Bibliographic record
Abstract
The purpose of this study was to examine the inclusion of students worldwide. Because the language barrier would impede the gathering of the necessary research, this study was delimited to only those English-speaking countries such as the United Kingdom, Canada, Australia, New Zealand, and the United States. The researcher examined many aspects of the education of students with disabilities in each country and how that attributed to the extent in which students with disabilities were being educated in the regular classroom. First, the researcher analyzed the legislation regarding students with disabilities, especially those directives that called for the Inclusion of them. Second, the researcher investigated the educational models used in each country to ascertain the placements available for the disabled, making special note of those that were more inclusive. Next, the researcher gathered data that examined the categorical system used to label, group, and educate the Special Education population. Finally, the researcher compared the extent to which the students with disabilities were educated in the regular classroom in each country by looking at the total proportion included as well as the percentage included in each disability category. To make a comparison of the educational attainments of each country, the researcher utilized a study by the Organization for Economic Co-operation and Development that incorporated the students with disabilities in their international assessments. Results revealed that the United States has a much more extensive legislation dedicated to the education of individuals with disabilities than does the United Kingdom, Canada, Australia, and New Zealand. As a result, the United States' placement models and categorical systems are just as complex. Data also confirmed that other countries are including their disabled population in a regular education classroom at a much higher rate than that of the United States. Finally, the international study found that the United States performed worse than all the other countries in the subject areas assessed: Reading, Math, and Science. Recommendations for further research included the examination of teacher education programs world wide, comparison of provincial and territorial regions in Canada and Australia, and a comparison of graduation rates for those students with disabilities in inclusive settings and those in segregated settings.
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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 | 0.006 | 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 | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".