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
russell: the Journal of Bertrand Russell Studies n.s. (summer ): The Bertrand Russell Research Centre, McMaster U. issn –; online – “INVITATION TO LEARNING” SESSIONS Marley Beach Russell Research Centre / McMaster U. beachm1@mcmaster.ca nvitation to Learning by Martin Grams, Jr. (Kearney, ne: otr / Morris Publishing , ) lists a dozen appearances by Bertrand Russell in –. Of these, the texts of seven have yet to be found. Searches of the archives belonging to the programme’s various hosts and participants have been fruitless, as well as the promising radio collection at the Library of Congress. The show was rebroadcast locally from “transcription discs”, and some may still lie in local radio station archives or await discovery in private collections. G. W. F. Hegel, Lectures on the Philosophy of History (). Speakers: Huntington Cairns, Mark Van Doren, Allen Tate and Russell. April (session #). Reprinted as Paper in Papers . Alexis de Tocqueville, Democracy in America (–). Mark Van Doren and Russell. September (#). Lewis Carroll, Alice in Wonderland (). Mark Van Doren, Katherine Anne Porter and Russell. December (#). in Papers . Benedict de Spinoza, Ethics (). Scott Buchanan, Mark Van Doren and Russell. January (#). in Papers . René Descartes, A Discourse on Method (). Jacques Barzun, Mark Van Doren and Russell. April (#). in Papers . Ralph Waldo Emerson, English Traits (), and Washington Irving, The Sketchbook (). James Thurber and Russell. October (#). Boethius, The Consolations of Philosophy (). Irwin Edman, Ernest Nagel and Russell. May (#). George Bernard Shaw, Heartbreak House (). Lee Simonson, John Anderson and Russell. June (#). James Bryce, The American Commonwealth (). Max Lerner, Jacques Barzun and Russell. July (#). John Locke, Essay Concerning Human Understanding (). Lyman Bryson, Jacques Barzun and Russell. September (#). Walter Bagehot, The English Constitution (). Lyman Bryson, Lindsay Rogers and Russell. March (#). John Stuart Mill, On Liberty (). Lyman Bryson, Robert MacIver and Russell. October (#). in Papers . I ...
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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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