Data collaboration for causal inference from limited medical testing and medication data

Abstract Observational studies enable causal inferences when randomized controlled trials (RCTs) are not feasible. However, integrating sensitive medical data across multiple institutions introduces significant privacy challenges. The data collaboration quasi-experiment (DC-QE) framework addresses t...

書誌詳細
出版年:	Scientific Reports
主要な著者:	Tomoru Nakayama, Yuji Kawamata, Akihiro Toyoda, Akira Imakura, Rina Kagawa, Masaru Sanuki, Ryoya Tsunoda, Kunihiro Yamagata, Tetsuya Sakurai, Yukihiko Okada
フォーマット:	論文
言語:	英語
出版事項:	Nature Portfolio 2025-03-01
主題:	Propensity score matching Privacy-preserving causal inference Data collaboration framework Distributed data
オンライン･アクセス:	https://doi.org/10.1038/s41598-025-93509-0

類似資料

Application of data collaboration analysis to distributed data with misaligned features
著者:: Akihiro Mizoguchi, 等
出版事項: (2022-01-01)

Machine-learning-based identification of patients with IgA nephropathy using a computerized medical billing database.
著者:: Ryoya Tsunoda, 等
出版事項: (2024-01-01)

Data collaboration analysis in predicting diabetes from a small amount of health checkup data
著者:: Go Uchitachimoto, 等
出版事項: (2023-07-01)

Revisiting Chameleon Sequences in the Protein Data Bank
著者:: Mihaly Mezei
出版事項: (2018-07-01)

Medical data governance: building the data foundation for intelligent analysis of high quality medical big data
著者:: Tong RUAN, 等
出版事項: (2019-01-01)

DC-SHAP Method for Consistent Explainability in Privacy-Preserving Distributed Machine Learning
著者:: Anna Bogdanova, 等
出版事項: (2023-07-01)

Differences in Data Sharing Attitudes and Behaviours
著者:: Flavio Bonifacio
出版事項: (2018-12-01)

Secure data sharing technology of medical privacy data in the Web 3.0
著者:: Shusheng Guo, 等
出版事項: (2024-12-01)

Medical Statistics Series: Type of Data, Presentation of Data & Summarization of Data
著者:: Swati Patel
出版事項: (2021-02-01)

Qualitative - Binary, Nominal and Ordinal Data Analysis in Medical Science
著者:: Swati Patel
出版事項: (2022-09-01)

Medical big data: promise and challenges
著者:: Choong Ho Lee, 等
出版事項: (2017-03-01)

Data Sharing in the Internet of Medical Things: Between the Data Act and the EHDS
著者:: F. Casarosa, 等

GAN-Based Approaches for Generating Structured Data in the Medical Domain
著者:: Masoud Abedi, 等
出版事項: (2022-07-01)

Data Day to Day: building a community of expertise to address data skills gaps in an academic medical center
著者:: Alisa Surkis, 等
出版事項: (2017-04-01)

Privacy-Preserving Data Analytics in Internet of Medical Things
著者:: Bakhtawar Mudassar, 等
出版事項: (2024-11-01)

Decentralized crowdsourcing medical data sharing platform to obtain chronological rare data
著者:: Stefan Kambiz Behfar, 等
出版事項: (2024-01-01)

Usability of Medical Data Analysis Tool
著者:: Lohaj Oliver, 等
出版事項: (2023-12-01)

Privacy and Utility of Private Synthetic Data for Medical Data Analyses
著者:: Arno Appenzeller, 等
出版事項: (2022-12-01)

Predictive Analytics Data Mining in Imbalanced Medical Dataset
著者:: Dini Hidayatul Qudsi
出版事項: (2016-11-01)

GraphXplore: Visual exploration and accessible preprocessing of medical data
著者:: Louis Bellmann, 等
出版事項: (2025-02-01)

Book(s) Review: The Medical Library Association Guide to Data Management for Librarians and Data Management: A Practical Guide for Librarians
著者:: T. Scott Plutchak
出版事項: (2017-02-01)

Data-Driven Analytics for Personalized Medical Decision Making
著者:: Nataliia Melnykova, 等
出版事項: (2020-07-01)

On classification in the case of a medical data set with a complicated distribution
著者:: Martti Juhola, 等
出版事項: (2014-01-01)

The role of medical data in efficient patient care delivery: a review
著者:: Adane K, 等
出版事項: (2019-04-01)

Analyzing Interval-Censored Recurrence Event Data with Adjusting Informative Observation Times by Propensity Scores
著者:: Ni Li, 等
出版事項: (2024-06-01)

The Medical Library Association Data Services Competency: a framework for data science and open science skills development
著者:: Lisa Federer, 等
出版事項: (2020-04-01)

The Relationship Between Response Probabilities and Data Quality in Grid Questions
著者:: Tobias Gummer, 等
出版事項: (2021-04-01)

Exploring barriers and ethical challenges to medical data sharing: perspectives from Chinese researchers
著者:: Xiaojie Li, 等
出版事項: (2024-11-01)

Research data Sharing Case study: Medical faculty members
著者:: Ameneh Soleimani, 等
出版事項: (2022-09-01)

Robust estimation of dementia prevalence from two-phase surveys with non-responders via propensity score stratification
著者:: Chong Shen, 等
出版事項: (2023-05-01)

Technology and processing medical data analysis based on their features
著者:: O. V. Goiko, 等
出版事項: (2013-02-01)

Automated data extraction of electronic medical records: Validity of data mining to construct research databases for eligibility in gastroenterological clinical trials
著者:: Nora Joseph, 等
出版事項: (2022-01-01)

Establishment of the Optimal Common Data Model Environment for EMR Data Considering the Computing Resources of Medical Institutions
著者:: Tong Min Kim, 等
出版事項: (2021-12-01)

Processing imbalanced medical data at the data level with assisted-reproduction data as an example
著者:: Junliang Zhu, 等
出版事項: (2024-09-01)

The GAAIN Entity Mapper: An Active-Learning System for Medical Data Mapping
著者:: Peehoo eDewan, 等
出版事項: (2016-01-01)

Expert recommendation on collection, storage, annotation, and management of data related to medical artificial intelligence
著者:: Yahan Yang, 等
出版事項: (2023-05-01)

A Real-Time Recognition System of Driving Propensity Based on AutoNavi Navigation Data
著者:: Xiaoyuan Wang, 等
出版事項: (2022-06-01)

On some aspects of medical data quality
著者:: Constantin Gaindric, 等
出版事項: (2023-12-01)

Reversible difference expansion multi-layer data hiding technique for medical images
著者:: Pascal Maniriho, 等
出版事項: (2021-03-01)

The Role of Blockchain in Medical Data Sharing
著者:: Hamed Taherdoost
出版事項: (2023-07-01)