Refactor heterogeneity code #148
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- Add type checking hints to avoid re-introducing
- Output additional values
- The typical varcope variance
- An inverse gamma distribution fit of the varcope variance including standard errors
- Standard errors for σg based on Gilmour et al. 1995 (https://doi.org/cdqpps)
- The normalization factor that is applied to cope and varcope
before fitting models
- Remove H from outputs, as it can be derived from I2
- Fix `ModelAlgorithm` to allow matrix outputs
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