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Record W4213066012 · doi:10.1287/inte.1100.0553

Contributors

2011· article· en· W4213066012 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueINFORMS Journal on Applied Analytics · 2011
Typearticle
Languageen
FieldDecision Sciences
TopicRisk and Safety Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessComputer scienceEngineering

Abstract

fetched live from OpenAlex

Gerkotze Bonthuys (“ Innovative Decision Support in a Petrochemical Production Environment ”) has an MSc degree in chemical engineering. He has been working for Sasol as a process engineer since 2008. He started in the Secunda gas production environment and currently works in the gas and utilities environment focusing on air separation. He has used the gas factory model to study the feasibility of the expansion of production capacity at gasification and the effect of installing additional cooling capacity at gas cooling on production throughput. He enjoys stochastic modeling because he can use his skills as a process engineer and his experience in the gas production environment to analyze and scrutinize the stochastic results and ultimately improve productivity across a larger value chain. Ebert Cawood (“ Innovative Decision Support in a Petrochemical Production Environment ”) is a chemical engineer at Sasol. He was introduced to stochastic modeling while looking for a better way to model a solids-handling batch-operating plant. He worked in the operations research group in 2008 where he built a stochastic model of Sasol's Benfield units. This forms part of the gas factory model. Although no longer part of the operations research group, he still uses a stochastic model, primarily to do stock predictions and to plan statutory shutdowns for the Sasol synfuels catalyst plant. Jay Cunningham (“ Taking the Politics Out of Paving: Achieving Transportation Asset Management Excellence Through OR ”) has worked as a professional engineer in private, university, and public sectors. He is assistant director of maintenance and environment with the New Brunswick Department of Transportation (NBDoT). He has worked in various positions within the NBDoT, including asset management, corridor planning, fleet services, policy development, and highway operations. Jay holds a bachelor's degree in civil engineering and a master's of science degree in transportation engineering from the University of New Brunswick, Canada. Miguel de Lascurain (“ INDEVAL Develops a New Operating and Settlement System Using Operations Research ”) is a professor in the Department of Industrial and Operations Engineering at the Instituto Tecnológico Autónomo de México. He earned his PhD in systems engineering from the University of Waterloo and a postdoctoral degree in finance from Tulane University. He is interested in the applications of OR in finance. Luis de los Santos (“ INDEVAL Develops a New Operating and Settlement System Using Operations Research ”) is head of the subdivision of securities settlement systems and central counterparties at the Bank of Mexico. He earned a master's degree in finance from the Instituto Tecnológico Autónomo de México and has worked in the Mexican Central Bank's payment system division for 13 years. Esmi Dreyer (“ Innovative Decision Support in a Petrochemical Production Environment ”) is an assistant operations researcher in Sasol's stochastic operations modelling team. This is her first job after completing a BSc (honors) in chemistry with mathematics and applied mathematics in 2008. Her stochastic modeling experiences have included the sizing of various product tanks and upgrading the interface of the gas factory model. She enjoys working in OR because it allows her to illuminate the underlying structure of the world around her while satisfying her need to do something practical, sensible, and useful. Ingrid Farasyn (“ Inventory Optimization at Procter & Gamble: Achieving Real Benefits Through User Adoption of Inventory Tools ”) leads the European branch of the PS Analytics organization of Procter & Gamble. She focuses on supply network design, inventory modeling, and decision analysis. She holds an MSc in engineering from the Catholic University of Leuven, Belgium and the University of Calgary, Canada. She is CPIM and CSCP certified. She has coauthored several papers that have been published in Interfaces and the European Journal of Operational Research. Andrea Feunekes (“ Taking the Politics Out of Paving: Achieving Transportation Asset Management Excellence Through OR ”) is a founding partner and co-CEO of Remsoft. An award-winning entrepreneur, she is responsible for the company's strategic direction and plays a leading role in the day-to-day operations of the business. Under her leadership, Remsoft has grown from a start-up with a handful of key clients in the early 1990s to a leading provider of software and services for sustainable management in use on six continents. Andrea holds a bachelor's degree in outdoor recreation (honors) and a BA in geography from Lakehead University in Thunder Bay, a postgrad diploma in secondary education (geography) from McGill University in Montreal, and a master's of science in forestry from the