North American and Australian LGBT Movement and Interest Groups
Bibliographic record
Abstract
Abstract A study of the LGBT movement within Canada, the United States, Mexico, and Australia reveals the movement’s youth and vitality. Only since the mid-1900s has there been what one might identify as an organized social movement within any of these four countries. A key similarity across the social movements in these four countries has been the formation of associated interest groups. These groups have transformed the LGBT movement. Scholarly research regarding the movement and its attendant interest groups reveals decades of growth and development. These changes over the years allow scholars to investigate topics such as how the LGBT movement compares to other social movements, how various sexual and gender minority communities have been incorporated into the larger movement, and how movement groups have utilized various strategies in pursuit of movement goals. In the United States, the gay rights movement was one of a few distinct movements included within a larger new social movement. These various movements shared the fact they were organized around a goal of identity expression. (The extent to which a gay rights movement morphed into a broader LGBT movement is also an important part of the U.S. story.) In Canada, the modern movement for LGBT individuals exemplified a gradual process rising out of the post–World War era; it was attached to a rise in Quebecois nationalism and the growth of First Nations peoples’ rights movements. Conversely, Australia has seen a slower progression than Canada or the United States, in part because Australia has had a relatively inactive set of social rights movements over the same period. (There is evidence that Australian social rights movements came to consciousness more from a global than a domestic narrative.) Finally, with respect to Mexico, one might assume that LGBT successes there have lagged behind those in the United States because of a more vibrant social movement community in the United States and also because Mexicans are assumed by some to be more religious than residents of the United States. However, there is evidence that the LGBT movement has had greater electoral and policy successes in Mexico. This could in part be due to a history in Mexico of LGBT activists identifying with other revolutionary agents who sought broad structural changes in that country.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.013 | 0.001 |
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".