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fixed bullet point bugs, where bullet points are listed as text inste…
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…ad of being rendered as bullets on seperate lines.
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Oufattole committed Oct 23, 2024
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Expand Up @@ -168,6 +168,7 @@ This stage is not parallelized as it runs very quickly.

!!! note "Code Inclusion Parameters"
In addition to `min_code_inclusion_count` there are several other parameters that can be set in tabularization to restrict the codes that are included:

* `allowed_codes`: a list of codes to include in the tabularized data
* `min_code_inclusion_count`: The minimum number of times a code must appear
* `min_code_inclusion_frequency`: The minimum normalized frequency required
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??? note "Code Inclusion Parameters in Modeling"
In this modeling stage, you can change the code inclusion parameters from previous stages and treat them as tunable hyperparameters. Additional task-specific parameters include:

* `min_correlation`: Minimum correlation with target required
* `max_by_correlation`: Maximum number of codes to include based on correlation with target

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* May benefit from normalization or imputation

Available preprocessing options:

* *Normalization* (maintains sparsity):
* `standard_scaler`
* `max_abs_scaler`
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??? folder "TRIAL_2_ID"
[Similar structure to TRIAL_1_ID]

??? note "Experimental Feature"
??? example "Experimental Feature"
We also support an autogluon based hyperparameter and model search:
```bash
meds-tab-autogluon model_launcher=autogluon \
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