MétaCan
Menu
Back to cohort
Record W4365384919 · doi:10.1615/978-1-56700-195-2

Proceeding of Compact Heat Exchangers and Enhancement Technology for the Process Industries - 2003

2023· paratext· en· W4365384919 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typeparatext
Languageen
FieldEngineering
TopicMetallurgy and Material Forming
Canadian institutionsnot available
Fundersnot available
KeywordsProcess (computing)Heat exchangerProcess engineeringManufacturing engineeringComputer scienceMechanical engineeringEngineering

Abstract

fetched live from OpenAlex

The first International Conference on Compact Heat Exchangers for the Process Industries was held during June 22-27, 1997 in Snowbird, Utah, USA. The Second International Conference on Compact Heat Exchangers and Enhancement Technology for the Process Industries was held in Banff, Canada during July 18-23, 1999. The Third International Conference on Compact Heat Exchangers and Enhancement Technology for the Process Industries was held in Davos, Switzerland during July 2-6, 2001. They were sponsored by The United Engineering Foundation, New York, USA. The Fourth International Conference on Compact Heat Exchangers and Enhancement Technology for the Process Industries was held in Crete Island, Greece, during September 29 - October 3, 2003, sponsored by Engineering Conferences International, Brooklyn, New York, USA. Each of these conferences was attended by about 80-90 specialists with more than 50% participants from process and other industries. The conference program included invited lectures, tutorial lectures/short course, panel discussions, and contributed technical papers. These conferences were highly successful and unique, bringing together an effective mix of technical specialists from industry, universities and government organizations for technical discussions on a very focused subject area.<br> This book includes most of the papers presented at this Conference. A total of 65 papers from 16 countries are included in the book. The book is divided into the following sections.<br> Single-Phase Flow and Heat Transfer Fundamental Studies Single-Phase Augmentation Techniques Single-Phase Heat Transfer Design Data and Methods Single-Phase Heat Exchanger Development and Applications Phase-Change Heat Transfer Fundamental Studies Condensation and Vaporization Augmentation Techniques Vaporization and Condensation Design Data and Methods Phase-Change Heat Exchanger Development and Applications Fouling in Heat Exchangers<br> These papers represent a focused attention to the use of CHEs and Enhancement Technology in the process industries and indicate enormous opportunities.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.592
Threshold uncertainty score0.589

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.032
GPT teacher head0.281
Teacher spread0.248 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

Same topicMetallurgy and Material FormingFrench-language works237,207