Standard Form Contracts and the Erosion of Consent: Is There No Turning Back?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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 | 0.003 |
| 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 it