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
Despite the practical need to cultivate individuals’ engagement with nonprofit organizations and theoretical interest in volunteerism across multiple disciplines and perspectives, the conceptual boundaries of volunteering remain vague. Although definitions from the literature emphasize free will, lack of financial gain, and benefit to others, they do not consider how volunteers might integrate, negotiate, or reject these meanings when the demands of freedom and contribution collide. This study adopts a hybrid phenomenological perspective to explore what organizational volunteering meant to volunteers themselves. The findings show that the meanings that participants gave to volunteering were both agentic and relational and that volunteers negotiated agency and relationality in a dynamic way. The article discusses the theoretical implications for how researchers define organizational volunteering and the meaning of work in nonstandard work environments, as well as the practical implications for volunteer management.
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 | 0.000 | 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