10th International Conference on Heat Exchanger Fouling and Cleaning—2013 Budapest, Hungary
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
Click to increase image sizeClick to decrease image size Additional informationNotes on contributorsM. Reza MalayeriM. Reza Malayeri is the head of fouling and cleaning in process industries research group at the Institute of Thermodynamics and Thermal Engineering (ITW), University of Stuttgart, Germany. His research work covers a wide range of topics related to heat and mass transfer, multiphase flow, numerical modeling, enhanced heat transfer, and heat exchanger fouling and mitigation, and he is the author of more than 110 articles. He is also a member of the editorial board of several journals, including Heat Transfer Engineering.Hans Müller-SteinhagenHans Müller-Steinhagen since August 2010 has been the Rector of the University of Dresden. Prior to that he was the director of the Institute for Technical Thermodynamics of the German Aerospace Centre (DLR) and the director of the Institute for Thermodynamics and Thermal Engineering of the University of Stuttgart. He has also held appointments as a research fellow at the University of Karlsruhe (1980–1984), DFG-funded research associate at the University of British Columbia (1984–1985), associate professor at the University of Auckland (1986–1993), and professor and Head of School at the University of Surrey (1993–2000). His research work covers a wide range of topics related to heat and mass transfer, multiphase flow, process thermodynamics, fuel cells, and solar thermal technology. The results of his studies have been published in three books and more than 350 papers, and have received numerous international awards and honors. He is a fellow of the Institution of Chemical Engineers and of the Royal Academy of Engineering.A. Paul WatkinsonA. Paul Watkinson is a professor emeritus in the Department of Chemical and Biological Engineering at the University of British Columbia. His research interests include fouling of heat exchangers and other processing equipment, rotary kilns, and gasification processes.
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 | 0.000 | 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