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Record W4409446104 · doi:10.18332/tid/203569

WHO FCTC: How we got here and where we are going

2025· editorial· en· W4409446104 on OpenAlex
L Huber, Megan Arendt-Manning

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

VenueTobacco Induced Diseases · 2025
Typeeditorial
Languageen
FieldEconomics, Econometrics and Finance
TopicHIV/AIDS Impact and Responses
Canadian institutionsnot available
Fundersnot available
KeywordsBusiness

Abstract

fetched live from OpenAlex

I was given a very broad mandate: do everything you can to support this tobacco treaty.The ASH Board had the foresight to recognize and understand the global significance of what would become the World Health Organization Framework Convention on Tobacco Control, the FCTC, and decided to fully stand behind the development of the first global health treaty.At that time, tobacco was advertised everywhere, no country had comprehensive smoke-free policies, not a single country had pictorial health warnings, and plain packaging was barely a consideration.Many thought the concept of smoke-free bars and restaurants was going too far.The FCTC was a game-changer in global health: it provided a clear path for countries on what to do to reduce the prevalence of tobacco use.ASH strengthened the participation of civil society in the tobacco treaty process by supporting the Framework Convention Alliance (FCA) 1 , now the Global Alliance for Tobacco Control (GATC) 2 , an alliance of non-governmental organizations that was a powerful voice and had a tremendous impact on the FCTC process.ASH served as the secretariat of the FCA for seventeen years, and I had the privilege to serve as its first director 3 .Through the years, the FCA was able to form a coalition of more than 500 public health, human rights, consumer rights, women's and children's rights organizations and environmental activists from over 100 countries, rallying to support the development of the strongest, evidence-based, and most effective FCTC 3 .'I had the privilege to work closely with the FCA through the development of the FCTC and to witness firsthand the expertise they bring to the process of negotiating and adopting complex policy.The importance of having non-government and government agencies work together cannot be underestimated, and FCA understands very well how to influence governments to create the best possible policies', said Tbare Vzquez, President of Uruguay (2005-2010) 4 .Working with a coalition of supportive countries, including India, Thailand, Canada, New Zealand, the island nations of the Pacific and Caribbean, and the entire continent of Africa, the FCA was able to thwart the desires of tobacco producing governments that sought a weak and non-binding treaty during the FCTC negotiations.In just a few years, from the beginning of the treaty negotiations to its adoption in 2003, the FCA grew tremendously in size and influence and had a very significant impact not only on the final text of the FCTC but also its rapid entry into force and later development of Guidelines and the Illicit Trade Protocol 3 .FCA members participated in all negotiating sessions of the FCTC, working collaboratively with governments, the WHO, and other UN entities.FCA provided educational materials, hosted delegates' briefings, wrote a daily newsletter during

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.194
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0010.001
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 head0.023
GPT teacher head0.251
Teacher spread0.228 · 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