been socialized in environments where fake kindness is normalized.
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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 | 0.013 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".