Bibliographic record
Abstract
John M. Letiche started life as Ianik Letichevsky, a citizen of the newly constituted Union of Soviet Socialist Republics. The son of a brilliant but dictatorial father and a loving, cultivated mother, he went on to a remarkable career as an accomplished scholar, professor of economics, and adviser to governments. Letiche, now in his nineties, provides an intriguing look at the changes that have occurred during his lifetime. Following his Kiev childhood and formative years in Depression-era Montreal, he completed a doctorate at the University of Chicago and took up a Rockefeller fellowship at the Council on Foreign Relations in New York City. As a technical advisor to the Economic Commission for Africa he conducted trade talks with both gifted and corrupt heads of state in sub-Saharan Africa, and later shared a working White House dinner with an infamous American president. His half-century-long teaching career at Berkeley included a front row seat for the Free Speech Movement and the most documented student revolt in popular history. Told with humour, insight, and humility, Crises and Compassion moves nimbly among weighty events and meaningful personal history, showing how "civility in intellectual exchange" came to be the guiding principle of a life of monumental experiences.
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 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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".