The distortion of value: The economy and ethical reductionism
Bibliographic record
Abstract
While the economy plays a necessary role in the function and maintenance of social value, and the delivery of vital goods, contemporary society suffers systematic distortion inasmuch as monetary value has become the default, or normative, standard for all aspects of human existence.This reduction of value seriously affects the possibilities of all human development, inasmuch as those projects that promote growth and development are evaluated primarily in terms of economic potential.Further, the dysfunctional understandings of economies continue to support political and social ideologies that encourage economic benefits at the expense of human lives.The lack of a historical perspective that this reductive perspective creates negatively affects the abilities of people to recognize necessary and constitutional values that would enable all persons to make deliberate and meaningful choices with their lives, choices that are required if society is interested in promoting cultural and transcendent values, precisely those choices which make meaning the focus of human endeavour.
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 | 0.030 | 0.023 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.009 | 0.109 |
| Scholarly communication | 0.016 | 0.011 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.006 | 0.012 |
| Insufficient payload (model declined to judge) | 0.002 | 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; 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".