The “Activist Identity” and Activism across Domains: A Multiple Identities Analysis
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
Two correlational studies of activists examined the association between belonging to community organizations or groups and sustained activism within a particular domain. In Study 1 ( N = 45) larger activist networks, controlling for activist identification and greater political knowledge, were associated with stronger activism intentions. In Study 2 ( N = 155), larger Time 1 peace activism social networks were associated with more Time 2 peace activism and, via Time 2 activism, with sustained activism at Time 3. In contrast, Time 1 nationalist and party political identities were inhibiting factors of peace activism at Time 2, and indirectly at Time 3. In addition, larger peace activism networks at Time 1 were associated with greater international human rights activism and Christian activism at Time 3, but not as consistently with other forms of cross‐domain activism. The possible organizing principles for these interrelationships are discussed.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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