Bibliographic record
Abstract
This narrative autobiographical study is a tribute to do-it-yourselfers who have long worked on their own, patiently troubleshooting motorcycle-related problems often without having all the information or the parts at hand and frequently without having the proper skills to do so. The authors address a peculiar phenomenon that emerged at the same time as Web 2.0 technologies, deemed to be more social: the capacity for anyone to solve problems that would be otherwise impossible. The specific narratives looked at are the authors’ own experiences with Italian motorcycles and how they learned to customize and tune them through joining asynchronous online discussions. The authors present the context of the study, the theoretical framework inspired by Csikszentmihalyi, Foucault, Freire, Dewey, and Wenger, and the methodology. They make an effort to present the results sequentially so that the reader is given a good sense of their experience. The authors offer a discussion that shows the relationships between their experience and progressive concepts of education, which could be useful for the traditional educational system that is currently adrift.
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 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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".