‘Things familiar to the mind’: heuristic style and elliptical citation in The Wealth of Nations
Bibliographic record
Abstract
Despite an initially warm reception, over the past two centuries assessments of the literary character of Adam Smith’s The Wealth of Nations have gradually but unmistakably turned negative. This transformation in the public reception of Smith’s text began during his lifetime and culminated in Heilbroner’s assertion that Smith wrote with ‘an encyclopedic mind, but not with the precision of an orderly one’. However, where Heilbroner and many of his predecessors saw obscurity and tedious attention to minor detail, recent scholarship has begun to perceive remarkable literary subtlety and nuance. This article continues and builds upon that project. It commences with an assessment of three competing explanations of Smith’s literary style and settles on a philosophic and pedagogic explanation of The Wealth of Nations’ distinctive composition. In discerning a unique heuristic strategy and philosophic object in the text, the article places particular emphasis on Smith’s employment of syntactic complexity, stylistic juxtaposition and elliptical citation. The article concludes, somewhat ironically, with the observation that The Wealth of Nations itself succumbed to the maladies of the emerging commercial world-view, in classroom and market place, that its careful construction aimed to ameliorate.
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 | 0.001 | 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 | 0.001 |
| 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 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".