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A MILP model for joint product family and supply chain design
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.
The three-model screen
all 1,000 screened works →All three models called this out of scope.
stratum: aff_core · design weight: 5595.24 (the sample is stratified; any rate computed without the weight is wrong)
Claude Opus 4.8OUT
genre: empirical
about Canada: no
confidence: high
MILP optimization model for joint product family and supply chain design; operations research on a design problem, not on research.
GPT-5.6 (high)OUT
genre: conceptual
about Canada: no
confidence: high
The work proposes a supply-chain design model and does not study research itself.
Grok 4.5OUT
genre: empirical
about Canada: no
confidence: medium
Title is joint product-family and supply-chain optimization; domain operations research with thin abstract.
Abstract
International audience
Stored with the screening record, where it is evidence for the labels above.
The record
- Venue
- HAL (Le Centre pour la Communication Scientifique Directe)
- Topic
- Product Development and Customization
- Field
- Business, Management and Accounting
- Canadian institutions
- Polytechnique Montréal
- Funders
- —
- Keywords
- Supply chainSubstitution (logic)Computer scienceProduct (mathematics)Joint (building)Mathematical optimizationProduct designComponent (thermodynamics)Linear programmingInteger programmingChain (unit)MathematicsEngineeringBusinessAlgorithm
- Has abstract in OpenAlex
- yes