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Record W336040459

Death by Dietary Supplement

2000· article· en· W336040459 on OpenAlex
Henry I. Miller, David Longtin

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

VenuePolicy review · 2000
Typearticle
Languageen
FieldMedicine
TopicGinkgo biloba and Cashew Applications
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessProduct (mathematics)MedicineAdvertising
DOInot available

Abstract

fetched live from OpenAlex

IN HIS NEW BOOK Dr. Atkins' Age-Defying Diet Revolution, best-selling author Robert Atkins urges readers to take various dietary supplements -- vitamins, herbs, and minerals -- that he says will prevent or alleviate a host of ailments. Most of these concoctions are harmless enough, even if their purported health benefits are unproven. But he is imprudent in encouraging the use of ginkgo biloba, advocating large doses and setting no upper limit on the amount readers should take. He never warns about this herb's anticoagulant, or blood-thinning, properties, a matter of concern to people who might require emergency surgery or who are being treated with blood thinners. Atkins is not alone in promoting dietary supplements. They are advertised everywhere, for all manner of ailments, and about one-third of Americans buy herbal products like echinacea, ginseng, and St. John's wort. They spend about $5 billion annually at retail outlets, and sales are rising about 18 percent a year. Thousands of products cram the shelves of health food stores, grocery markets, and pharmacies nationwide. They are also widely available through catalogs and the Internet. Even major pharmaceutical companies are adding dietary supplements to their lines. But what assurances do consumers have about exactly what they are getting, and about the safety of the products? A regulatory vacuum REGULATION OF DIETARY supplements varies considerably among developed countries, even among member states of the European Union, which has yet to adopt any transnational standards for these products. Under the most extensive legal framework, Germany has tested more than 300 herbal remedies since 1980, finding about two-thirds of these products to be safe and at least minimally effective (under a very liberal standard). It controls these substances as drugs. But consumers in other Western societies receive little protection. Last year, Canada allotted $7 million (Canadian) to establish an Office of Natural Health Products over a three-year period. Although this new agency will govern the premarket assessment, labeling, licensing, and monitoring of herbal supplements, the precise scope of its mandate has yet to be determined. In the meantime, these products are blooming and booming in a regulatory vacuum. In Britain, the majority of herbal remedies are classified as food supplements and are thus unlicensed. Others, sold by herbalists, are specifically exempt from licensing under a 1968 law. Only a small number of herbs that are regulated as drugs by the Medicines Control Agency carry any real assurance that they are safe and effective. But few places in the industrialized world, if any, have a more permissive environment than the United States. The U.S. Congress has virtually exempted herbal remedies from government oversight. When the Food and Drug Administration considered regulating these products in the early 1990s, manufacturers and health food stores orchestrated a massive lobbying campaign against stricter controls. The industry produced television commercials that depicted movie star Mel Gibson handcuffed by FDA agents for possessing vitamins. The result was the Dietary Supplement and Health Act of 1994. Pushed heavily by Sen. Orrin Hatch of Utah, the home base of many supplements makers, and passed over the objections of the FDA, the law created a new product class, the dietary supplement, which was not subject to regulations applied to drugs. Now any substance that can be found in foods, regardless of amount or action and including chemicals that act as hormones or toxins, can be produced and sold without any premarket testing or approval. The FDA can restrict the sale of an herbal product only if the agency receives well-documented reports of health problems associated with it. The FDA formed its Special Nutritionals Adverse Event Monitoring System in 1993 as an important component of its MEDWatch program, which is designed to track problems arising from the range of drugs and medical devices the FDA is charged with regulating. …

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.429
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0090.002

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 head0.041
GPT teacher head0.386
Teacher spread0.344 · 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