A Field Study of Community Bar: (Mis)-matches between Theory and Practice
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
Community Bar (CB) is groupware supporting informal awareness and casual interaction. CB s design was derived from three sources: prior empirical research findings concerning informal awareness and casual interaction, a comprehensive sociological theory called the Locales Framework, and the Focus/Nimbus model of awareness. We conducted an in-depth field study of a group s on-going use of Community Bar over several weeks. We use results obtained from this study to reflect upon the matches and mis-matches that occurred between the theoretical usage behaviour predicted by our theoretical design principles versus the actual usage behaviours observed in the deployed implementation. As a critique, this reflection is an important iterative step in considering how CB should be redesigned, and serves as a cautionary tale of the difficulty of translating theoretical nuances into practice.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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