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 section of the 16th edition contains listings for over 1,100 philosophy departments, institutes, and programs where philosophy is taught in Africa, Asia, Australia, Europe, and Latin America. All entries are organized alphabetically within each country by the name of the university. Entries include the department or program name, mailing address, the institution’s affiliation and total enrollment, highest degree offered in philosophy, e-mail address, phone and fax numbers, and web site (if available). Listings for philosophy faculty are also provided, including each person’s name, highest degree earned, academic rank, areas of philosophical specialization, telephone number, e-mail address, and personal web site (if available). Department chairpersons, where known, are also identified. In each listing the department Chairperson is listed first, followed by the full-time faculty, emeritus faculty, and graduate students (if available). Information about philosophy departments in the U.S. and Canada was published separately in the Directory of American Philosophers.
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 | 0.000 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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