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articles/Building_Specification_Readers.html

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articles/Building_Specification_Readers.md

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Here is a schema of how all this fits together
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![](../reference/figures/labeled_schema.png "Metacore Schema")
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![Schema diagram showing the relationships between all metacore
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tables](../reference/figures/labeled_schema.png "Metacore Schema")
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Schema diagram showing the relationships between all metacore tables
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ds_spec is connected to ds_vars by the ‘dataset’ variable and ds_vars is
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connected to var_spec by the ‘variable’ variable, etc. For more

authors.html

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authors.md

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[`DESCRIPTION`](https://github.com/atorus-research/metacore/blob/main/DESCRIPTION)
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Hobby L, Fillmore C, Denney B, Gans M, Tarasiewicz A, Stackhouse M,
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Senior T (2025). *metacore: A Centralized Metadata Object Focus on
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Senior T (2026). *metacore: A Centralized Metadata Object Focus on
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Clinical Trial Data Programming Workflows*. R package version 0.3.0,
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<https://atorus-research.github.io/metacore/>.
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@Manual{,
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title = {metacore: A Centralized Metadata Object Focus on Clinical Trial Data Programming Workflows},
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author = {Liam Hobby and Christina Fillmore and Bill Denney and Maya Gans and Ashley Tarasiewicz and Mike Stackhouse and Tamara Senior},
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year = {2025},
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year = {2026},
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note = {R package version 0.3.0},
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url = {https://atorus-research.github.io/metacore/},
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}

index.html

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index.md

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# metacore [![](reference/figures/metacore.PNG)](https://github.com/atorus-research/metacore)
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# metacore [![Metacore Package Hex Sticker](reference/figures/metacore.PNG)](https://github.com/atorus-research/metacore)
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Programming for clinical trial data analysis tends to be very
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standardized. With data standards such as
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Here is a schema of how all this fits together:
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![](reference/figures/schema-colors.png "man/figures/Metacore Schema")
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![Schema diagram showing the relationships between all metacore tables
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(variable names not
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included)](reference/figures/schema-colors.png "man/figures/Metacore Schema")
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### ds_spec ![](reference/figures/labeled-ds_spec.png)
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Schema diagram showing the relationships between all metacore tables
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(variable names not included)
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### ds_spec ![Diagram of ds_spec table structure](reference/figures/labeled-ds_spec.png)
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This table covers the basic information about each dataset. There is
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only a single row per dataset, with the following information:
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- *label*: Dataset label
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### ds_vars ![](reference/figures/labeled-ds_vars.png)
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### ds_vars ![Diagram of ds_vars table structure](reference/figures/labeled-ds_vars.png)
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This table contains the information that bridges between purely dataset
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level and purely variable level. There is one row per dataset per
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- *supp_flag*: Logical to determine if the variable is in the
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supplemental datasets
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### var_spec ![](reference/figures/labeled-var_spec.png)
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### var_spec ![Diagram of var_spec table structure](reference/figures/labeled-var_spec.png)
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This table contains the purely variable level information. The goal is
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- *format*: Variable format
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### value_spec ![](reference/figures/labeled-value_spec.png)
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### value_spec ![Diagram of value_spec table structure](reference/figures/labeled-value_spec.png)
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This table contains the information the information at the value level.
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There will be at least one row per dataset/variable combination. There
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- *derivation_id*: ID for the derivation to match with the
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**derivation** table
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### derivations ![](reference/figures/labeled-derivation.png)
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### derivations ![Diagram of derivation table structure](reference/figures/labeled-derivation.png)
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This table has all the derivation information, with one row per
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derivation ID and the following information:
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- *derivation*: Text describing the derivation
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### codelist ![](reference/figures/labeled-code_list.png)
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### codelist ![Diagram of codelist table structure](reference/figures/labeled-code_list.png)
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This table contains the code lists, permitted value lists, and external
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libraries nested within a tibble. There is only a single row per
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- *type*: An indicator of if the information in the code column is a
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code/decode table, permitted value, or external library
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### supp ![](reference/figures/labeled-supp.png)
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### supp ![Diagram of supp table structure](reference/figures/labeled-supp.png)
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This table contains the information needed to create supplemental
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tables. If you want to add a variable which will go into a supplemental
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To get more information about the metacore objects and how to build a
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specification reader, please see our vignettes.
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![](reference/figures/labeled_schema.png "man/figures/Metacore Schema")
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![Schema diagram showing the relationships between all metacore
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tables](reference/figures/labeled_schema.png "man/figures/Metacore Schema")
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Schema diagram showing the relationships between all metacore tables
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## Future Development
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