Table · dataset · 2026
Analysis code for longitudinal CFA of decathlon performance across academic years in Japanese collegiate decathletes
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33969334.v2
Description
<p dir="ltr"><b>This repository contains the R analysis code and supporting documentation used to reproduce the statistical analyses reported in the study “A three-factor representation of decathlon performance yielded an inadmissible longitudinal CFA solution across academic years in Japanese collegiate decathletes.”</b></p><p dir="ltr">The repository includes scripts for descriptive statistics and first-year record-availability analyses, the primary longitudinal confirmatory factor analysis (CFA), diagnostic CFA models, supplementary diagnostic tables, and sensitivity analyses.
It also includes a README file describing the analysis workflow and data-processing rules, and a codebook describing the variables required by the scripts.</p><p dir="ltr">The scripts are designed to be run with the de-identified analysis dataset associated with this study. Athlete names are not required by any of the analysis scripts; repeated observations are linked using study-specific athlete IDs.</p><p dir="ltr">The analysis workflow consists of the following scripts:</p><p dir="ltr"><code>00_run_all.R</code>: master script for running all analyses in sequence.<br><code>01_descriptive_missingness_logistic.R</code>: descriptive statistics, missingness analyses, Fisher’s exact tests, and logistic regression.<br><code>02_primary_longitudinal_CFA.R</code>: primary longitudinal configural CFA.<br><code>03_diagnostic_CFA.R</code>: cross-sectional, two-wave, and one-factor diagnostic CFA models.<br><code>04_supplementary_diagnostic_tables.R</code>: generation of Supplementary Tables S1–S6.<br><code>05_sensitivity_analyses.R</code>: complete-case, standardized-record, merged-factor, and official event-score sensitivity analyses.</p><p dir="ltr">See <code>README.md</code> for software requirements, data-cleaning rules, expected results, and instructions for reproducing the analyses.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33969334.v2 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
- Inferred from text
- Longitudinal study 65% · Sports science and exercise 73%
Provenance · 2 source records, 30 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33969334 | 12 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33969334 | 11 d ago | JSON v1 |
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|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:group:4207 | enrichment · figshare com | taxonomy-embedding@1.0.0 | title+keywords+description (73%) |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
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| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
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| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[method].local:method:longitudinal-study | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
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| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |