Reproducibility package for "Exploratory Velocity-Adjusted Upper-Extremity Loading Profiles in Fastball Pitching: A Secondary Analysis of OpenBiomechanics Data"
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This record provides the reproducibility package for the manuscript “Exploratory Velocity-Adjusted Upper-Extremity Loading Profiles in Fastball Pitching: A Secondary Analysis of OpenBiomechanics Data”. The study used 411 fastball pitches from 100 pitchers in the OpenBiomechanics Project baseball pitching dataset to construct exploratory, sample-derived velocity-adjusted upper-extremity loading profiles and to examine associated non-definitional kinetic-chain features. The package includes analysis scripts, derived datasets, velocity-adjusted loading scores, performance–loading profile classifications, statistical outputs, sensitivity analyses, machine-learning outputs, supplementary tables, supplementary figures, figure-generation files, source-version records, and manifest files. The original OpenBiomechanics raw data files are not redistributed in this package. Users who wish to reproduce the full workflow should manually obtain the original and files from the fixed OpenBiomechanics source snapshot specified in the README, place them in , and run the source-file verification script before executing the analysis pipeline.metadata.csvpoi_metrics.csvdata/raw/ The OpenBiomechanics source snapshot used for the present analysis was verified on 2026-06-30 at repository commit . Raw-file integrity was verified using SHA-256 checksums, which are reported in the README and source-version record.8a3e889533d095a9247d70be44a861130201049a



