## Dissertation-specific information **Unless you are specifically reproducing findings from the dissertation, we recommend using files intended for the ML4 publication (other components of the [ML4 Page][1]).** Data from Many Labs 4 were also used in Richard Klein's dissertation. This component exists as record for analysis scripts and data that were used for that work. Some changes were made after the dissertation, such as additional data that were not received in time to be included, and more thorough documentation. The R scripts below run only on the dissertation dataset prior to rigorous deidentification. Therefore, data are kept in a [private data component][2], please contact Rick for access with IRB approval. A deidentified dataset will be made available for the final publication (See above). This page contains the following files: - [data.key.docx][3] - Key for the main variables used in analysis. - [data template][4] - The basic template data were formatted in. - [data cleaning.R][5] - Script for cleaning/recoding/merging the data from all of the individual sites. For this to run, you'll need to use the raw data and copy the folder/file structure. These are available in a [private component][6] (e-mail Rick for access). - [ml4.analysis.R][7] - Script that uses the merged datasets to generate reported analyses. For this script to work you will need merged.rds and exp_surv.rds. E-mail Rick for access to the private component. [1]: https://osf.io/8ccnw/ [2]: https://osf.io/7u849/ [3]: https://osf.io/d5bka/ [4]: https://osf.io/amsdy/ [5]: https://osf.io/d4kjm/ [6]: https://osf.io/7u849/ [7]: https://osf.io/4znxs/