Circumcision Techniques in Milan
A Comparative Study
by Leonid Shpaner, M.S. and Dr. Giuseppe Saitta, M.D.
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Background
Circumcision is a common surgical procedure with cultural, religious, and medical implications. Recently, laser circumcision has been introduced as a modern alternative to traditional methods, promising less pain and faster recovery. Our study provides an evidence-based comparison of these techniques in the context of Milan's diverse patient population.
Data Size and Scope
202 patients
| 25 columns
Features
| 1. Age_years | 14. Intraop_Mean_Pulse_Ox_Percent |
| 2. BMI | 15. Surgical_Time_min |
| 3. Geographical_Origin | 16. Functional_Outcomes_Pain |
| 4. Cultural_Religious_Affiliation | 17. Functional_Outcomes_Bleeding |
| 5. Comorbidities | 18. Functional_Outcomes_Edema |
| 6. Preop_drugs_antibiotic | 19. Functional_Outcomes_Infection |
| 7. Preop_Heart_Rate_bpm | 20. Functional_Outcomes_Fast_Recovery |
| 8. Preop_Pulse_Ox_Percent | 21. Functional_Outcomes_Cosmetic_Satisfaction |
| 9. Surgical_Technique | 22. Cost_of_Procedure_euros |
| 10. Anesthesia_Type | 23. Cost_Type |
| 11. Intraoperative_drugs | 24. MAP_Preop |
| 12. Intraoperative_Blood_Loss_ml | 25. MAP_Intraop |
| 13. Intraop_Mean_Heart_Rate_bpm |
Dataset Preparation
- Code written in Python 3.8.19 using the following libraries:
- Pandas, NumPy, Matplotlib, Seaborn, Shap, and Scikit-Learn
Distribution of Data for All Numeric Values
Age-Related Distributions
Surgical Techniques
Establishing Linear Relationships
Socioeconomic Impacts
Thank you!
Questions?
Email: Lshpaner@ucla.edu