Bibliographic record
Abstract
Abstract Group socialization refers to the psychological process by which individuals and groups mutually influence each other’s experience of being a group member. It is a significant topic, considered central to group members’ experience of group living, adjustment, and well-being, and it can be hotly contested, affecting groups of people that include less than a handful to thousands, millions, or more. Group socialization is most regularly interpreted to refer to how groups influence individuals’ transition to becoming group members. However, group socialization includes other membership transitions, too (e.g., becoming full members or exiting the group). Individual members can also influence what defines group membership for themselves and others. Social and self-categorization processes describe how people internalize group socialization, not only in terms of how socializing content is cognitively represented as a group prototype, but also in how people come to see themselves as group members through a process called self-stereotyping. Group socialization is different from, but can inform, group development (i.e., how groups change over time) and is a topic that is regularly negotiated by group members, as the literatures on socialization attitudes (e.g., assimilation, segregation, multiculturalism) and subjective group dynamics attest. Future research would benefit from understanding which principles of group socialization apply to all groups or specific types (small groups, categories). It would also benefit from understanding how multiple and competing group prototypes can be reconciled, the role of the intergroup context in group socialization, and the conditions under which group socialization is negotiated or simply internalized.
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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 teacher head, 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".