Standard Form Contracts and the Erosion of Consent: Is There No Turning Back?
Bibliographic record
Abstract
Abstract This Article draws on sources from Canada, England, France, Germany, and the United States to appraise Western law’s treatment of standard form contracts. Courts currently recognize standard clauses as express contractual terms, even when it would not be reasonable to expect adhering parties to read and understand them. Standard forms are undemocratic because they replace common default rules by “the law of the firm.” Reviewing standard forms to suppress unfair clauses is not enough. It is proposed that the courts should adopt a higher threshold for consent by taking seriously the opportunity to read, which was always a condition for incorporating standard clauses. Courts should require the drafting party to produce a readable form, taking into consideration a form’s intended audience, content, and context. A form that is not readable should be denied incorporation into the contract. In most instances, a contract exists independently of the form and is effective without it.
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 | 0.035 | 0.090 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.053 |
| Scholarly communication | 0.012 | 0.020 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.010 | 0.011 |
| 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".