Bibliographic record
Abstract
Coverage includes- Eric D. Grebler is an IT professional, author, and certified trainer who has demystified the world of computers for thousands of people. Originally from Ottawa, he currently resides in Toronto, Canada. Grebler has developed curriculum and resource material on a wide range of technical topics, including desktop publishing, graphics, XML, and operating systems. He is also the author of Lindows Fast & Easy (Premier Press, 1-59200-060-6) and Windows XP Media Center Edition Fast & Easy (Premier Press, 1-59200-083-5). Chris Hawkins has been working with computer music production both professionally and personally for 13 years. Hawkins is a graduate of Columbia Academy's Recording Arts program in Vancouver, Canada, and currently resides in Nagoya, Japan. He is the founder/publisher of Streamworks Audio-The Online Magazine for Recording Professionals and Hobbyists (www.streamworksaudio.com) Hawkins was also a member of the Steinberg support team on their online Cubase community forums, helping with end-user support issues. In addition to Streamworks Audio, he is the managing director of SWA Video (www.swavideo.com)-an online video tutorial site for audio/MIDI applications. Hawkins is also the author of 2.5 from Thomson Course Technology PTR. He runs a small recording studio that he uses to produce his own material. Perfect for beginners, this book contains easy-to-follow explanations of features that would typically confuse readers. Contains many large screenshots with numbered callouts that explain what is happening in the illustration. The book flows in a manner that acts like building blocks for the readers making sure they know enough before moving on to the next step. Stays directly on topic, explaining how to learn quickly and use it to become more productive immediately. This guide, the second edition of the very successful title Reason 2.5 Ignite! (1-59200-147-5), covers the newest version of Reason.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.008 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".