Family Farm Transactions in Norway: Unpaid Care Across Three Farm Generations
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
This paper focuses on practical transitions in three generations of contemporary Norwegian farm couples. With their tightly interconnected relationships, farm families present a unique opportunity for studying bounding and transitions across generations. The main hypotheses of the paper are that different generations of genders within farm couples will exhibit differences in their distribution of caregiving (H<sub>1</sub>), practical help is still transferred across generations (H<sub>2</sub>), and that childcare and caregiving of the elderly promotes feelings of ambivalence amongst those involved (H<sub>3</sub>). Empirical implications are tested against 2002 data from a representative sample of Norwegian farm couples and a qualitative sample of three generational farm families. Analyses indicate that living arrangements with, and relationships amongst, family members across generations are closely bound up with general modernisation processes. The results of the analyses suggest that members of traditional farm families seem to be most sensitively attuned to one another.
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 | 0.000 | 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