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
Intro -- Title Page -- Preface -- Acknowledgements -- About the Conference -- Contents -- Part 1. Advances in Operations and Supply Chain Management (1) -- Resilience of Marine Energy Supply Chains: The Manufacturers Challenge -- Adoption of Artificial Intelligence in Operations Management: A Design-Oriented Review -- From Manufacturing to Public Service Organisations: Lean as an Effective Approach to Achieve Sustainable Environmental Performance -- Identifying the Fit-for-Purpose Leadership for the Manufacturing Organizations in the Era of Industry 5.0 - A Literature Review -- Part 2. Advances in Manufacturing Technology -- Effect of Grain Structure on Machinability of LPBF Inconel 718: A Critical Review -- Enabling Sustainable Steel Production with Computer Vision -- Flow Visualization and Parameter Suitability in Cold Spray Titanium Deposition: A CFD Approach -- Part 3. Advances in Manufacturing and Process Modelling -- An Investigation into the Exploratory Use of Additive Manufacturing in Drum Gate Design for Open Channel Flow -- Compliance Induced Deformation Prediction of Parallel Kinematic Machine -- Enhancing Performance Evaluation Through Augmented Reality Smart Glasses for Industrial Operators -- Machine Learning Informed Digital Twin for Chemical Flow Processes -- Part 4. Advances in Robotics and Simulation Systems -- Towards a Framework of Human-Robot Interaction Strategies from an Operator 5.0 Perspective -- The Quest for Appropriate Human-Robot Interaction Strategies in Industrial Contexts -- You Can Go Your Own Way, but Keep Me Informed": Taking Charge of Own Safety when Collaborating with a Robot in a Shared Space -- Design of a Demonstrator Environment for Investigating Multi-Factory Production and Operation Challenges -- Part 5. Advances in Supply Chain Systems.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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