Bibliographic record
Abstract
Mandatory arbitration of statutory rights in contracts between parties of unequal bargaining power has drawn political attention at both the federal and state level. The importance of such reforms has only been heightened by the Supreme Court’s expansion of preemption under the FAA and of arbitral authority. This case law creates incentives for courts at all levels to prefer expansive readings of an arbitration clause. As attempts at federal regulation have stalled, state legislatures and regulatory agencies can expect to be subject to renewed focus. If state legislatures cannot easily limit arbitrability, an alternative is to try reforms that seek to make arbitration more closely resemble judging. Some common reforms that have been proposed or adopted at the state level include conflict-of-interest rules for arbitrators, default process rules, and publication requirements. These proposals might bring arbitration more in line with the processes and outcomes one might expect from a state court.\nReform along these lines is worth pursuing, but faces two significant problems. The first is federal preemption. Most prior cases have focused on state law controls before an arbitration gets started. State laws implemented during and after arbitration may avoid the same fate. A less obvious problem comes from the degree certain state reforms aim to treat arbitration as a substitute for court. Arbitrators lack the authority that judges have to develop the law, creating a further due process problem for parties who expect to be operating in a common law system. Accommodating arbitration may mean moving further from a model of common law adjudication.
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 | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.007 | 0.010 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.009 | 0.007 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".