Genetically Modified Foods: Consumers' Attitudes and Labeling Issues
Bibliographic record
Abstract
Consumers' attitudes to genetically modified (GM) food ingredients and their reactions to and preferences for labeling of GM food are topical issues for Canadian food policy and are the subjects of this study. This project included several components. The first of these was an assessment of public attitudes to biotechnology and to GM food based on evidence from polls and other studies. These show increasing awareness and some increase in wariness of GM food, in Canada and elsewhere. In the second component of the project, analysis of survey data on Alberta consumers' preferences for different policy approaches to GM food was undertaken. This analysis indicates a preference by Alberta residents for GM food policy to emphasize the provision of more information to consumers, through labeling, over a policy that would provide for more rigorous inspection; even so, more inspection was favored by many respondents. More regulation that would restrict biotechnology was the least favoured of the three options that were presented to Alberta respondents. In a third component of the project, a case study on individual's attitudes to and preferences for GM ingredients in two selected food items (one of which was a nacho chip and the other of which was bread) was pursued through focus groups that were conducted in Edmonton, Alberta in 2002. This indicated highly varied attitudes and responses to GM food in general and to the selected products in particular. Attitudes to and preferences for environmental and health benefits that might be introduced through biotechnology were explored in these groups. Some 50 percent of focus group respondents indicated a willingness to buy the identified GM products, at a price discount. The fourth and final component of the project involved two sections of a Canada- wide survey, conducted in early 2003. These components queried respondents' assessments of the importance of various food safety risks and various environmental issues associated with food and agriculture, as well as attitudes to labelling policy. Overall, Canadians tended to see agricultural biotechnology as more of an environmental risk than a food risk and numbers of other food and environmental issues were seen to be more risky by many respondents. However the use of genetic modification/engineering in food production was seen as a very high risk issue by about one-fifth of respondents. Respondents also indicated a strong desire for public involvement in biotechnology policy, voted strongly for mandatory labeling and disagreed that labeling is not needed if the product's quality remains unchanged. An appreciable majority of respondents expressed a degree of skepticism concerning the use of voluntary labeling. The findings of this project have served as a basis for subsequent more extensive and detailed assessment of Canadian consumers' risk preferences and trade-offs in the context of specific product GM labelling policies.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".