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Leveraging machine learning approach to identify relationships between practice facilitation strategies and practice characteristics based on the implementation research logic model

Crossref DOI link: https://doi.org/10.1186/s43058-025-00850-6

Published Online: 2025-12-26

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Ye, Jiancheng

Bannon, Jennifer

Kho, Abel

Smith, Justin D.

Walunas, Theresa
License Information

Text and Data Mining valid from 2025-12-26

Version of Record valid from 2026-02-20
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Article History

Received: 27 October 2024

Accepted: 17 December 2025

First Online: 26 December 2025

Declarations

:

: The study protocol was reviewed and approved by Northwestern University’s Institutional Review Board.

: Not applicable.

: Dr. Walunas receives research funding from Gilead Sciences. Dr. Kho is a strategic advisor for Datavant. Dr. Smith is co-developer of the IRLM and is paid as a consultant in its use by academic research teams and community-based implementers. Dr. Smith is also Associate Editor of Implementation Science. Other authors do not have conflicts of interest.

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