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Record W4406726713 · doi:10.18260/1-2-1153-50388

The Role of Process Safety Management in the Chemical Engineering Undergrad Curriculum

2025· article· en· W4406726713 on OpenAlexaff
Barrie Jackson

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldDecision Sciences
TopicRisk and Safety Analysis
Canadian institutionsQueen's University
Fundersnot available
KeywordsProcess safety managementCurriculumProcess (computing)Process safetyEngineering managementEngineeringEngineering ethicsWork in processComputer sciencePsychologyPedagogyOperations managementOperating system

Abstract

fetched live from OpenAlex

This paper will discuss the role of Process Safety Management education in the Chemical Engineering Curriculum.It is recognized that the core body of knowledge for a Chemical Engineer continues to grow, and there never seems to be enough time to adequately cover it all, one has to consider which issues are more important than others.Basic fundamentals such as the sciences and math are considered essential but there is always a question about some of the peripheral subjects such as Process Safety Management.With the notorious incidents such as Bhopal, Flixborough, and Piper Alpha and the current interest in green engineering this should be a topical issue in Engineering Education.The general public has become much more sensitized to the issue of process safety as have law makers.Although not all our graduates will end up in a process environment, this whole issue is something that we believe to be an essential subject for a Chemical Engineering education.Process Safety Management begins at the design phase and is a critical aspect of operating and maintenance procedures.Many of the large international hydrocarbon processing industries have very extensive on-going safety training for all their employees, both professionals as well as operating personnel.There is always the concern of a new graduate being employed by a small organization where he or she might assume a role of operations management in short order, when a serious mishap occurs.Should it be shown that the accident was the result of inadequate safety procedures this could result in an individual being charged with criminal negligence.Engineering educators face a challenge of a rapidly changing field of professional practice and an enormous change in the connectivity of our students today.How we can cope with this and effectively deliver vital knowledge about Process Safety Management is an important and topical issue.

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 imitation

Not 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.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.014
Threshold uncertainty score0.049

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.013
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.002
Science and technology studies0.0040.003
Scholarly communication0.0090.006
Open science0.0020.011
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0140.004

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 head0.010
GPT teacher head0.316
Teacher spread0.306 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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