Fundamentals of Information Technology By Sunny Handa (Markham: LexisNexis Canada Inc., 2004)
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
In the early 1990s, I purchased my first stereo with a CD player. I found myself trapped in a conversation with someone who tried to convince me that it was utter folly not to buy a turntable, because CD technology simply couldn’t replicate the ‘‘warmth’’ of vinyl. Had I only Handa’s book to hand, I could have provided a straight- forward and understandable explanation for why my records were well enough left in my parents’ basement; although ‘‘digitization . . . fails to record all characteristics of analog data, even at the highest finite sampling rate . . . Complete pinpoint accuracy is not necessary, [because] we ‘hear’ over the gaps’’. This explanation was not likely to win the argument with that particular person, but nonetheless, it is completely apt.\nHanda’s 152-page book does exactly what it sets out to do, provide ‘‘a discussion of technology beginning with the most basic concepts’’. It includes sections (and this summary is not comprehensive) on the fundamen- tals underlying modern technology (analog world, digital world), computers (hardware, software), communications networks (transmission modes, speed, technologies, the nature of content, its production and distribution), the Internet (ISPs, e-mail, WWW, file sharing, domains, e- commerce, and geographical screening), standards (development, benefits and pitfalls of) and cryptography and security.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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