Bibliographic record
Abstract
Our commentary is based on facts supported by the evidence cited, not on “innuendo and guilt by association” or “ad hominem attack.” The individuals and organizations mentioned are merely representative of the web of front groups and alliances created by the tobacco industry in its continuing attempts to dismiss the overwhelming scientific evidence linking secondhand smoke with death and disease. ILSI's current membership roster lists Kraft Foods Inc, a division of Philip Morris Companies Inc, and Japan Tobacco Food Division. Past links, both direct and indirect, exist between ILSI and the tobacco companies and their affiliates. Tobacco companies often use their food subsidiaries to gain access and leverage in areas that are essential to the cigarette business. Several of ILSI's activities, such as those involved with pesticide residues, risk assessment, and toxicology, have a bearing on tobacco companies' business interests. With ILSI's knowledge, and sometimes through ILSI's initiative, the tobacco industry participated in some of these activities directly and through membership in committees or indirectly, through its food businesses, in what appears to have been a mutually beneficial exchange (see, for example, Shatenstein,1 Malaspina,2 Borelli,3 and ILSI4; complete reference list available on request). The World Health Organization (WHO) has implemented strict conflict-of-interest policies and requires full disclosure of financial links for all collaborative and contractual work. ILSI has been formally informed by WHO of these policies. WHO requires that ILSI respect a basic requirement in relation to real and perceived conflicts of interest: to have a firewall between commercial interests (of which ILSI has many, particularly with respect to food interests) and WHO's normative and guideline-setting roles. This requirement has recently led WHO to circumscribe how it will interact with ILSI in relation to food, nutrition, and other areas. (Since publication of the original article, WHO has discussed with ILSI issues related to perceived conflict of interest and believes that ILSI has taken positive steps to address the concerns raised.) We were surprised by the Journal's decision to publish a letter from the president of FORCES Canada. Although we acknowledge that our reference 40 was incorrect (it should have been http://www.junkscience.com/feb01/perske.htm), the letter has no scientific merit. Letters to the editor are a well-known tobacco industry strategy to disseminate misinformation in the peer-reviewed, indexed literature.5 As stated in a Philip Morris strategic plan, “[C]ommunicating with and mobilizing smokers is a key element in achieving our sociopolitical objectives.”6 The creation and support of smokers' rights groups is yet another well-known tobacco industry strategy to promote its political and public relations agenda.7,8 FORCES claims to be a smokers' rights organization with no financial ties to the tobacco industry. It is possible that it chooses to convey the tobacco industry's propaganda for free. However, FORCES uses, in its anti-health campaign, arguments and studies created and funded by the tobacco companies, listing these “studies” and “researchers” as independent when they are neither independent nor, often, bona fide academic researchers.9,10 In addition, FORCES lists tobacco industry–supported smokers' groups, such as the American Smokers' Alliance, among its past and current affiliates.11,12 Recently, FORCES merged with Californians for Smokers' Rights, sharing a post office box and an Internet address.13,14 Californians for Smokers' Rights is a group with long-standing and well-known links to the tobacco industry.15,16 The tobacco industry is hardly the only interest group to attack science-based policymaking to protect its profits.17 However, this industry has a long history of using these tactics at the cost of public health. With respect to passive smoking, this is not a matter of a healthy, honest, science-based disagreement. Rather, it is a continuation of a tobacco industry campaign of deception.
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 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 | 0.010 | 0.072 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.009 | 0.008 |
| Scholarly communication | 0.008 | 0.009 |
| Open science | 0.004 | 0.008 |
| Research integrity | 0.033 | 0.044 |
| Insufficient payload (model declined to judge) | 0.059 | 0.033 |
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".