The Making of a Generation: The Children of the 1970s in Adulthood
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
Secondary school graduates of the late 1980s and early 1990s have found themselves coping with economic insecurity, social change, and workplace restructuring. Drawing on studies that have recorded the lives of young people in two countries for over fifteen years, The Making of a Generation offers unique insight into the hopes, dreams, and trajectories of a generation. Although children born in the 1970s were more educated than ever before, as adults they entered new labour markets that were de-regulated and precarious. Lesley Andres and Johanna Wyn discuss the consequences of education and labour policies in Canada and Australia, emphasizing their long-term impacts on health, well-being, and family formation. They conclude that these young adults bore the brunt of policies designed to bring about rapid changes in the nature of work. Despite their modest hopes and aspirations for security, those born in the 1970s became a vanguard generation as they negotiated the significant social and economic transformations of the 1990s.
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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it