Analyzing the Civil Rights Movement: The Significance of Nonviolent Protest, International Influences, the Media, and Pre-existing Organizations
Bibliographic record
Abstract
This essay is an analysis of the success of the mid-20th century civil rights movement in the United States. The civil rights movement was a seminal event in American history and resulted in several legislative victories, including the 1964 Civil Rights Act, and the 1965 Voting Rights Act. After a brief overview of segregation and Jim Crow laws in the southern U.S., I will argue that the success of the civil rights movement can be attributed to a combination of factors. One of these factors was the effective strategy of nonviolent protests, in which the American public witnessed the contrasting actions of peaceful protestors and violent local authorities. In addition, political opportunities also played a role in the movement’s success, as during the Cold War the U.S. federal government became increasingly concerned about their international image. Other reasons for the movement’s success include an increased access to television among the American public, and pre-existing black institutions and organizations. The civil rights movement left an important legacy and ensuing social movements have utilized similar framing techniques and strategies.
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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".