Publications

Kapoor, S., Cantrell, E. M., Peng, K., Pham, T. H., Bail, C. A., Gundersen, O. E., Hofman, J. M., Hullman, J., Lones, M. A., Malik, M. M., Nanayakkara, P., Poldrack, R. A., Raji, I. D., Roberts, M., Salganik, M. J., Serra-Garcia, M., Stewart, B. M., Vandewiele, G., & Narayanan, A. (2024). "REFORMS: Consensus-Based Recommendations for Machine Learning Based Science." Science Advances.

Works in Progress

Cantrell, E. M., Anchuri, P., Ren, H., & Salganik, M. "How Accurately Can Machine Learning Algorithms Predict a Person’s Future? A Computational Exploration of Hundreds of Life Outcomes." Dataset: FFCWS Survey.

Cantrell, E. M.,* Ren, H.*, Verhagen, M., Kapoor, S., Narayanan, A., & Salganik, M. "Impacts of Sample Size and Feature Sets on the Performance of Models for Predicting Births & Adoptions." Dataset: Dutch administrative register.

Cantrell, E. M.* & Ren, H.* "How to Expect When They’re Expecting: An Evaluation of Strategies for Predicting Births and Adoptions." Dataset: LISS survey.

* These authors are contributing equally to this work.

Published Reports

Thomson, D., Cantrell, E., Guerra, G., Gooze, R., & Tout, K. (2020). "Conceptualizing and Measuring Access to Early Care and Education.'' Bethesda, MD: Child Trends.

Briggs, S., Cantrell, E., & Karberg, E. (2019). "Family Instability and Children's Social Development.'' Bethesda, MD: Child Trends.

Cantrell, E., Karberg, E., Ciaravino, S., Scott, M., Wilson, A., Ramos-Olazagasti, M., Huz, A., Moron, L., Finocharo, J., Logan, D., & Bhatia, A. (2019). "Coparenting Literature Review Synthesis: Understanding the Nature of Fathers’ Coparenting Relationships.'' Memo to the Office of Planning, Research, and Evaluation, Administration for Children and Families, U.S. Department of Health and Human Services. Bethesda, MD: Child Trends.

Rosinsky, K., Madill, R., Bashara, S., Supplee, L., Shaw, S., Stearns, R., Li, W., Gutowski, T., & Cantrell, E. (2019). "Assessment and Mapping of Community Connections in Home Visiting: Final Report.'' OPRE Report Number 2019-68. Washington, DC: Office of Planning, Research, and Evaluation, Administration for Children and Families, U.S. Department of Health and Human Services.