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
ONE OF Canada's frequently quoted political malapropisms is attributed to Robert Thompson, who sternly reminded his fellow parliamentarians in 1973 that Americans are our best friends, whether we like it or not.1 This cross-border friendship is partly expedient, partly geographic, partly genuine, sometimes one-sided, and almost always problematic. Well before the war of 1812-14, it was clear that the theme of Canada's improbable story would be its determination to resist the gravitational pull of the United States. The post-Cold War ascendancy of influence over other nations' economies and world views has intensified many Canadians' perception that the space in which to maintain our different national vision is shrinking. Conventional wisdom has it that, despite mounting a spirited defense, neither Canada's schools nor any other institutional entity has been able to withstand the juggernaut of values as transmitted through Eminem, Pat Robertson, or Humvees. mid-2002, while fully 58% of Canadians polled believed that Canada had become more American in the preceding decade, only 12% thought that this trend had been good for the country.2 Meanwhile, Americans seemed unaware that their vision is not everyone's vision. mid-2003, 89% of Americans told pollsters that America is the best country in the world in which to live. Only 6% of Canadians thought life in the U.S. superior to life in Canada.3 This figure helps explain why Canadians tend to reflexively dismiss institutional reforms they don't like as American-style. (Michael Moore's contribution to reinforcing this tendency is duly noted.) Voters' wariness of all things makes it difficult for Canadian politicians to introduce, except by stealth, any public policy that has currency south of the border, especially near election time. Yet despite our habitual distrust of Americanization, how our indigenous problems and proposed solutions are constructed is unavoidably shaped by the debate. This sway continues to affect every policy issue, from gun registration to the selection of Supreme Court judges to school choice. U.S. influence on Canadian education policy has been particularly intense during the era book-ended by A Nation at Risk and Child Left Behind. However, historians could point out that lack of national educational autonomy is not just a contemporary concern. 1953, Hilda Neatby's scathing and influential critique So Little for the Mind laid full blame for the sorry state of Canada's schools at the feet of John Dewey.4 No one can understand Canadian education or Canadian educators without at least trying to familiarize himself with this she wrote (p. 22). Dewey's dreaded theme, of course, was progressivism. He has been looked upon as the fountain at which every novice must drink; in truth he is no fountain, he is rather a marsh, a bog where armies of school teachers have sunk . (p. 23). Dewey's obsession with democracy was bad enough, Neatby claimed, but his abhorrence of moral teaching and his ferociously amoral approach to matters of method and discipline were even pernicious (p. 24). The devil's name was Dewey, and Professor Neatby wanted him to stay home. Despite her dour and dire warnings, most Canadian education experts -- an epithet Neatby verily spat onto the page -- continued to promote education theory, albeit slightly self-consciously. An Alberta Ministry of Education official found it necessary to justify the inclusion of 48 authors in a bibliography of 52 titles distributed to teachers. In the main, he explained, social development in Canada parallels that of the United States, and teachers will find these references stimulating and informative reading (p. 33). Five decades after she called on Canadian teachers to reject influence, Hilda Neatby's goal has been achieved -- well, partly at least. …
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 | 0.000 |
| 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