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
Technical communicators, engineers, and designers in the automotive industry, as well as researchers with expertise and interest in this book. It provides provides a framework for better understanding and explaining the ecological, economic, and political stakes invested in contemporary culture’s use and valuation of automobiles. The book constructs an ANT-inspired framework for rethinking automobility. In the manner of similar projects, such as Thinking with Bruno Latour in Rhetoric and Composition that establish ANT as a primary mode of analysis, the book achieves its purpose of recovering terms from ancient rhetoric—techne, kinesis, energeia, hyle, logistikos, metis, tyche, and kairos—for the purpose of demonstrating how they always, already accommodated analysis of human and nonhuman agents involved in activities, such as transportation use and design. For this reason, the book could serve as useful reading in courses on professional communication as it pertains to transportation or ANT, and as food for thought for automobile industry professionals.
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 | 0.003 | 0.001 |
| 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