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Standardizing Scores

Functions to standardize scores.

std_scores()
Standardize Raw Cognitive Scores to Z-Scores
std_scores_using_T()
Standardized Scores using T-scores
std_scores_using_norms()
Standardized Scores using Norms
std_scores_using_regression()
Standardize Raw Cognitive Scores using Regression Models
add_standardized_scores()
Add Standardized Scores to Data

Data and Code Objects

Data sets and code objects used for standardizing scores, to help translate variable names from/to Mayo Normative Studies to/from NACC, and other helper objects.

demo_data
Demo Data
normative_summaries
Means and SDs for calculating z-scores
rdd
Researchers Data Dictionary in List Form
reg_coefs
Regression Coefficients for Regression Based Standardization
ss
Scaled Scores lookup tables from Mayo Normative Studies
t_score_coefs
Regression Coefficients for T-score Based Standardization
default_methods
Default Standardization Methods
mns_to_nacc
Translate NACC variable names to Mayo Normative Study variable names
nacc_to_mns
Translate Mayo Normative Study variable names to NACC variable names

Helper Functions

Various functions to be used for intermediate steps, such as calculate summary scores (FAS, MOCA clock, REY AVLT Accuracy/Total), find the age group needed for standardizing, look up scaled scores for T-score calculations, remove invalid scores using the Researchers Data Dictionary (RDD) published by NACC, replace raw score values with labels using the RDD published by NACC.

add_derived_scores()
Add Scores Calculated from Raw NACC Scores
calculate_fas()
Calcaulate Functional Assessment Score summary
calculate_mocaclock()
Calculate MoCA clock drawing test total
calculate_reyarec()
Calculate the Rey AVLT Accuracy
calculate_reytotal()
Calculate Rey AVLT Total score
get_age_group()
Get Age Group for Standardized Scores
get_ss_score()
Get Scaled Scores for use in T-score cacluations
valid_values_only()
Replace values with labels
values_to_labels()
Replace codes with labels
std_methods()
Explore Implemented Methods and Combination with Variables
methods_from_std_data()
Helper to extract methods from standardized columns