BIOSTAT 208: Biostatistical Methods for Clinical Research II (Winter 2021)
Section outline
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General Q&A Forum
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Lecture: Overview & Intro. to Linear Regression
Overview of regression; linear regression intro.
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL-
Lecture 1 - 01/05/2021 File
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Watch 2020 lecture URL
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Computer Lab: Introduction
Faculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL -
Lecture: Linear Regression for Multiple Predictors
Linear regression with categorical and/or continuous predictors
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL-
Lecture 2 - part 1 File
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Lecture 2 - part 2 File
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Lecture 2 - part 3 File
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Lecture 2 - part 4 File
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Lecture 2 Review & Discussion File
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Watch 2020 lecture URL
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Computer Lab: Linear Regression for Multiple Predictors
Faculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL -
Lecture: Categorical Predictors
F test, tests for trend, introduction to confounding adjustment in multi predictor models
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL-
Lecture 3 - part 1 File
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Lecture 3 - part 2 File
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Lecture 3 - part 3 File
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Lecture 3 - part 4 File
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Lecture 3 Review & Discussion Media Resource
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Watch 2020 lecture URL
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Computer Lab: Categorical Predictors
Faculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL
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Lecture: Confounding and Mediation
Confounding, mediation and causal inference
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL
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Lecture 4 - part 1 Media Resource
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Lecture 4 - part 2 Media Resource
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Lecture 4 - part 3 Media Resource
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Lecture 4 Review Media Resource
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Watch 2020 lecture URL
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Homework Sessions
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL -
Computer Lab: Confounding and Mediation
Faculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL
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Lecture: Interaction
Conceptual introduction, product terms, testing for interactions, lincom statements
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL-
Lecture 5 - part 1 Media Resource
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Lecture 5 part 2 Media Resource
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Lecture 5 - part 3 Media Resource
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Lecture 5 - Review Media Resource
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Watch 2020 lecture URL
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Computer Lab: Interaction
Faculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL
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Lecture: Model Diagnostics
Linearity, normality, constant variance; influential pointsFaculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL-
Lecture 6 - part 1 Media Resource
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Lecture 6 - part 2 Media Resource
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Lecture 6 - part 3 Media Resource
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Lecture 6 - part 4 Media Resource
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Lecture 6 - Review Media Resource
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Watch 2020 lecture URL
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Homework 3 do file
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Homework Sessions
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL: https://ucsf.zoom.us/j/94146946472?pwd=TUh3TTNoZHFOSVNHdnQwa3hNVkMxQT09Meeting ID: 941 4694 6472
Password: 667719
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Computer Lab: Model Diagnostics
Causal diagrams, three inferential goals; number of predictors, colinearityFaculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL
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Lecture: Predictor Selection
Causal diagrams, three inferential goals; number of predictors, collinearity
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL
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Lecture 7 - part 1 Media Resource
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Lecture 7 - part 2 Media Resource
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Lecture 7 - part 3 Media Resource
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Lecture 7 - review Media Resource
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Watch 2020 lecture URL
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Computer Lab: Predictor Selection
Faculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL
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Lecture: Binary Outcome Data
Contingency tables; binary outcomes; measures of association; logistic model
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL-
Lecture 8 - part 1 Media Resource
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Lecture 8 - part 2 Media Resource
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Lecture 8 - part 3 Media Resource
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Lecture 8 - part 4 Media Resource
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Lecture 8 - review Media Resource
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Watch 2020 lecture URL
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Homework Session
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL
Meeting ID: 971 8998 2559Password: 794724
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Computer Lab: Binary Outcome Data
Faculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL
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Lecture: Multiple Logistic Regression
Multiple logistic regression; confounding; interactionFaculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL-
Lecture 9 - part 1 Media Resource
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Lecture 9 - part 2 Media Resource
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Lecture 9 - part 3 Media Resource
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Lecture 9 - part 4 Media Resource
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Lecture 9 - part 5 Media Resource
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Lecture 9 - review Media Resource
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Watch 2020 lecture URL
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Computer Lab: Multiple Logistic Regression
Faculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL
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Lecture: Logistic Model Diagnostics, Prediction & Alternate Binary Regression Models
Prediction; model assessment; outliers; goodness of fit; alternate binary regression modelsFaculty: Steve Shiboski
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Lecture 10 - part 1 Media Resource
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Lecture 10 - part 2 Media Resource
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Lecture 10 - part 3 Media Resource
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Lecture 10 - review Media Resource
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Lecture 10 2020 - part 1 File
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Lecture 10 2020 - part 2 File
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Computer lab: Prediction and Model Diagnostics
Faculty: Steve Shiboski, Li Zhang, Caitlin Turner, Janet Chu
Location: zoom only
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Lecture: Pooled Logistic Regression, Case Control Studies
Case-control study; conditional logistic regression; pooled logistic regression
Faculty: Steve Shiboski
Location (Access restricted to registered students): Zoom URL
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Lecture 11 - part 1 Media Resource
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Lecture 11 - part 2 Media Resource
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Lecture 11 - review Media Resource
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Computer Lab: Case Control Studies
Faculty: Steve Shiboski, Caitlin Turner, Janet Chu
Location (Access restricted to registered students): Zoom URL
