Canadian Health and Food: The Links between Policy, Consumers, and Industry
Bibliographic record
Abstract
The concerns around the social costs associated with poor, inadequate diets and unhealthy food choices have received much attention in both the popular and academic literature recently. In response, governments are starting to direct their attention toward the interplay between public health and the food economy. We begin by reviewing some of the known links between food and health, the recommendations coming from international and domestic bodies, and the perspective of industry. We then discuss the potential role of, and justifications for, policy interventions, and note that a failure to incorporate consumer response into the policymaking process has led to suboptimal outcomes in the past. We present a qualitative overview of the possible effects of Canadian agricultural policies, as well as examples from the limited literature in this area. In much the same way that the policymaking process is subject to environmental impact assessments, agricultural and food policies need to be formulated with a health filter in place order to avoid perverse dietary outcomes. Les préoccupations entourant les coûts sociaux liés à des régimes alimentaires déficients et à des choix alimentaires nuisibles pour la santé ont reçu récemment beaucoup d'attention dans les publications populaires et scientifiques. En réponse à ces préoccupations, les gouvernements commencent à se pencher sur l'interaction entre la santé publique et l'économie de l'alimentation. Nous avons d'abord examiné quelques‐uns des liens connus entre l'alimentation et la santé, les recommandations d'organismes nationaux et internationaux et le point de vue de l'industrie. Nous avons ensuite discuté du rôle potentiel des interventions politiques, et des justifications pour ces interventions, et avons noté que le fait de ne pas intégrer la réaction du consommateur dans le processus d'élaboration des politiques a entraîné des résultats sous‐optimaux dans le passé. Nous présentons un aperçu qualitatif des répercussions possibles des politiques agricoles canadiennes ainsi que des exemples tirés de la littérature limitée dans ce domaine. Tout comme le processus d'élaboration des politiques est soumis à des évaluations de l'impact sur l'environnement, les politiques agroalimentaires doivent être élaborées en tenant compte de la santé en vue d'éviter les conséquences perverses liées à l'alimentation.
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.008 |
| Science and technology studies | 0.018 | 0.012 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.013 | 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".