Bibliographic record
Abstract
Volume I Acquisitions Management Ronald W. Morrison Agent-Oriented Software Engineering Howell R. Jordan, Mike Hinchey, and Rem W. Collier Agile Software Development Scott W. Ambler Agile Software Development: Teams Roland Cuellar and Sanjiv Augustine Architecture and Design Recovery Michael Golm Architecture: Analysis Len Bass, Robert Nord, and Ipek Ozkaya Architecture: Description Languages Jungwoo Ryoo Architecture: Design Christine Hofmeister Audits and Management Reviews Oliver Laitenberger Automated Software Testing (AST) Elfriede Dustin and Bernie Gauf Autonomic Systems Roy Sterritt and David W. Bustard Bioinformatics: Processes and Workflows Anna-Lena Lamprecht, Tiziana Margaria, and Bernhard Steffen Business Domain Modeling Haim Kilov Code Quality Panagiotis Louridas Communication Software: Design and Testing Jose M. Alvarez, Pedro Merino, Laura Panizo, Francisco C. Perez, and Andres Sanz Configuration Auditing Donald F. ShaferDefect Prevention Processes (DPP) Ching-Pao Chang Design: Patterns Yann-Gael Gueheneuc Design: Proof-Based Certification George Hacken and Joshua Scott Development: Information Retrieval Applications David Binkley and Dawn Lawrie Earned Value Management John Rusk Economics Steve Tockey Ethics Effy Oz Ethnography Kari Ronkko Fault Injection Ravishankar K. Iyer, Nithin Nakka, Weining Gu, and Zbigniew Kalbarczyk Fault-Based Testing Branson W. Murrill Formal Methods Mike Hinchey, Jonathan P. Bowen, and Emil Vassev Formal Requirements Specification Jonathan P. Bowen, Mike Hinchey, and Emil Vassev Functional Programming in ML Lawrence C. Paulson Grid Environments: Service Level Agreements (SLAs) Philipp Wieder and Ramin Yahyapour Hard Real-Time Systems: Construction Kim R. Fowler Human Factors Engineering James R. Lewis Human-Centered Computing Robert Hoffman, Liam J. Bannon, and Nicu Sebe IEEE Computer Society Margo McCall Logic Programming Manuel Carro Maintenance Jussi Koskinen Maintenance and Evolution: Information Retrieval Applications David Binkley and Dawn Lawrie Maintenance: Process Juan Fernandez-Ramil Maintenance: Risk Marcio Greyck Batista Dias and Sandrerly Ramos Pires Maintenance: Techniques Kostas Kontogiannis Management: Tools Capers Jones Medical Device Industry: Software Process Improvement Fergal McCaffery, John Burton, Valentine Casey, and Alec Dorling Metamodeling David C. Hay Model-Based Testing A Ina Schieferdecker, Alain Vouffo-Feudjio, Axel Rennoch, Jurgen Grossmann, Marc-Florian Wendland, and Andreas Hoffmann Model-Based Testing B Ina Schieferdecker, Alain Vouffo-Feudjio, Axel Rennoch, Jurgen Grossmann, Marc-Florian Wendland, and Andreas Hoffmann Model-Based Testing C Ina Schieferdecker, Alain Vouffo-Feudjio, Axel Rennoch, Jurgen Grossmann, Marc-Florian Wendland, and Andreas Hoffmann Mutation Testing Robert M. Hierons, Mercedes G. Merayo, and Manuel Nunez Object-Oriented Analysis and Design Raghvinder S. Sangwan Open Source Software Walt Scacchi Operational Profile Testing Carol Smidts, Jinny McGill, Manuel Rodriguez, and Peter Lakey Outsourcing Tandy Gold Volume II Pair Programming Laurie Williams Patterns Jim Duggan Policy-Based Testing JeeHyun Hwang, Evan Martin, Tao Xie, and Vincent C. Hu Process Linda Shafer Process: Assessment and Improvement Christof Ebert Process: Definition and Communication Frank Tsui Product Portfolios: Management Reiner R. Dumke Program Comprehension Vaclav Rajlich and Leon Wilson Program Representation Fernando Berzal Programming Phase: Formal Methods Richard Paige, Jim Woodcock, Phillip J. Brooke, and Ana Cavalcanti Project Control: Visualization Kai T. Hansen Project Estimation Richard E. Fairley Project Life Cycle: Construction Jim Duggan Project Management: Planning and Scheduling Richard E. Fairley Project Management: Success Factors Scott Donaldson and Stanley Siegel Projects and Processes: Measurement Christof Ebert Prototyping Methods Paul W. Parry Reconfigurable Computing Systems Benjamin Ylvisaker and Scott Hauck Regression Testing Gregory M. Kapfhammer Reliability Modeling Norman F. Schneidewind Requirements Engineer Phillip Laplante Requirements Engineering: Management Christof Ebert Requirements Engineering: Principles and Practice Jeremy Dick Requirements Engineering: Technique Selection Armin Eberlein and Li Jiang Requirements Interaction Detection Mohamed Shehata and Armin Eberlein Requirements: Tracing Seok-Won Lee, Robin A. Gandhi, and Sooyong Park Requirements: Understanding Larry Bernstein Reverse Engineering Hausi A. Muller and Holger M. Kienle Risk Management John McManus Round-Trip Engineering Bernhard Steffen, Tiziana Margaria, and Christian Wagner Security Testing John Steven and Michael Cohen Self-Managing Software Roy Sterritt, Mike Hinchey, and Emil Vassev Semantic Web Jeffrey Putnam Smart Machines Jannis Kallinikos Software Configuration Management (SCM) Process Bernhard Westfechtel Software Engineering: History David Grier Software Evolution Andy Zaidman, Martin Pinzger, and Arie van Deursen Software Failure Nikhilesh Krishnamurthy and Amitabh Saran Software Fault Localization W. Eric Wong and Vidroha Debroy Software Measurement Body of Knowledge Alain Abran, Alain April, and Luigi Buglione Software Testing Paul C. Jorgensen Software Testing: Tools J. Jenny Li, Evelyn Moritz, and David M. Weiss Subdomain (Partition) Testing Dick Hamlet Test Case Generation: Specification-Based Man Fai Lau, Yuen Tak Yu, and Pak-Lok Poon Test-Driven Development Hakan Erdogmus, Grigori Melnik, and Ron Jeffries Triptych Process Model Dines Bjorner Unified Modeling Language (UML) James Rumbaugh Unified Modeling Language (UML): Visual Development Thomas C. Jepsen Unit Testing Keith W. Miller Use Case Specifications: State-Based Elicitation John Mathenge Kanyaru Use Cases Emil Vassev User Stories Donald F. Shafer User-Centered Design Hugo R. Beyer Viewpoints Mehrdad Sabetzadeh, Anthony Finkelstein, and Michael Goedicke Virtual Teams Valentine Casey and Ita Richardson Visualization Pamela Vercellone-Smith and Raghvinder S. Sangwan
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.007 | 0.013 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.260 | 0.231 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".