Networking, collaboration, and home brewing: An exploratory study
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 exploratory study contributes to the academic leisure literature, examining perceived benefits from and barriers to networking and collaboration among home brewers, employing social exchange theory (SET) and the theory of collaboration (TOCL). Sharing basic knowledge of recipes, camaraderie, and mutual support in home brewing activities were main perceived benefits, and lack of time and geographic isolation challenges of networking. Quality improvements, gains in strategic knowledge, and learning alongside others were key beneficial outcomes from collaboration; again, lack of time, and perceptions of giving more than receiving from collaboration, were main perceived challenges. Alignments between various tenets of the theories and the findings were revealed, for instance, concerning value, reward, outcome and transaction (SET), stakeholders of a problem domain and interactive process (TOCL). The study will discuss practical and theoretical implications that could be considered in and guide future leisure studies; in addition, new research avenues will be suggested. © 2018 Université du Québec à Trois-Rivières.
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 | 0.001 | 0.004 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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