Bibliographic record
Abstract
All attempts to define American institutionalism, whether in terms of a set of key methodological or theoretical principles or in terms of the contributions of the three generally accepted “founding” figures of Thorstein Veblen, Wesley Mitchell, and John R. Commons, have run into a problem with the apparent disparities within the movement. In terms of the three “founders” there are obvious and quite dramatic differences between the methodologies and theoretical directions of the three men. Veblen is associated with an evolutionary approach, a key distinction between pecuniary institutions and technological or industrial requirements, and a biting critique of orthodox theory and business practices; Mitchell with quantitative methods and detailed research on business cycles, an approach he established at the National Bureau of Economic Research (NBER); Commons with documentary histories, work on labor issues and public utility regulation, and an analytical scheme emphasizing the evolution of legal institutions and processes of dispute resolution. The same problem shows up with more explicit types of definition that often seem to capture only some parts or aspects of the movement and not others, or are so broad as to lack much specific content. Institutionalism easily appears as incoherent, as little more than a set of individual research programs with nothing in common other than a questioning of more orthodox theory and method. Thus, Mark Blaug has stated that institutionalism “was never more than a tenuous inclination to dissent from orthodox economics” (Blaug 1978, p. 712), and George Stigler has claimed that institutionalism had “no positive agenda of research,” “no set of problems or new methods,” nothing but “a stance of hostility to the standard theoretical tradition” (quoted in Kitch 1983, p. 170). This view still finds wide currency— for example Oliver Williamson has recently argued that “unable or unwilling to offer a rival research agenda, the older institutional economics was given over to methodological objections to orthodoxy” (Williamson 1998b, p. 24; see also 1998a).
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.019 |
| Scholarly communication | 0.006 | 0.008 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 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".