(research-based) The Commons: Disciplinary and Interdisciplinary Encounters
Bibliographic record
Abstract
To attempt to understand teaching and learning within and beyond disciplinary boundaries, we must first comprehend how disciplines function and interact as social systems. In honor of the venue of this colloquium at the University of Edinburgh, and in keeping with an inclusive British tradition, I will situate my discussion in the history and philosophy of this island. The idea of ‘the commons’ provides context to explore disciplinary regions and interrelations. ‘Commons’ has three definitions in the Canadian Oxford Dictionary (1998): land set aside for public use; the common people as opposed to those in authority; the common people viewed as forming part of a political system. These definitions evoke the sense of occupied terrain that Becher (1989) suggested in Academic Tribes and Territories, but also one that is shared communally. An additional connotation, in ‘the common people versus authority’, is the challenge to traditional practices or legitimacy. The geographical origins of the commons in British history are described in the following manner:In Domesday [1086] the villages cluster thickly along the spring-line at the foot of the Downs. It was during this period that the open-field system seems to have developed: the lands of each estate were divided into two or three great open fields which were ploughed in strips by the peasantry, a system which continued right through the Middle Ages and even into the twentieth century.
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 | 0.002 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 teacher head, 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".