fig4

Clinical outcomes, learning effectiveness, and patient-safety implications of AI-assisted HPB surgery for trainees: a systematic review and multiple meta-analyses

Figure 4. Funnel plots for publication bias assessment. (A) Operative time (Egger’s test P = 0.23); (B) Complications (Egger’s test P = 0.31); (C) Skill assessment accuracy (Egger’s test P = 0.19); (D) Learning curve (Egger’s test P = 0.42). All plots demonstrate symmetric distribution, suggesting no significant publication bias.

Artificial Intelligence Surgery
ISSN 2771-0408 (Online)
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