Outreach and support for Australian university students with learning disabilities
Bibliographic record
Abstract
Abstract Although students with learning disabilities (LD) are increasing in Australian universities (Smith, Carroll, & Elkins, 1999), limited data is available about this group and the services available to them. This paper reports the results of a 1996 survey of university outreach, transition and orientation programs to attract potential students with LD and assist them in adjusting to higher education study. The availability of generic and specialist support services and accommodations was also investigated. Universities promote awareness of disability support services widely in outreach to prospective students and at application and/or enrolment, although students with LD are seldom specifically targeted. Formal programs to assist students from equity groups or students with disabilities to consider tertiary study are most frequently directed at high school students; only one quarter of the universities had outreach programs which might include adults with LD. Most universities offer a comprehensive range of support to students with LD through both generic and disability services. Approaches to the documentation of diagnostic assessment and the establishment of need for accommodation are however variable, and raise issues of equity which are of concern to disability support staff.
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".