Do They Mind Their Ps and Qs: Politeness Strategies in the Movie, Joy
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
This study was an interpersonal communication study on the politeness methods used by the main characters in the film Joy in the setting mostly of a family cum workplace communication. The purpose of this study was to describe the major characters' politeness tactics. The data for this descriptive qualitative study, the dialogues uttered by all of the movie's principal characters, were scrutinized using Brown and Levinson's (1987) paradigm. The investigation studied how the characters used politeness strategies such as positive politeness, Bald-on -Record, negative politeness and off-record techniques in their utterances. The data came from the script of Joy, and it was identified that 833 politeness strategies were employed. Bald on Record (8%), Positive Politeness (51%), Negative Politeness (35%), and Off Record (6%). The findings revealed that positive politeness strategies were the most frequently used in this film. The results indicated that the main characters had a tendency to use positive politeness to show their respect and also to maintain a harmonious relationship in the family and workplace.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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