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Record W3151246388

Signalling Origin: Consumer Willngness to Pay for Dairy Products with the "100% Canadian Milk" Label

2015· article· en· W3151246388 on OpenAlexaffabout
Shelicia Forbes-Brown, Eric Mcheels, Jill E. Hobbs

Bibliographic record

Venue2015 Conference, August 9-14, 2015, Milan, Italy · 2015
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicEconomic and Environmental Valuation
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsIce creamWillingness to payBusinessLabellingMilk productsMarketingAgricultural scienceAgricultural economicsFood scienceEconomicsChemistryEnvironmental science
DOInot available

Abstract

fetched live from OpenAlex

In Canada, all fluid milk and cream products must be sourced from Canadian producers under the supply management policy governing the Canadian dairy sector, while other processed dairy products, such as cheese, yogurt, and ice cream can be made using imported milk components. Recently, the Dairy Farmers of Canada launched a 100% Canadian Milk label for products that contain only milk and milk ingredients produced in Canada. This paper uses a Discrete Choice Experiment from a Canada-wide survey of dairy consumers to elicit their willingness-to-pay for ice cream carrying the 100% Canadian Milk label. The results show that Canadian consumers are willing to pay more for ice cream products that carry the label. Consumer knowledge of the dairy sector affects their willingness to pay for this labelling information. Implications for the use of the Canadian origin label and suggestions for further research are discussed.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.160
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.003

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 head0.142
GPT teacher head0.254
Teacher spread0.112 · 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.

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
Published2015
Admission routes2
Has abstractyes

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