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 ...@@ -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. 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 ## 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. 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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