University of New Brunswick, Canada. Ugo Feunekes (“ Taking the Politics Out of Paving: Achieving Transportation Asset Management Excellence Through OR ”) is cofounder and chief technology officer of Remsoft. He is regarded as the leading developer of software for integrated land management using linear programming technologies. He leads Remsoft's research and development program and overall product development and provides direction for the company's training, service, and maintenance programs. Under his direction, the Remsoft system has become the most widely used software application for resource management in public and private sector organizations around the world. Ugo holds a BS degree in forestry from Lakehead University, a BS in computer science and mathematics from McGill University, and an MS in forestry from the University of New Brunswick, Canada. Marc Fischer (“ Managing Global Brand Investments at DHL ”) holds the Chair of Business Administration with specialization in marketing and services at the University of Passau, Germany. His expertise includes the measurement and management of marketing performance, brand management, and the optimization of the marketing mix. His research appears in journals such as Marketing Science, the Journal of Marketing Research, and Quantitative Marketing and Economics. Michele Fisher (“ Innovative Decision Support in a Petrochemical Production Environment ”) stumbled on a career in OR after completing a BSc (honors) in mathematics at Queen's University in Canada. The subsequent 20 years have exposed her to a range of problems in support of operations at the Department of National Defence in Canada, the North Atlantic Treaty Organization in the Netherlands, peacekeeping operations in Bosnia-Herzegovina and Afghanistan, and now for Sasol in South Africa. She is a generalist with many techniques in her OR toolbox. She loves the challenge of problem definition and the rewards of presenting results that provide immediate and relevant decision support. She is a senior operations researcher in the stochastic operations modeling team at Sasol Technology. Her work is focused on discrete event simulation modeling of energy and steam in the petrochemical production processes and on human resources modeling. Tjark Freundt (“ Managing Global Brand Investments at DHL ”) is a partner at McKinsey & Company, based in Hamburg, Germany. He serves clients mainly in logistics, travel, and utilities on marketing and sales topics. His specific expertise includes brand management and sales. Tjark studied business administration at the Leipzig Graduate School of Management, where he also earned a PhD for his work on branding. Wolfgang Giehl (“ Managing Global Brand Investments at DHL ”) is head of global branding and advertising at Deutsche Post DHL. He joined the company, at that time Deutsche Post World Net, in 1995 and subsequently led key projects such as the IPO and the launch of DHL as a global logistics brand. He manages all brand-related matters for DHL across all DHL entities, express, supply chain, and global forwarding/freight. Francisco J. Herrería (“ INDEVAL Develops a New Operating and Settlement System Using Operations Research ”) is chief settlement officer at INDEVAL, the Mexican central securities depository. He graduated from the Banking and Commercial School with a bachelor's degree in accountancy and earned a master's degree in business administration from the Instituto Panamericano de Alta Dirección de Empresa (IPADE). Salal Humair (“ Inventory Optimization at Procter & Gamble: Achieving Real Benefits Through User Adoption of Inventory Tools ”) is a visiting associate professor at the Harvard School of Public Health, and an associate professor at the School of Science and Engineering, Lahore University of Management Sciences in Pakistan. He received his doctorate in OR at the Massachusetts Institute of Technology. His current research interests are in applying OR to large-scale systems such as health-care and water systems. Johan Janse van Rensburg (“ Innovative Decision Support in a Petrochemical Production Environment ”) has an MSc degree in OR and was previously employed by South Africa's Council for Scientific and Industrial Research, where he was involved in various OR projects, including some stochastic simulation projects with Sasol. In 2008 he joined the Sasol OR group. He is a senior operations researcher in the stochastic operations modeling team and is responsible for the fuels blending model of the petrol and diesel blending facilities at Sasol. Jaco Joubert (“ Innovative Decision Support in a Petrochemical Production Environment ”) has a BEng in industrial engineering and began his career at Sasol in 2001. He is a senior operations researcher. He has been involved in stochastic simulation modeling since 2002. Throughout hi

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 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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.902
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.003

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 head0.133
GPT teacher head0.342
Teacher spread0.209 · 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