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
Abstract The article provides a theoretical perspective on the symbolic meaning of the right to bear arms in modern America, especially among its conservative movement. Neglecting this issue, scholarship on gun symbolism has commonly focused on guns possessed by offenders in inner-cities, such as juveniles or gang members. Offering a multidisciplinary and comparative outlook, the article explains how guns have become symbols of a worldview under which armed patriots must stand ready to defend America from “tyranny,” “big government,” “socialism,” and other existential threats. In particular, the U.S. conservative movement does not merely perceive the right to bear arms as a means of self-defense against criminals, but as a safeguard against an oppressive government that “patriots” may have to overthrow by force. The article examines the hypothesis that guns foster a sense of belonging in this conception of nationhood. This worldview is not solely limited to politicians, elites, or activists, as it can encompass rank-and-file conservatives. Group identification can rest on sharing radical beliefs that enhance cohesion, including rallying against perceived threats. This mindset helps explain resistance to elementary reforms to regulate firearms. If one believes that an unbridled right to bear arms is not only key to protecting the United States, but also key to what it means to be an American, concessions on gun control become difficult to envision. While conservatives in other Western democracies tend to support significant gun control, a key dimension of American exceptionalism is the relative normalization of a conservative identity in which firearms have acquired a peculiar symbolic value.
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 | 0.001 | 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 | 0.000 |
| 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 it