Key Points：
1. The formation of biofilm post-surgery in PI patients is associated with calculus.
2. Factors influencing biofilm formation include implant location, abutment, and diameter.
3. The prediction model developed using these crucial risk factors demonstrates a good fit and strong predictive capability.