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
Abstract There are some things money literally cannot buy. Invariably transformable goods are such things because when they are exchanged for money, they become something else. These goods are destroyed rather than transferred in monetary exchanges. They mark out an impassable limit beyond which money and the market cannot reach. They cannot be for sale, in the strongest and most literal sense. Variably transformable goods are similar. They can be destroyed when offered or exchanged for money, but they differ in their ability to sometimes emerge from financial transactions intact. Analyzing transformable goods reveals informative and surprising results. Like other goods and commodities, they are agent relative, defined by the way particular agents value them. Inside the same transaction, a good could be transformable for one agent and not another, depending on how and what these agents value in the transaction. Applying this conceptual framework can reveal otherwise obscure facets of existing and future debates about the ethics and limits of markets. To demonstrate this, the framework is here applied to Richard Titmuss’s arguments about markets in blood, clarifying and illuminating some of his most confusing claims. Applying this framework to other debates may reveal even more striking results.
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 | 0.003 |
| 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