Dealing With Missing, Imbalanced, and Sparse Features During the Development of a Prediction Model for Sudden Death Using Emergency Medicine Data: Machine Learning Approach.

Authors:
Chen X; Chen H; Nan S; Kong X; Duan H and 1 more

Journal:
JMIR Med Inform

Publication Year: 2023

DOI:
10.2196/38590

PMCID:
PMC9898833

PMID:
36662548

Journal Information

Full Title: JMIR Med Inform

Abbreviation: JMIR Med Inform

Country: Unknown

Publisher: Unknown

Language: N/A

Publication Details

Subject Category: Medical Informatics

Available in Europe PMC: Yes

Available in PMC: Yes

PDF Available: No

Transparency Score
5/6
83.3% Transparent
Transparency Indicators
Click on green indicators to view evidence text
Core Indicators
Evidence found in paper:

"in addition codes on data interpolation imbalance correction and pc regression are currently available on github [ ]."

Evidence found in paper:

"in addition codes on data interpolation imbalance correction and pc regression are currently available on github [ ]."

Evidence found in paper:

"Conflicts of Interest: None declared."

Evidence found in paper:

"The publication of this paper was funded by grants from the National Natural Science Foundation of China (no. 82102187) and the Hainan Natural Science Foundation Youth Fund (no. 620QN380)."

Protocol Registration
Open Access
Paper is freely available to read
Additional Indicators
Replication
Novelty Statement
Assessment Info

Tool: rtransparent

OST Version: N/A

Last Updated: Aug 05, 2025