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 dissertation examines food education from the perspectives of adolescents participation and agency. The study builds on a social constructivist understanding of learning and draws methodological inspiration from child-hood sociology. The empirical part of the study is based on two data-sets: Nordic survey data (N=1539) collected in 2006−2007 and data from a qualitative case study (2012−2013), which focused on 9th grade students in one Finnish school (14−17 years). \n\nThe dissertation is compiled from four original publications. Articles I and II examine Nordic adolescents school lunch patterns and their considerations of meal choices in the family context. Articles III and IV examine adolescents school lunch practices as an educational resource and the challenges of school-based participatory research with young people. The results drawn from the comparative Nordic data-set function as a broader background, against which the results from the qualitative case study are discussed in this summary. The study is based on an interdisciplinary and multimethod research design, and has combined qualitative and quantitative data in an interpretive integration (i.e., a combination of qualitative and quantitative results at the stage of theoretical interpretation). \n\nThe overall aim of the dissertation is to explore how adolescents views on their food practices could be more thoroughly used as an educational resource and how their participation and agency could be better supported in food education. This dissertation concludes that future work on adolescents participation and agency in food education would benefit from enhancing intergenerational dialogue and from approaching food-related learning as dynamic processes that reach beyond formal schooling.
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 | 0.001 |
| 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