El acuerdo de arbitraje como clausula abusiva en los contratos de consumo (The Arbitration Agreement as Abusive Clause in Consumer Contracts)
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
Spanish Abstract: La legislacion de proteccion del consumidor busca balancear los roles entre consumidores y proveedores. En estas relaciones de consumo el proveedor tiene el poder de imponer las las clausulas contractuales. Los acuerdos de arbitrajes son aceptados en los contratos de consumo e algunos Estados, pero en otros, estan fuertemente regulados, al considerarseles como clausulas abusivas.English Abstract: The consumer protection law aims to balance the roles between consumers and suppliers, who theoretically has greater power regarding the terms of contracts. Arbitration clauses in consumer contracts are allowed in some States, but in others they are strongly regulated, as they are considered as abusive clauses.
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it