From 27eee16dcc1184f4ef7107818c5b10f55325fd50 Mon Sep 17 00:00:00 2001 From: Joaquin Torres Date: Fri, 12 Jul 2024 09:43:38 +0000 Subject: [PATCH] Update README.md --- README.md | 56 +++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 56 insertions(+) diff --git a/README.md b/README.md index 9430201..bf207ba 100644 --- a/README.md +++ b/README.md @@ -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. -- 2.24.1