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Currently, preparing and uploading a dataset and its corresponding data dictionary involve multiple rounds of manual revisions to meet ODC guidelines. Here, we present the ODC Minimum Data Standards (MDS) and the ODC Data Quality App (ODCdqa), an open-source web-based tool that simplifies the revision and curation workflow. The ODCdqa allows users to automate initial data quality checks and provides immediate feedback on whether the dataset meets ODC data specifications or requires edits. All publicly available datasets on the ODC-SCI and ODC-TBI websites were passed into the ODCdqa for analysis. Exclusion criteria were: (1) did not have a data dictionary, and (2) the dataset and\/or data dictionary had different headers. The aggregated results were then used to identify common areas of difficulty and inform the future directions of ODC tool development and platform. Out of the 124 publicly available ODC datasets uploaded between 2018 and September 2025, 119 were used (84 from ODC-SCI, 35 from ODC-TBI). Both ODC-SCI and ODC-TBI had a trend of reducing the number of failed checks as the platform matured over the years, and the MDS and ODCdqa were used regularly by curators and users. In summary, the ODCdqa is an automated tool that allows any user to perform initial checks to determine whether a dataset and its corresponding data dictionary are ready for upload to the ODC platform. As the ODC platform evolves, more checks and features will be added to the ODCdqa.<\/jats:p>","DOI":"10.1177\/08977151261449699","type":"journal-article","created":{"date-parts":[[2026,5,20]],"date-time":"2026-05-20T04:34:14Z","timestamp":1779251654000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["Improving Data Quality in Neurotrauma Data Sharing: The Open Data Commons Minimal Data Standards and a Data Tool for Compliance"],"prefix":"10.1177","author":[{"given":"Kenneth A.","family":"Fond","sequence":"first","affiliation":[{"name":"Weill Institute for Neurosciences, Brain and Spinal Injury Center, Department of Neurological Surgery, University of California San Francisco, California, USA."},{"name":"Department of Neurological Surgery, University of California San Francisco, California, USA."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hannah","family":"Radabaugh","sequence":"additional","affiliation":[{"name":"Weill Institute for Neurosciences, Brain and Spinal Injury Center, Department of Neurological Surgery, University of California San Francisco, California, USA."},{"name":"Department of Neurological Surgery, University of California San Francisco, California, USA."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Romana","family":"Vavrek","sequence":"additional","affiliation":[{"name":"Department of Physical Therapy, Faculty of Rehabilitation Medicine, University of Alberta, AB, Canada."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"P. J.","family":"Axtman","sequence":"additional","affiliation":[{"name":"Weill Institute for Neurosciences, Brain and Spinal Injury Center, Department of Neurological Surgery, University of California San Francisco, California, USA."},{"name":"Department of Neurological Surgery, University of California San Francisco, California, USA."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"J. Russell","family":"Huie","sequence":"additional","affiliation":[{"name":"Weill Institute for Neurosciences, Brain and Spinal Injury Center, Department of Neurological Surgery, University of California San Francisco, California, USA."},{"name":"Department of Neurological Surgery, University of California San Francisco, California, USA."},{"name":"San Francisco Veterans Affairs Healthcare System, San Francisco, California, USA."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2256-2525","authenticated-orcid":false,"given":"Britt A.","family":"Fedor","sequence":"additional","affiliation":[{"name":"Department of Physical Therapy, Faculty of Rehabilitation Medicine, University of Alberta, AB, Canada."},{"name":"Neuroscience and Mental Health Institute, University of Alberta, Edmonton, Canada."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"John C.","family":"Gensel","sequence":"additional","affiliation":[{"name":"Department of Physiology, Spinal Cord and Brain Injury Research Center (SCoBIRC), University of Kentucky College of Medicine, Lexington, Kentucky, USA."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Karim","family":"Fouad","sequence":"additional","affiliation":[{"name":"Department of Physical Therapy, Faculty of Rehabilitation Medicine, University of Alberta, AB, Canada."},{"name":"Neuroscience and Mental Health Institute, University of Alberta, Edmonton, Canada."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jeffrey S.","family":"Grethe","sequence":"additional","affiliation":[{"name":"Department of Neurosciences, School of Medicine, University of California, San Diego, California, USA."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8406-3871","authenticated-orcid":false,"given":"Maryann E.","family":"Martone","sequence":"additional","affiliation":[{"name":"San Francisco Veterans Affairs Healthcare System, San Francisco, California, USA."},{"name":"Department of Neurosciences, School of Medicine, University of California, San Diego, California, USA."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Adam R.","family":"Ferguson","sequence":"additional","affiliation":[{"name":"Weill Institute for Neurosciences, Brain and Spinal Injury Center, Department of Neurological Surgery, University of California San Francisco, California, USA."},{"name":"Department of Neurological Surgery, University of California San Francisco, California, USA."},{"name":"San Francisco Veterans Affairs Healthcare System, San Francisco, California, USA."