Enum: ModelFamily

Statistical model family used to estimate the effect. Open vocabulary: write the source's own wording in the field when nothing here fits.

URI: neurostudy_ex:ModelFamily

Permissible Values

Value	Meaning	Description
glm	None	An ordinary least-squares general linear model, including the summary-statist...
mixed_effects	None	A model estimating random effects directly, rather than by summarizing a firs...
anova	None	Analysis of variance, with no continuous covariate
ancova	None	Analysis of covariance: a factorial design with a continuous covariate contro...
robust_regression	None	A regression fitted to resist outliers, such as an iteratively reweighted or ...

Identifier and Mapping Information

Schema Source

• from schema: https://neurostuff.org/schemas/neuroimaging-study-extraction

LinkML Source

name: ModelFamily
description: 'Statistical model family used to estimate the effect. Open vocabulary:
  write the source''s own wording in the field when nothing here fits.'
from_schema: https://neurostuff.org/schemas/neuroimaging-study-extraction
rank: 1000
permissible_values:
  glm:
    text: glm
    description: 'An ordinary least-squares general linear model, including the summary-statistics
      two-stage approach that fMRI calls a random-effects analysis: the group stage
      is still a GLM on contrast images.'
  mixed_effects:
    text: mixed_effects
    description: A model estimating random effects directly, rather than by summarizing
      a first stage -- a linear mixed model, a hierarchical model.
  anova:
    text: anova
    description: Analysis of variance, with no continuous covariate.
  ancova:
    text: ancova
    description: 'Analysis of covariance: a factorial design with a continuous covariate
      controlled for.'
  robust_regression:
    text: robust_regression
    description: A regression fitted to resist outliers, such as an iteratively reweighted
      or M-estimator fit.