PREPARE Challenge - Phase 2: Model Arena (Social Determinants Track)

Advance algorithms and analytic approaches for early prediction of Alzheimer's disease and related dementias based on social determinants of health, with an emphasis on explainability of predictions. [Model Arena - Social Determinants Track] #health

$130,000 in prizes
Completed dec 2024
440 joined

Community Code

This is where participants can share their work to help and inspire others. Posts can range from short snippets to longer guides covering data processing, modeling, bias mitigation, or something else!

At the end of the challenge, judges selected the following posts to receive Community Code Bonus prizes:

Code was developed using data from the MHAS (Mexican Health and Aging Study) and the DementiaBank.

MHAS is partly sponsored by the National Institutes of Health/National Institute on Aging (grant number NIH R01AG018016) in the United States and the Instituto Nacional de Estadística y Geografía (INEGI) in Mexico. Data files and documentation are public use and available at www.MHASweb.org.

Lanzi, A. M., Saylor, A. K., Fromm, D., Liu, H., MacWhinney, B., & Cohen, M. (2023). DementiaBank: Theoretical rationale, protocol, and illustrative analyses. American Journal of Speech-Language Pathology. doi.org/10.1044/2022_AJSLP-22-00281

Posts (26)

1y ago
#python #Preprocessing #Modeling #Visualization
1y ago
#python #prepare_acoustic #Preprocessing #LLMs
1y ago
#python #prepare_acoustic #Preprocessing #Dataset
1y ago
#python #Preprocessing #Modeling #Visualization #Dataset #feature-selection
1y ago
#python #prepare_acoustic #Preprocessing #LLMs
1y ago
#python #prepare_acoustic #Preprocessing #Dataset
1y ago
#python #prepare_acoustic #Preprocessing
1y ago
#python #Modeling #Visualization #Dataset #Tools #Explainability #feature-selection #prepare_social-determinants
1y ago
#python #Tools #Preprocessing #Dataset #prepare_social-determinants
1y ago
#python #Preprocessing #Modeling
1y ago
#python #Modeling #Visualization #Dataset #Tools #Explainability #feature-selection #prepare_acoustic
1y ago
#python #Modeling #Dataset #Tools #Explainability #feature-selection #prepare_acoustic
1y ago
#python #Modeling #Dataset #Tools #Explainability #feature-selection #prepare_acoustic
1y ago
#python #Preprocessing #Visualization #Dataset
1y ago
#python #Modeling #Dataset #Tools #Explainability #feature-selection #prepare_acoustic
1y ago
#python #Modeling #Dataset #Tools #Explainability #feature-selection #prepare_acoustic
1y ago
#python #Preprocessing #Modeling #Visualization #Explainability #feature-selection
1y ago
#R #Preprocessing #Modeling #Visualization #Tools #feature-selection
1y ago
#python #Preprocessing #Modeling #Explainability #feature-selection #prepare_social-determinants
1y ago
#python #Preprocessing #Modeling #feature-selection
1y 1mo ago
#python #Preprocessing #Modeling
1y 1mo ago
#python #Modeling #Explainability
1y 1mo ago
#python #Modeling #Explainability #Visualization
1y 1mo ago
#python #Preprocessing #Modeling #prepare_social-determinants
1y 2mo ago
#python #Modeling #prepare_social-determinants