- Medicine and Surgery
- Single Cycle Master Degree (6 years)
- Medicine and Surgery [H4102D]
- Courses
- A.A. 2021-2022
- 4th year
- Biostatistics
- Summary
Course Syllabus
Aims
The student will learn:
- the basic tools to understand scientific results in observational and experimental studies with continuous outcome, binary outcome, survival time outcome.
- how to interpret results from regression models relating aforementioned outcome to explanatory/exposure variables.
The student will work on the intepretation of results from scientific papers in cardiologic research in adults and children.
Contents
- Linear regression
- Logistic regression
- Survival analysis
Detailed program
Recap on study designs, sampling methods, confidence intervals.
- Linear regression
Methodological definition of correlation and linear regression: model formulation, results interpretation, prediction.
Comment on the results of a scientific paper including linear regression analysis.
- Logistic regressionMethodological definition of logistic regression: model formulation, results interpretation, prediction.
Comment on the results of a scientific paper including logistic regression analysis.
- Survival analysis
Basic theory in survival analysis: complexities of life time data, survival/incidence functions, rate, hazard function, Kaplan Meier estimator, epidemiological rate (exponential) estimator.Comment on the results of a scientific paper including Kaplan Meier curves and Cox model.
- Additional content (not mandatory)
Stata commands to run Linear regression, logistic regression, Kaplan Meier analysis.
Time Table
- Lecture 1
- Quiz on Lecture 1
- Lecture 2
- Quiz on Lecture 2
- Lecture 3
- Quiz on Lecture 3 (optional)
- Lecture 4
- Quiz on Lecture 4
- Lecture 5
- Quiz on Lecture 5
- Lecture 6
- Quiz on Lecture 6
Prerequisites
- Basic descriptive and inferential statistics.
- Basic use of Stata software.
Teaching form
Standard synchronous classes and and video-clips.
Textbook and teaching resource
- Book "Biostatistics for Biological and Health Sciences" - chapter 1 (section 3), chapter 10 (from section 2 to 5) and chapter 14.
- You can borrow the e-book here https://www.biblio.unimib.it/it in the section "curiosone"
- You can buy the paper back book here https://www.pearson.com/uk/educators/higher-education-educators/program/Triola-Biostatistics-for-the-Biological-and-Health-Sciences-Global-Edition-2nd-Edition/PGM1964951.html
- Quiz (mandatory for self assessement).
Slides (related to the book).
- Scientific papers.
Semester
First semester.
From 10 to 12, LAB1811 U18 Monza, Dates: 11-18-25 Oct, 29 Nov, 10 Dec
Assessment method
Office hours
Under request by the elearning email, in the Webex room of the teacher https://unimib.webex.com/meet/laura.antolini