FACING THE GENERATION CHASM: THE PARENTING AND TEACHING OF GENERATIONS Y AND Z
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
The Millennials, or Generation Y, have been receiving increasing attention as these young people have entered tertiary institutions and the workplace over the past decade. Their behavior towards authority is coming under sharper scrutiny as they prepare to move into leadership positions. For example, their assertiveness received both positive and negative attention in the South African media during the “fees must fall” campaign. While parents, caregivers, teachers, and employers wonder about the best approach to Millennials, Generation Z are also entering post-secondary schools. Parenting approaches and the role of technology are being reevaluated. Within this context the article provides strategies that might be used to understand and guide these generations, thus helping avoid a generation gap that would threaten healthy relationships with our youth. After highlighting the differences between the attributes of these generations of young people and the generations who raised them, concepts such as character qualities, digital nativeness, and global civic engagement will receive attention. The convergence of such concepts will be used to recommend strategies for use in the parenting and teaching of Generations Y and Z.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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