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Record W4417075753 · doi:10.15173/cjsc.v1i1.3981

“My TriFIT Journey”: A study summary report for child and adolescent participants

2025· article· W4417075753 on OpenAlexaff

Bibliographic record

VenueThe Canadian Journal of Science Communication · 2025
Typearticle
Language
FieldMedicine
TopicCystic Fibrosis Research Advances
Canadian institutionsMcMaster University
Fundersnot available
KeywordsQuality (philosophy)Quality of life (healthcare)Qualitative researchHealth related quality of life

Abstract

fetched live from OpenAlex

This report card was developed as part of the TriFIT study, which examines the effects of TRIKAFTA on health and well-being in children and adolescents with cystic fibrosis. It provides each participant with a personalized summary of measured outcomes, including body composition (muscle, bone, and fat), aerobic fitness, physical activity, and quality of life. The results are presented in a clear and accessible format for participants and their families, without comparison to other participants. The purpose is to support understanding of individual progress and highlight each participants contribution to the TriFIT study. Sharing results in this way helps make research findings meaningful to participants, turning study measurements into practical, easy-to-understand information about how they changed over a year.

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)0.015
metaresearch head score (Gemma)0.011
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.335
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0150.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0040.005
Scholarly communication0.0010.001
Open science0.0020.000
Research integrity0.0000.001
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 head0.074
GPT teacher head0.397
Teacher spread0.323 · 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; both teacher heads agree on what is shown here.

Study designObservational
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 abstractyes

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