Commit 27eee16d authored by Joaquin Torres's avatar Joaquin Torres

Update README.md

parent 06f832e2
......@@ -14,6 +14,62 @@ The study examines patients undergoing treatment for alcohol disorders, utilizin
The dataset has not been provided since the authors do not have permission for its sharing from the data providers.
### Patient Counts
| **Period** | **Medical Discharge** | **Withdrawal** | **Total** |
|--------------|-------------------|------------|--------|
| Pre-pandemic | 2792 | 20069 | 22861 |
| Post-pandemic| 1882 | 8795 | 10677 |
| **Overall** | 4674 | 28864 | 33538 |
### List of Selected Features
#### Individual Factors
* Age ->
* Sex ->
* Num_Children ->
* Smoking ->
* Bio_Vulner ->
* Opiods_DXCIE ->
* Cannabis_DXCIE ->
* BZD_DXCIE ->
* Cocaine_DXCIE ->
* Hallucin_DXCIE ->
* Tobacco_DXCIE ->
* Freq_1dpw ->
* Freq_2-3dpw ->
* Freq_4-6dpw ->
* Freq_l1dpw ->
* Freq_None ->
* Freq_Everyday ->
* Years_Drug_Use ->
* Other_Psychiatric_DX ->
* Previous_Treatments ->
* Treatment_Adherence ->
#### Social Factors
* Education -> Maximum education level achieved by the patient. One-hot encoded into:
* Ed_Not_Complete_Primary
* Ed_Primary
* Ed_Secondary
* Ed_Secondary_Technical
* Ed_Tertiary
* Social_Protection ->
* Job Stability ->
* JobIn_Unstable
* JobIn_Stable
* JobIn_Unemployed
* Housing ->
* Hous_Institutional
* Hous_Stable
* Hous_Unstable
* Early_Alterations
* Social Inclusion ->
* SocInc_Family_Friends
* SocInc_Alone
* SocInc_Instit
* Risk_Stigma
* Structural_Conflict
## Dealing with Class Imbalance
One of the primary challenges we encountered was a significant class imbalance, with a higher number of patients withdrawing from treatment compared to those staying.
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