(Re)sourcing what gets thrown away : an artful journey of recovery and renewal
Bibliographic record
Abstract
This research was conducted with a group of middle-aged women who participated in a series of four reflective walks together over four weeks in various natural settings in an effort to reconnect them with the more-than-human world and their own natures. Adapting The Work that Reconnects fourfold framework and correlating open-sentences to guide the walks, I used an integrated methodological approach rooted in hermeneutical phenomenology and Creative Analytic Practice (CAP), to better understand the participant’s lived experiences and subsequent expressions of artwork created from ‘found’ objects along the walks to communicate those experiences. This study examines the importance of making time and space for life’s transitions – especially at a time when one might feel ‘thrown-away’ themselves and created the opportunity for these women to (re)source and rediscover who they really were and what life they were called to live.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.023 | 0.026 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.002 | 0.018 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".