Endangered childhoods: how consumerism is impacting child and youth identity
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Modern-day children are immersed in cultures of consumption such that every aspect of their lives is touched by a buy-and-consume modality. In particular, children in North America are increasingly experiencing the effects of consumer culture at unprecedented levels of involvement. It becomes necessary, therefore, to examine the impact of consumerism in order to assess identity formation and development in youth. Young people are receiving an endless barrage of material messages encouraging purchasing behavior and consumption that impacts the self-image. Indeed, children from the ages of 4 to 12 have increasingly been defined and viewed by their spending capacity. Girls especially are targeted by marketers to sell them a whole line of products they ‘need’ to emulate a feminine ideal. There is mounting evidence to suggest that the structure of childhood is eroding and children are suffering from serious physical, emotional and social deficits directly related to consumerism.
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.
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 | 0.002 |
| 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 it