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9787-8738","authenticated-orcid":false,"given":"Abel","family":"Torres-Espin","sequence":"additional","affiliation":[{"name":"Weill Institute for Neurosciences, Brain and Spinal Injury Center, Department of Neurological Surgery, University of California San Francisco, California, USA."},{"name":"Department of Neurological Surgery, University of California San Francisco, California, USA."},{"name":"School of Public Health Sciences, Faculty of Health, University of Waterloo, ON, Canada."}],"role":[{"vocabulary":"crossref","role":"author"}]},{"name":"The PRECISE-TBI Investigators\u2020","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2026,5,19]]},"reference":[{"key":"e_1_3_3_2_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0021101"},{"key":"e_1_3_3_3_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0118053"},{"key":"e_1_3_3_4_1","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMsb1616595"},{"key":"e_1_3_3_5_1","doi-asserted-by":"publisher","DOI":"10.1002\/asi.22634"},{"key":"e_1_3_3_6_1","doi-asserted-by":"publisher","DOI":"10.1038\/nn.3838"},{"key":"e_1_3_3_7_1","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMe1516564"},{"key":"e_1_3_3_8_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.expneurol.2024.114815"},{"key":"e_1_3_3_9_1","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2016.18"},{"key":"e_1_3_3_10_1","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2019.6674"},{"key":"e_1_3_3_11_1","doi-asserted-by":"publisher","DOI":"10.1089\/neur.2025.0021"},{"key":"e_1_3_3_12_1","doi-asserted-by":"publisher","DOI":"10.1007\/s12021-021-09533-8"},{"key":"e_1_3_3_13_1","doi-asserted-by":"publisher","DOI":"10.1089\/neur.2021.0061"},{"key":"e_1_3_3_14_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.expneurol.2017.05.012"},{"key":"e_1_3_3_15_1","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2014.3399"},{"key":"e_1_3_3_16_1","volume-title":"R Foundation for Statistical Computing","author":"R Core Team","year":"2024","unstructured":"15.R Core Team. 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ODC-SCI 2024:888; doi: 10.34945\/F5SP44","journal-title":"Open Data Commons for Spinal Cord Injury. ODC-SCI"},{"key":"e_1_3_3_51_1","first-page":"887","article-title":"Differences in anatomical outcomes between early chronic (8w) and far chronic (26w) time points after transplantation of mouse spinal cord neural progenitor cells into sites of cervical (C4) dorsal column lesion SCI in male and female mice","author":"Dulin JN","year":"2023","unstructured":"50.Dulin JN, , Baltazar A. Differences in anatomical outcomes between early chronic (8w) and far chronic (26w) time points after transplantation of mouse spinal cord neural progenitor cells into sites of cervical (C4) dorsal column lesion SCI in male and female mice. Open Data Commons for Spinal Cord Injury. ODC-SCI 2023:887; doi: 10.34945\/F5XK5Q","journal-title":"Open Data Commons for Spinal Cord Injury. ODC-SCI"},{"key":"e_1_3_3_52_1","first-page":"883","article-title":"Metabolic impairment and steatohepatitis develops after T8 contusion spinal cord injury (SCI) in non-obese male rats measured by increased insulin resistance, hyperlipidemia, endotoxemia, lipid deposition and liver inflammation, and is exacerbated by pre-morbid obesity","author":"Goodus MT","year":"2025","unstructured":"51.Goodus MT, , Alfredo AN, , Carson KE, et al. Metabolic impairment and steatohepatitis develops after T8 contusion spinal cord injury (SCI) in non-obese male rats measured by increased insulin resistance, hyperlipidemia, endotoxemia, lipid deposition and liver inflammation, and is exacerbated by pre-morbid obesity. Open Data Commons for Spinal Cord Injury. ODC-SCI 2025:883; doi: 10.34945\/F52C7N","journal-title":"Open Data Commons for Spinal Cord Injury. ODC-SCI"},{"key":"e_1_3_3_53_1","first-page":"877","article-title":"Chronic demyelination and myelin repair after T9 contusion spinal cord injuries in male and female mice as measured by new myelin formation, motor evoked potentials, nodal structure, and EM myelin analysis, and further determining the link to glutamatergic axon activity and OPC contacts using chemogenetics in a T3 crush model","author":"Pukos N","year":"2023","unstructured":"52.Pukos N, , Marion CM, , Arnold W, et al. Chronic demyelination and myelin repair after T9 contusion spinal cord injuries in male and female mice as measured by new myelin formation, motor evoked potentials, nodal structure, and EM myelin analysis, and further determining the link to glutamatergic axon activity and OPC contacts using chemogenetics in a T3 crush model. Open Data Commons for Spinal Cord Injury. ODC-SCI 2023:877; doi: 10.34945\/F5K88N","journal-title":"Open Data Commons for Spinal Cord Injury. ODC-SCI"},{"key":"e_1_3_3_54_1","article-title":"Developmental stage of transplanted neural progenitor cells influences anatomical and functional outcomes after C5 dorsal column lesion and T12 contusion spinal cord injury in male and female C57BL\/6 mice","volume":"873","author":"Dulin JN","year":"2023","unstructured":"53.Dulin JN, , Aceves M, , McCreedy DA. Developmental stage of transplanted neural progenitor cells influences anatomical and functional outcomes after C5 dorsal column lesion and T12 contusion spinal cord injury in male and female C57BL\/6 mice. Open Data Commons for Spinal Cord Injury. ODC-SCI 2023;873; doi: 10.34945\/F5TS33","journal-title":"Open Data Commons for Spinal Cord Injury. ODC-SCI"},{"key":"e_1_3_3_55_1","unstructured":"54.Thorogood N Waheed Z Chernesky J et al. An online survey about the top priorities for recovery and interest in Spinal Cord Stimulation for people living with SCI (Spinal Cord Injury). Open Data Commons for Spinal Cord Injury. 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