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Record W153509639

Advertising and Childhood Obesity: The Role of the Federal Government in Limiting Children's Exposure to Unhealthy Food Advertisements

2014· article· en· W153509639 on OpenAlex
Milena Mikailova

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueFederal communications law journal · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Issues in Education
Canadian institutionsnot available
Fundersnot available
KeywordsChildhood obesityAdvertisingGovernment (linguistics)ObesityUnhealthy foodLimitingCommercial speechMedicineFood marketingEnvironmental healthBusinessOverweightPolitical scienceLawEngineeringSupreme courtFirst amendment
DOInot available

Abstract

fetched live from OpenAlex

Table of Contents I. Introduction II. the Role of the Federal Government in Curbing Childhood Obesity III. The Inadequacy of Self-Regulation IV. International Perspectives A. Overview of Efforts to Limit Unhealthy Food Advertisements in Europe B. A Closer Look: The United Kingdom and Quebec 1. United Kingdom 2. Quebec V. The Children's Television Act VI. Proposed Solution VII. The First Amendment and Regulations Limiting Commercial Speech as They Relate to Restrictions on Advertising A. The Applicable Standard B. Regulation of Unhealthy Advertisements Directed at Children as a Valid Restriction on Commercial Speech 1. Constitutionally Protected Speech and Substantial Government Interest 2. Regulation Directly Advances the Government Interest 3. Narrowly Tailored Standard VIII. Conclusion I. INTRODUCTION Children are inundated with advertising for foods of poor nutritional quality, watching approximately 4,000 food-related advertisements per year in the United States, ninety-eight percent of which feature products that are high in fat, sugar, or sodium. (1) Exposure to such advertisements has been shown to influence the food preferences, purchase requests, and dietary intake of children aged two to eleven. (2) One in seven children between the ages of two and eleven are currently obese. (3) Obese children are more likely to develop serious health conditions, such as high blood pressure, asthma, cardiovascular disease, and type 2 diabetes. (4) With hospitalizations of children for obesity-related illnesses on the rise, the annual direct cost of childhood obesity is reaching nearly $14.3 billion. (5) Despite these statistics, television advertisements for unhealthy foods continue to be aired during children's programming. The federal government has recognized that childhood obesity is a problem that must be addressed. Although the Joint Task Force on Media and Childhood Obesity and the Interagency Working Group on Food Marketed to Children were launched with good intentions, they have not helped to reverse the trend in childhood obesity. (6) Furthermore, industry self-regulation has been ineffective at adequately reducing the number of television advertisements featuring nutritionally poor foods. (7) Children continue to be exposed to a large volume of commercials that advertise products containing high amounts of saturated fat, sugar, and sodium. (8) The federal government must reevaluate its efforts to decrease the prevalence of childhood obesity. Congress should provide explicit direction to the Federal Communications Commission (FCC) to restrict the advertisement of unhealthy foods during children's programming, defined in the regulations issued by the FCC pursuant to the Children's Television Act of 1990 (CTA) (9) as programs originally produced and broadcast primarily for an audience of children 12 years old and younger. (10) Further, Congress should delegate to the Food and Drug Administration (FDA) the task of determining and adopting nutritional standards identifying which foods are unhealthy for consumption by children in this age group. Part II of this Note examines the various initiatives that have been launched by the federal government in an effort to combat childhood obesity. Although the government has attempted to play a role in reducing the prevalence of childhood obesity, it must become more involved in order to make any significant progress. Part III of this Note then discusses the Children's Food and Beverage Advertising Initiative, an attempt at industry-self regulation that has failed to considerably reduce children's exposure to unhealthy food advertisements. Part IV of this Note surveys the measures taken by numerous European countries to reduce children's exposure to televised advertisements of unhealthy food and then provides a closer examination of the efforts made by the governments of the United Kingdom and Quebec, Canada, to achieve this goal. …

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.241
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0050.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.011
GPT teacher head0.281
Teacher spread0.269 · 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