The Economics of JEM: Evidence for Estrangement
Bibliographic record
Abstract
We present bibliometric evidence for increasing estrangement between the philosophy of economics and economics itself. Our analysis centers on research articles published in the Journal of Economic Methodology (JEM) between 1994 and 2021. We analyze the citations within these research articles, in particular with respect to the citations of economics. Our results are fourfold. (1) The share of economic citations in JEM articles has been decreasing. (2) The remaining economic citations in JEM articles are increasingly older relative to citation patterns within economics. (3) The profile of economic citations in JEM articles is increasingly dissimilar when compared to what is cited within economics. (4) There is decreasing diversity with regards to the share of attention towards different economic subfields in the articles published in JEM when compared to economics. We discuss interpretations of this evidence for estrangement between philosophy of economics and economics.
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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 | 0.013 | 0.153 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.027 | 0.040 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.007 | 0.007 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".