AI Article Synopsis

  • Researchers aimed to create an electronic tool to better identify when hospitalized patients are deteriorating clinically, predicting short-term mortality more effectively than current methods.!
  • Using data from a twelve-hospital system, they analyzed records of adult patients from 2018 to 2022 to establish a new definition of clinical deterioration based on critical events like respiratory failure and hypotension.!
  • The new definition significantly increased the likelihood of detecting deterioration 2.5 hours earlier before ICU transfer and showed a strong correlation with higher mortality rates and longer hospital stays. !

Article Abstract

Objectives: To develop an electronic descriptor of clinical deterioration for hospitalized patients that predicts short-term mortality and identifies patient deterioration earlier than current standard definitions.

Design: A retrospective study using exploratory record review, quantitative analysis, and regression analyses.

Setting: Twelve-hospital community-academic health system.

Patients: All adult patients with an acute hospital encounter between January 1, 2018, and December 31, 2022.

Interventions: Not applicable.

Measurements And Main Results: Clinical trigger events were selected and used to create a revised electronic definition of deterioration, encompassing signals of respiratory failure, bleeding, and hypotension occurring in proximity to ICU transfer. Patients meeting the revised definition were 12.5 times more likely to die within 7 days (adjusted odds ratio 12.5; 95% CI, 8.9-17.4) and had a 95.3% longer length of stay (95% CI, 88.6-102.3%) compared with those who were transferred to the ICU or died regardless of meeting the revised definition. Among the 1812 patients who met the revised definition of deterioration before ICU transfer (52.4%), the median detection time was 157.0 min earlier (interquartile range 64.0-363.5 min).

Conclusions: The revised definition of deterioration establishes an electronic descriptor of clinical deterioration that is strongly associated with short-term mortality and length of stay and identifies deterioration over 2.5 hours earlier than ICU transfer. Incorporating the revised definition of deterioration into the training and validation of early warning system algorithms may enhance their timeliness and clinical accuracy.

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Source
http://dx.doi.org/10.1097/CCM.0000000000006333DOI Listing

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