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Record W4366486945 · doi:10.3917/mav.134.0015

Complexité opérationnelle des réseaux de logistique à rebours des contenants consignés : une étude de cas en contexte canadien

2023· article· fr· W4366486945 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueManagement & Avenir · 2023
Typearticle
Languagefr
FieldBusiness, Management and Accounting
TopicSustainable Supply Chain Management
Canadian institutionsHEC MontréalUniversité Laval
Fundersnot available
KeywordsPolitical scienceHumanitiesArt

Abstract

fetched live from OpenAlex

L’analyse traditionnelle des réseaux de logistique à rebours s’est souvent concentrée sur une perspective stratégique : les acteurs impliqués et leurs rôles respectifs. Toutefois, la complexité opérationnelle de ces réseaux impacte considérablement leur performance. Une étude de cas de la filière des contenants consignés dans la province de Québec (Canada) permet d’identifier cinq enjeux opérationnels majeurs : (1) conflit entre les rôles logistiques traditionnels et ceux de la logistique à rebours ; (2) gestion des enjeux de stockage des contenants récupérés ; (3) qualité des lots de contenants récupérés ; (4) non-uniformité des taux de retour ; et (5) sous-optimalité des taux de récupération avec risques de contamination. L’extension de la consignation à la bouteille d’eau, en mobilisant les circuits de récupération déjà existants, s’avère complexe. Compte tenu du caractère exploratoire de l’étude, les auteurs proposent de nouveaux axes de recherche en matière de logistique à rebours.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Insufficient 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: Empirical
Teacher disagreement score0.378
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.027
GPT teacher head0.261
Teacher spread0.234 · 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