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Embedding, Aligning and Reconstructing Clinical notes to Explore Sepsis
Apr 14, 2021
The researchers aimed to develop exploratory analysis tools for exploring sepsis. Embedding-based analysis was found to assist in learning local representations in clinical notes. The researchers found that their examples can generate better data representation of clinical documentation to improve performance and interpretability.
Citation for the Full-text Article
Zhu X, Plasek JM, Tang C, Zl-Assad W, Zhang Z, Xiong Y, Wang L, Yerneni S, Ortega C, Kang MJ, Zhou L, Bates DW, Dykes PC. Embedding, aligning and reconstructing clinical notes to explore sepsis. BMC Research Notes. April 14, 2021. DOI: 10.1186/s13104-021-05529-4
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Assessing the Impact of Hospital Mergers and Acquisitions on Safety Culture with Proactive Risk Assessments
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Hospitals seeking to understand patient safety strengths and vulnerabilities in the context of mergers/acquisitions benefit more from a third-party perspective than from a limited internal process. CRICO’s Risk Assessment Unit has access to a rich body of work to help articulate identified factors and by which to frame improvement recommendations.
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Postpartum Malpractice Claims: Can We Understand Preventable Harms and Socioeconomic Factors?
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Candello Member
In a multifactorial study, The Doctors Company (a Candello member organization) investigated postpartum claims to develop clinical recommendations to decrease the risks of postpartum morbidity and mortality.
How Does Work Environment Relate to Diagnostic Quality? A Prospective, Mixed Methods Study in Primary Care
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CRICO Grants
The aim of this CRICO-funded study was to develop a tool assessing key elements of the diagnostic assessment process and apply it to a series of diagnostic encounters examining clinical notes and the encounters’ recorded transcripts.
Diagnostic Errors Linked to Nearly 800,000 Deaths or Cases of Permanent Disability in U.S.
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CRICO in partnership with Johns Hopkins Armstrong Institute Center for Diagnostic Excellence, conducted a study that indicates misdiagnosis of disease or other medical conditions leads to hundreds of thousands of deaths and permanent disabilities each year in the U.S.