npj Digital Medicine · 2025 · 15 citations · 49 references
ComputingHealth InformaticsHealth Information ManagementClinical Decision SupportClinical InformaticsElectronic Health RecordsCommunication With Healthcare ProvidersHealth Care CommunicationHealthcare CommunicationMessage DesignClinical MessagingCommunication With Healthcare ProfessionalsDeployment StrategiesElectronic Health Record Audit LogsHealth System ImplementationInteractions With Healthcare ProfessionalsPatient-clinician Communication
The integration of generative AI (GenAI) in patient communication presents benefits and challenges. This retrospective observational study analyzed EHR audit logs to assess how 75 healthcare professionals (HCPs) utilized AI-generated drafts for patient messages from October 2023 to August 2024 at a large health system in New York City. Overall utilization was low (19.4%), though prompt refinements improved usage (from 12% to 20%), particularly among physicians. GenAI drafts were generated for all messages, including 80% that received no response, adding to the review burden and potentially undermining efficiency. Text analysis showed HCPs preferred concise, information-rich drafts, with role-based differences-physicians favored shorter drafts, while clinical support staff preferred more empathetic responses. AI-generated drafts reduced message turnaround time by 6.76% despite a marginal increase in required steps (InBasket actions). These findings highlight the need for targeted GenAI deployment strategies, better aligned with clinician workflows and optimized draft generation for improved efficiency.
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Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Nils Reimers, Iryna Gurevych · 2019 · 10.9K citations · Full text
Large language models encode clinical knowledge
Karan Singhal, Shekoofeh Azizi, Tao Tu et al. · Nature · 2023 · 3.2K citations · Full text
Computing, Health Informatics, Computational Linguistics +16
Trisha Greenhalgh, Joseph Wherton, Chrysanthi Papoutsi et al. · Journal of Medical Internet Research · 2017 · 2.7K citations · Full text