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Record W4417060306 · doi:10.1016/j.jcpo.2025.100672

Advancing equity for people with intellectual disabilities: Closing the neglected cancer policy gap

2025· article· en· W4417060306 on OpenAlexaff
Martin J. McMahon, Suzanne Denieffe, Kate Sykes, Peter Knapp, Maarten Cuypers, Pınar Soylar, Dalia Ismail Ibrahim, Bahar Aksoy, Seda Cansu Yeniğün, Katerina Flora, Soner Doğan, Bilge Güvenç Tuna, Ayşegül Ilgaz, Gunilla Kulla, Jasmin Mušanović, Rebecca Hansford, Amina Banda, Derya Özalp Ünal, Özge İşeri, Eda Şahin, Fatoş Uncu, Dragana Milutinović, Damla Altın, Merve Sena Topkaya, Edanur Tar Bolacali, Éilish Burke, Şebnem Özdemir, Burcu Akciğer, Serghei Sprincean, Kálya Yasmine Lima, Dušanka Tadić, Fatima Kassymbekova, Eleonora Passeri, Terézia Kisková-Šimková, Emel Bahadir Yilmaz, Mairead O’Connor, Lau Caspar Thygesen, Trine Allerslev Horsbøl, Vladimir Vuković

Bibliographic record

VenueJournal of Cancer Policy · 2025
Typearticle
Languageen
FieldMedicine
TopicDown syndrome and intellectual disability research
Canadian institutionsQueen's University
FundersEuropean Cooperation in Science and Technology
KeywordsClosing (real estate)Equity (law)Public policy

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

How this classification was reachedexpand

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)0.011
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.348
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.046
GPT teacher head0.450
Teacher spread0.404 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractno

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