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Record W4394251098 · doi:10.6084/m9.figshare.13290731

Additional file 4 of DNA methylation and body mass index from birth to adolescence: meta-analyses of epigenome-wide association studies

2020· dataset· en· W4394251098 on OpenAlexaff
Florianne O. L. Vehmeijer, Leanne K. Küpers, Gemma C. Sharp, Lucas A. Salas, Samantha Lent, Dereje D. Jima, Gwen Tindula, Sarah E. Reese, Cancan Qi, Olena Gruzieva, Christian M. Page, Faisal I. Rezwan, Phillip E. Melton, Ellen A. Nøhr, Geòrgia Escaramís, Peter Rzehak, Anni Heiskala, Tong Gong, Samuli Tuominen, Lu Gao, Jason P. Ross, Anne P. Starling, John W. Holloway, Paul Yousefi, Gunn Marit Aasvang, Lawrence J. Beilin, Anna Bergström, Elisabeth B. Binder, Leda Chatzi, Eva Corpeleijn, Darina Czamara, Brenda Eskenazi, Susan Ewart, Natàlia Ferré, Veit Grote, Dariusz Gruszfeld, Siri E. Håberg, Cathrine Hoyo, Karen Huen, Robert Karlsson, Inger Kull, Jean‐Paul Langhendries, Johanna Lepeule, Maria C. Magnus, Rachel L. Maguire, Peter L. Molloy, Claire Monnereau, Trevor A. Mori, Emily Oken, Katri Räikkönen, Sheryl L. Rifas‐Shiman, Carlos Ruiz-Arenas, Sylvain Sebért, Vilhelmina Ullemar, Elvira Verduci, Judith M. Vonk, Cheng‐Jian Xu, Ivana V. Yang, Hongmei Zhang, Weimin Zhang, Wilfried Karmaus, Dana Dabelea, Beverly S. Mühlhäusler, Carrie V. Breton, Jari Lahti, Catarina Almqvist, Marjo‐Riitta Järvelin, Berthold Koletzko, Martine Vrijheid, Thorkild I. A. Sørensen, Rae‐Chi Huang, Syed Hasan Arshad, Wenche Nystad, Erik Melén, Gerard H. Koppelman, Stephanie J. London, Nina Holland, Mariona Bustamante, Susan K. Murphy, Marie‐France Hivert, Andrea Baccarelli, Caroline L. Relton, Harold Snieder, Vincent W. V. Jaddoe, Janine F. Felix

Bibliographic record

VenueUWA Profiles and Research Repository (UWA) · 2020
Typedataset
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicEpigenetics and DNA Methylation
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsEpigenomeDNA methylationMethylationIndex (typography)BiologyGeneticsComputational biologyBioinformaticsDNAComputer scienceWorld Wide WebGene

Abstract

fetched live from OpenAlex

Additional file 4: Table S3A-D. Associations between DNA methylation levels and overweight/obesity versus normal weight. Results for CpGs with p-values < 1x10-4 are shown.

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 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)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.236
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0030.000

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 head0.084
GPT teacher head0.374
Teacher spread0.289 · 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
GenreDataset

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
Published2020
Admission routes1
Has abstractyes

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