UNE PROCÉDURE EN DIFFICULTÉ: A BLUEPRINT FOR RESOLVING “SPECIAL” EDUCATION DISPUTES THROUGH A QUASI-INQUISITORIAL ADMINISTRATIVE PROCESS
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
In this essay, disability practitioner and scholar Stephen Rosenbaum proposes a radical change in the United States administrative adversarial adjudicatory process for resolution of “special” education disputes between educators and students with disabilities, looking for inspiration in part to Canada and the Commonwealth’s use of an inquisitorial approach. Typically, the dispute is over whether the students—termed “les enfants en difficulté” in French-speaking Canada—are receiving an appropriate array of instructional interventions and services. Adversarial adjudication has had many critics over the years. Asking a judge to weigh the parent (or student’s) preferred options under the U.S. Individuals with Disabilities Education Act [IDEA] against those of the school administration may not be the optimal method for designating a pupil’s educational program—nor a good use of time and money. 
 The author’s blueprint calls for replacing the IDEA due process hearing with another model in instances where the family and school authorities disagree about the components of a student’s instructional program. Under current law, the hearing is typically conducted by an administrative jurist in which the parties present evidence, expert testimony and argument, if they have been unable to resolve their disagreement at a school-based team meeting, mediation or some other informal conference. In the proposal presented here, disagreements would instead be reviewed by a “special master” whose expertise is in education or disability rather than law. Through a process of problem-solving or “active adjudication,” the master (or “independent educational reviewer”) would attempt to quickly resolve the dispute over appropriate placement, instructional strategies and/or services. The master could hold a conference, conduct a hearing or brief investigation, receive more documents, consult with experts or correspond in some other mode with the parties. The master’s determination would be subject to judicial review in limited circumstances.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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