Book Review: <i>Lipset’s Agrarian Socialism: A Re-examination</i> Editedby David E. Smith
Bibliographic record
Abstract
Seymour Martin Lipset, rather famously associated with the concept of “American Exceptionalism” and renowned as one of the leading practitioners of political sociology in the United States, was better known in Canada for works that seemed to make little, if any, impression upon U.S. readers. First and foremost was his landmark study of the social democratic Co-operative Commonwealth Federation’s (CCF) rise to political power in the Canadian province of Saskatchewan—Agrarian Socialism. It is the stuff of legend in Canadian academic circles how a young PhD student—a Jewish leftist from New York no less—came to Saskatchewan in the mid 1940s both to study a successful socialist movement in one part of North America and, in so doing, discover why his own country was the only western industrialized society that had never produced a serious socialist movement. This 1950 publication—often referred to as the seminal work on political sociology in Saskatchewan and one of the most important works on the development of third parties in Canada—was then supplanted for a later generation of readers by Lipset’s equally famous (in Canada, that is) 1968 revision of Agrarian Socialism, by which time his youthful socialism had been replaced with a far more pragmatic world view. And then, 40 years later, as if to prove he had never stopped caring about Canada and the inherent value of comparative analysis, Lipset published his somewhat controversial (again, controversial primarily in Canadian academic circles) Continental Divide: The Values and Institutions of the United States and Canada.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.033 | 0.017 |
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 source (direct Gemma or distilled Codex), 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".