An Absence of Voice: Web Information Architecture in Small and Medium Enterprises
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
Practice narratives of web information architecture (IA) in small and medium enterprises (SMEs) are investigated. Although web-based information delivery is ubiquitous, research and practice remains focused on larger organisations. This research attends to SMEs, revealing that the dominant voice in practice belongs to the communications and marketing practitioner, not the information professional.Sont investiguées les pratiques d'architecture de l'information Web dans les petites et moyennes entreprises (PME). Même si la prestation de services d'information sur le Web est omniprésente, la recherche et les pratiques demeurent centrées sur les grandes entreprises. Cette étude cible les PME, révélant ainsi que la voix dominante dans la pratique appartient aux praticiens des communications et du marketing et non aux professionnels de l'information.
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.
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 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.016 |
| Open science | 0.002 | 0.001 |
| 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