医学
线性回归
回归
外科手术组
简单线性回归
索引(排版)
线性关系
回归分析
多级模型
腹腔镜手术
简单(哲学)
随机森林
统计
外科
腹腔镜检查
人工智能
计算机科学
数学
万维网
哲学
认识论
标识
DOI:10.1016/j.amjsurg.2022.06.002
摘要
Surgical performance is a team effort. We examine whether the familiarity among laparoscopic team members will influence the procedure time (PT).A team familiarity score (TFS) and an Index of difficulty of surgery (IDS) was calculated for each of the 360 laparoscopic procedures. Simple linear, multiple linear regressions, and random forest regressions were used for data analyses.Simple linear regression shows for every 1% increase in TFS, PT decreases by about 0.24% (p < 0.001); 7% of PT variability can be explained by TFS alone. Multiple linear regression reported that 49% of PT variability can be explained when considering IDS, team size, and TFS as influencing factors. Random forest regression reported that 52% of PT variability can be explained by taking TFS, Team Size, Patient Age, and IDS into the model.Team familiarity makes a small but significant contribution to the enhancing of surgical team performance in laparoscopic procedure.
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