Bibliographic record
Abstract
It is a trite observation that time and tide wait for no one. Canute learned this much to his chagrin. And every other would-be commander or commentator is well advised to remember this mundane wisdom. Indeed, change is one of the few indisputable facts of life. In truly paradoxical fashion, it can safely be reported that change is a constant feature of the world. Whether considered locally or over vast eons of time, change is what makes the world what it is. The central challenge, therefore, for any one who wishes to understand or affect the world, is to come to terms with change and incorporate its dynamics into any account of how the world, or its constituent parts, work. Consequently, any account of legal and biological life that offers an important role for the fact and effects of change will soon itself become a victim of historical change. Nevertheless, human attitudes to change are no less complex or perplexing than the phenomenon of change itself. Being part of the changing world, human views on the hows and whys of change are themselves constantly changing. At the heart of this intellectual challenge is the persistent effort to fathom the relation, if any, between "change" and "progress." While there is a wide, if often begrudging, acceptance that change is inevitable and inexorable, there is also considerable disagreement over not only the pace and dynamics of such movement, but also its direction and putative destination. This debate and controversy is as heated in law as it is in any other field of study. In a world in which law has a relatively privileged place in addressing and channelling political power, the issue of whether the common law is merely changing or making progress is of considerable moment.
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 | 0.016 | 0.028 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.007 | 0.056 |
| Scholarly communication | 0.010 | 0.014 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.007 | 0.005 |
| Insufficient payload (model declined to judge) | 0.012 | 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".