Information Graphics and Engineering Design
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
Abstract Information Graphics and Engineering DesignDocumentation for engineering design requires succinct project descriptions, often withinformation and data visualizations. In an effort to expose students to these types ofvisualizations students were asked to summarize each individual chapter of a technology-basedbook of their choice as a different type of data or information graphic. This exercise exposedstudents to a wide range of visualization types and gave them tools for future engineering projectdocument design. The periodic table of visualization website was used as a starting point for thetypes of visualizations students could explore. This site is an e-learning site focusing on visualliteracy: the ability to evaluate, apply, or create conceptual visual representations. This paperdiscusses tools used to assist students with this project, examples of student chapter summaries(figs. 1 and 2) and the importance for engineering students to be able to read documents andsummarize important information in a graphically concise and relevant manner.Figure 1: Visualization types used to summarize chapter 1 (student work)Figure 2: Result of process and structure summary of chapter 1 (student work)
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| 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