Pipeline for autism prediction.
Project description
- Info:
Zero-Knowledge Risk Oracle
- Author:
ZeD@UChicago <zed.uchicago.edu>
- Description:
Estimation of the risk of future diagnoses of neuropsychiatric disorders (particulalrly autism) in early childhood, based on the diagnostic codes recorded during doctor visits. The prediction pipeline is based on inferring optimal stochastic generators for diagnostic code sequences, and detecting subtle deviations that drive up risk of an eventual neuropsychiatric diagnoses. The out-of-sample AUC score on the Truven dataset of insurance claims (over 5M children) is just over 80%.
Usage:
from ehrzero import ehrzero
ehr.predict_with_confidence(SOURCE,n_first_weeks)Release history Release notifications | RSS feed
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ehrzero-1.0.17.tar.gz
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