Bibliographic record
Abstract
Data compiled by the U.S. Department of Labor's Office of Disability Employment Policy indicates that the disparity between the labor-participation rates of employable disabled people and employable nondisabled people across all sectors of American society is abysmal: 21% for disabled people compared to 69% for nondisabled people.More specific figures for the disparity between disabled and nondisabled people employed as full-time faculty in academia are even worse, with philosophy boasting the greatest disparity in this regard of all disciplines in the humanities and social sciences, comparable only to the STEM fields.For although disabled people comprise an estimated 20-25% of the North American population, surveys conducted in 2012 and 2013 by the Pacific Division of the American Philosophical Association (APA) suggest that they comprise less than 4% of full-time faculty in philosophy departments in the U.S. and, according to a 2013 survey conducted by the Equity Committee of the Canadian Philosophical Association (CPA), they comprise less than 1% of full-time faculty in philosophy departments in Canada.In other words, nondisabled people comprise an estimated 96-99% of full-time faculty in North American philosophy departments.These figures are shocking, constituting almost complete exclusion of disabled people from professional philosophy.
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 | 0.000 | 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 | 0.001 | 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) | 0.006 | 0.005 |
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; both teacher heads agree on what is shown here.
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".