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: A Database-Powered Web Site--Now Easily Within Your Reach For developing database-driven Web sites or Web applications, Mastering ColdFusion 5 is as indispensable as ColdFusion itself. Written by three ColdFusion experts and fully updated to cover the capabilities of the latest release, this book offers step-by-step, example-based instruction that will quickly turn beginners into productive developers and experienced users into true ColdFusion masters. It's a comprehensive resource that you won't outgrow anytime soon. Coverage includes: Writing to and reading from a database Including outside code Creating custom tags and user-defined functions Creating and manipulating variables Using SQL for advanced, dynamic database interaction Creating and validating forms Creating dynamic graphs and charts Using the ColdFusion Web Application Framework Interacting with e-mail, Web, FTP, and LDAP servers Implementing error control Implementing fine-grained, advanced security Using WDDX Administering ColdFusion servers Using COM and Java Objects with ColdFusion Creating a full-text search engine with Verity From the Author ColdFusion is an easy-to-learn but powerful, full-featured Web application development platform. Easier than Active Server Pages, Java or Perl for the non-programmer to learn but just as flexible and powerful, Mastering ColdFusion 5 takes an HTML developer from the basics of ColdFusion to high-end development subjects including integration with mail, Web and FTP servers, the use of the Verity search engine and the development of custom tags and functions. This book is both a tutorial for the student of ColdFusion and a reference for the active ColdFusion developer. --Arman Danesh About the Author Arman Danesh is pursuing an advanced degree in computer science at Simon Fraser University in Vancouver. He has extensive ColdFusion development experience, including developing interactive Web applications for Landegg International University in Switzerland and managing the Baha'i World News Service, the official news service of the Baha'i International Community. He has written several books on HTML, JavaScript, and Linux and contributes articles on computer topics to newspapers and magazines throughout Asia. Kristin Aileen Motlagh served as a member of Team Allaire. She has worked with ColdFusion since version 1.5 and has developed ColdFusion applications for a wide range of corporate clients, including the World Bank, MCI, and GE. Raymond Camden is the Principal Spectra Compliance Engineer for Macromedia. He has worked with ColdFusion for many years and has written numerous articles for Allaire.com and the ColdFusion Developer's Journal.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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