“Drama” in Interpersonal Conflict and Interactions Among Emerging Adults: A Qualitative Focus Group Study
Bibliographic record
Abstract
Drama is a term used in popular culture to refer to interpersonal conflict that arises when individuals overreact to events and are overly emotional. The current study investigated emerging adults’ perspectives of drama, the context in which it occurs, and how drama relates to similar social interactions such as conflict, bullying, and relational aggression. University students ( N = 53; 18–25 years old) participated in eight same-sex focus groups. Using thematic analysis, seven main themes were found, suggesting that “drama” (a) refers to a wide range of situations, (b) is often associated with negative social interactions, and (c) harm and consequences, (d) is generally perceived as unnecessary, (e) exaggerated, and (f) involving females, and (g) frequently offers a learning experience. Findings suggest that future research should continue to explore drama as its own construct and that drama should be addressed more formally given how youth may be impacted by such incidents.
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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 | 0.010 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.005 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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; 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".