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
Eclipse DistilledDavid CarlsonForeword by Grady BoochSeries EditorsErich Gamma Lee Nackman John WiegandA Concise Introduction to Eclipse for the Productive ProgrammerOrganized for rapid access, focused on productivity, Eclipse Distilled brings together all the answers you need to make the most of today's most powerful Java development environment. David Carlson introduces proven best practices for working with Eclipse, and shows exactly how to integrate Eclipse into any Agile development process.Part I shows how to customize workspaces, projects, perspectives, and views for optimal efficiency-and how to leverage Eclipse's rapid development, navigation, and debugging features to maximize both productivity and code quality. Part II focuses entirely on Agile development, demonstrating how Eclipse can simplify team ownership, refactoring, continuous testing, continuousintegration, and other Agile practices. Coverage includes Managing Eclipse projects from start to finish: handling both content and complexity Using perspectives, views, and editors to work more efficiently Setting preferences to fit your own unique needs-or your team's Leveraging Eclipse's powerful local and remote debugging tools Understanding how Eclipse fits into contemporary iterative development processes Performing continuous testing with JUnit in the Eclipse environment Using Eclipse's wizard-assisted refactoring tools Implementing continuous integration with Ant-based automated project builders Employing best practices for code sharing with CVS and other repositoriesBy focusing on need-to-know information and providing best practices and methodologies, this book is designed to get you working with Eclipse quickly. Whether you're building enterprise systems, Eclipse plug-ins, or anything else, this concise book will help you write better code-and do it faster.About the AuthorDavid Carlson is a developer, researcher, author, instructor, and consultant who thrives on innovative technology. He started using Java in 1995 and Eclipse in 2001. David has a Ph.D. in Information Systems from the University of Arizona and is a frequent speaker at conferences and a contributor to technical journals. He is creator of the hyperModel plug-in for Eclipse, and author of Modeling XML Applications with UML (Addison-Wesley, 2001).Cover photo: © archivberlin Fotoagentur GmbH / AlamyAddison-Wesley www.awprofessional.com/series/eclipseISBN 0-321-28815-7$34.99 US $48.99 CANADA© Copyright Pearson Education. All rights reserved.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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