May 31, 2023BMC Medical Research Methodology38 citationsOpen Access

Predicting early postoperative PONV using multiple machine-learning- and deep-learning-algorithms

CZCheng-Mao ZhouCentral People's Hospital of Zhanjiang YWYing WangNantong University QXQiong XueXuzhou Medical College

Structured PICO

Can machine-learning and deep-learning algorithms accurately predict early postoperative nausea and vomiting (PONV)?

Population

Postoperative patients

Intervention

Multiple machine-learning and deep-learning algorithms (including logistic regression, SVC, and adab)

Outcome

Prediction of early postoperative nausea and vomiting (PONV)

Artificial intelligence algorithms, particularly logistic regression, SVC, and adab, can predict early postoperative nausea and vomiting using key clinical factors.

Abstract

Artificial intelligence algorithms can predict early PONV, whereas logistic regression, SVC and adab were the top three artificial intelligence algorithms in overall performance. Haloperidol, sex, age, smoking history, and PONV history were the first 5 contributing factors associated with early PONV.

问 AI

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