The Unfinished Revolution: Making Computers Human-Centric
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
From the Publisher: Using a computer ought to be as easy and productive as driving your car. But today's systems are oblivious to our needs and demand ever more attention and work from us, as they swell in numbers, complexity and features. now Michael Dertouzos argues that we must shift the focus of information technology away from machines and back to people. In The Unfinished Revolution, he not only outlines five key technologies that will help us do this, he also offers and exciting vision of how human-centric computers could dramatically alter the way we live and work in the Information Century. About the Author: For more than a quarter century, Michael Dertouzos has headed up the MIT Laboratory for Computer Science, which has been associated with many of the most important developments in computing. Dertouzos is the author of the 1997 best-seller What Will Be: How the New World of Information Will Change Our Lives. He lives in Weston, MA.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.008 | 0.001 |
| Open science | 0.008 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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