Walaszek Dissertation R Scripts

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Walaszek, Michelle, 2025, "Walaszek Dissertation R Scripts", https://doi.org/10.18130/V3/VA6CM8, University of Virginia Dataverse, V1
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Dataset Description
R scripts for the data organization, filtering, and analysis of my Doctoral dissertation work focused on the association of Social Determinants of Health and return to sport and long-term outcomes in individuals after anterior cruciate ligament reconstruction (ACLR). There are a total of 9 R scripts across 3 manuscripts. The 'filter' scripts are for data management and filtering to create sub-datasets from the master dataset while the analyses scripts (BLR and LGM) are for the statistical analyses related to each sub-dataset. (2025-02-07)
Subject Medicine, Health and Life Sciences; Computer and Information Science
Notes 1) MWDiss_man1_filter_FINAL.R: Data organization, management, and filtering to create sub-datasets for manuscript 1 for each ACLR return to sport outcome variable of interest. 2) MWDiss_man1_lmer_FINAL.R: Analysis of each sub-dataset from MWDiss_man1_filter_FINAL.R using latent growth model with the lmer() function. 3) MWDiss_man2_filter_FINAL.R: Data organization, management, and filtering to create sub-datasets for manuscript 2 for each ACLR long-term outcome variable of interest. 4) MWDiss_man2_BLR_FINAL.R: Analysis of each sub-dataset from MWDiss_man2_filter_FINAL.R using binomial logistic regression using glm() function. 5) MWDiss_man3_part 1_filter_FINAL.R: Part 1 of 3 for data organization, management, and filtering to create sub-datasets for manuscript 3 for each ACLR return to sport outcome variable of interest. 6) MWDiss_man3_part 2_climate_FINAL.R: Part 2 of 3 for data organization, management, and filtering for data for the climate analyses for manuscript 3. 7) MWDiss_man3_part 3_site characteristics_FINAL.R: Part 3 of 3 for data organization, management, and filtering for data for the site characteristics analyses for manuscript 3. 8) MWDiss_man3_LGM_Climate_FINAL.R: Analysis of each sub-dataset from MWDiss_man3_part 2_climate_FINAL.R using latent growth model with the lmer() function. 9) MWDiss_man3_LGM_SiteChar_FINAL.R: Analysis of each sub-dataset from MWDiss_man3_part 2_site characteristics_FINAL.R using latent growth model with the lmer() function.
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1 to 9 of 9 Files
MWDiss_man1_filter_FINAL.R
R Syntax - 41.9 KB
Published Feb 7, 2025
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MD5: d94cc130c8b5c4f838b50a894bd047c3
Data organization, management, and filtering to create sub-datasets for manuscript 1 for each ACLR return to sport outcome variable of interest.
MWDiss_man1_lmer_FINAL.R
R Syntax - 79.0 KB
Published Feb 7, 2025
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MD5: 288fc17717c90a0aa885c0ea4dfc4de6
Analysis of each sub-dataset from MWDiss_man1_filter_FINAL.R using latent growth model with the lmer() function.
MWDiss_man2_BLR_FINAL.R
R Syntax - 22.7 KB
Published Feb 7, 2025
0 Downloads
MD5: a61709a63bb8170264a4d232be6e3fc2
Analysis of each sub-dataset from MWDiss_man2_filter_FINAL.R using binomial logistic regression using glm() function.
MWDiss_man2_filter_FINAL.R
R Syntax - 12.0 KB
Published Feb 7, 2025
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MD5: 30f3aeae13f5148a0f4e5a2636353d7c
Data organization, management, and filtering to create sub-datasets for manuscript 2 for each ACLR long-term outcome variable of interest.
MWDiss_man3_LGM_Climate_FINAL.R
R Syntax - 40.9 KB
Published Feb 7, 2025
0 Downloads
MD5: 9f514c0705226294824eac41f69ed975
Analysis of each sub-dataset from MWDiss_man3_part 2_climate_FINAL.R using latent growth model with the lmer() function.
MWDiss_man3_LGM_SiteChar_FINAL.R
R Syntax - 38.3 KB
Published Feb 7, 2025
0 Downloads
MD5: 8992730a55a62e5b249a4777723979e9
Analysis of each sub-dataset from MWDiss_man3_part 2_site characteristics_FINAL.R using latent growth model with the lmer() function.
MWDiss_man3_part 1_filter_FINAL.R
R Syntax - 11.1 KB
Published Feb 7, 2025
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MD5: ea81e445473b5d133ea669b006f840aa
Part 1 of 3 for data organization, management, and filtering to create sub-datasets for manuscript 3 for each ACLR return to sport outcome variable of interest.
MWDiss_man3_part 2_climate_FINAL.R
R Syntax - 19.0 KB
Published Feb 7, 2025
0 Downloads
MD5: 210e11e01b56e7bf74bf121c29487c0d
Part 2 of 3 for data organization, management, and filtering for data for the climate analyses for manuscript 3.
MWDiss_man3_part 3_site characteristics_FINAL .R
R Syntax - 13.8 KB
Published Feb 7, 2025
0 Downloads
MD5: f37f4de56ced3b57537fecf39a02d84a
Part 3 of 3 for data organization, management, and filtering for data for the site characteristics analyses for manuscript 3.
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