The Roles of Standardization, Certification, and Assurance Services in Global Commerce
Bibliographic record
Abstract
Two of the major problems that permeate complex modern production and distribution enterprises are coordination and enforcement. While mechanisms of coordination have been studied extensively in management science and organizational economics, issues raised by the second set of problems have been the focus of microeconomic theory, organizational economics, and law, especially property, contract and business entity law (e.g., North, 1990). At least two major mechanisms of enforcement of business and commercial understandings and agreements - legal contracts, and the organization of activities within firms - have been studied at considerable length by scholars in the law and economics tradition (e.g., Coase, 1937; Williamson, 1975). More recently, a third cluster of mechanisms, including norms and reputation, have become an object of study by economists and legal scholars (Richman, 2004; Bernstein, 1996; Bernstein, 1992; Bernstein, 2001; Grief, 1989).
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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 | 0.000 | 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 | 0.000 |
| 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".