Boldly Going Where No Law Has Gone before: Call Centres, Intake Scripts, Database Fields, and Discretionary Justice in Social Assistance
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
This article focuses on the response of public law to bureaucratic disentitlement. Whether eligibility decisions for social welfare benefits are made on the basis of a face to face interview or telephone intake screening at a call centre, whether the questions are onerous for vulnerable applicants to answer, whether the bureaucratic hurdles can reasonably be surmounted or lead to the de facto exclusion of otherwise eligible applicants, all constitute questions which should be fundamentally intertwined with the question of whether a discretionary decision is legally valid. This is so not only because service delivery models and administrative design may determine the fairness, reasonableness, and accuracy of a decision, but also because forms of administration ought not to be inconsistent with our fundamental values, such as human dignity. This article advocates a more robust, public law response to the welfare system than courts have been willing to undertake, This approach requires that judges look beyond the veil of public administration and ensure that the rule of law reaches all spheres of public authority. Changing the welfare system, however, ultimately requires changing political and bureaucratic, as well as legal, culture.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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