From f2ea0da4bf45a487fe70034448091df6e7f19d80 Mon Sep 17 00:00:00 2001 From: Joaquin Torres Date: Mon, 15 Jul 2024 11:56:42 +0000 Subject: [PATCH] Update README.md --- README.md | 92 +++++++++++++++++++++++++++---------------------------- 1 file changed, 46 insertions(+), 46 deletions(-) diff --git a/README.md b/README.md index eb1b371..8fbe05f 100644 --- a/README.md +++ b/README.md @@ -23,54 +23,54 @@ The dataset has not been provided since the authors do not have permission for i ### List of Selected Features #### Individual Factors -* Age -> Age at which the patient started the first treatment. -* Sex -> Male or Female. -* Num_Children. -* Smoking -> Whether patient is a tobacco smoker (with abuse or dependence) at the time of starting treatment. -* Bio_Vulner -> If the patient presents biological vulnerability, identified by the presence of 2 or more diagnoses of addictive disorders (substance use or behavioral). -* X_DXCIE -> Evaluates the presence of diagnoses (abuse or dependence) of addictive disorders, assessed according to the ICD (International Classification of Diseases). - * Opiods_DXCIE. - * Cannabis_DXCIE. - * BZD_DXCIE. - * Cocaine_DXCIE. - * Hallucin_DXCIE. - * Tobacco_DXCIE. -* Frequency -> Frequency with which patients have used their primary drug during the 30 days prior to starting treatment. One-hot encoded into: - * Freq_1dpw. - * Freq_2-3dpw. - * Freq_4-6dpw. - * Freq_l1dpw. - * Freq_None. - * Freq_Everyday. -* Years_Drug_Use -> Number of years the patient has been using their primary drug. -* Other_Psychiatric_DX -> Patients who are diagnosed with other psychiatric disorders. -* Previous_Treatments -> Whether patients have undergone treatments prior to the one currently being analyzed. -* Treatment_Adherence -> Ratio of the number of attended appointments to the number of scheduled appointments associated with the patient's treatment. - +* **Age** -> Age at which the patient started the first treatment. +* **Sex** -> Male or Female. +* **Num_Children**. +* **Smoking** -> Whether patient is a tobacco smoker (with abuse or dependence) at the time of starting treatment. +* **Bio_Vulner** -> If the patient presents biological vulnerability, identified by the presence of 2 or more diagnoses of addictive disorders (substance use or behavioral). +* **X_DXCIE** -> Evaluates the presence of diagnoses (abuse or dependence) of addictive disorders, assessed according to the ICD (International Classification of Diseases). + * **Opiods_DXCIE**. + * **Cannabis_DXCIE**. + * **BZD_DXCIE**. + * **Cocaine_DXCIE**. + * **Hallucin_DXCIE**. + * **Tobacco_DXCIE**. +* **Frequency** -> Frequency with which patients have used their primary drug during the 30 days prior to starting treatment. One-hot encoded into: + * **Freq_1dpw**. + * **Freq_2-3dpw**. + * **Freq_4-6dpw**. + * **Freq_l1dpw**. + * **Freq_None**. + * **Freq_Everyday**. +* **Years_Drug_Use** -> Number of years the patient has been using their primary drug. +* **Other_Psychiatric_DX** -> Patients who are diagnosed with other psychiatric disorders. +* **Previous_Treatments** -> Whether patients have undergone treatments prior to the one currently being analyzed. +* **Treatment_Adherence** -> Ratio of the number of attended appointments to the number of scheduled appointments associated with the patient's treatment. #### 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 -> Whether patients need or currently have social benefits. -* Job Stability -> Employment status. One-hot encoded into: - * JobIn_Unstable - * JobIn_Stable - * JobIn_Unemployed -* Housing -> Housing situation. One-hot encoded into: - * Hous_Institutional - * Hous_Stable - * Hous_Unstable -* Early_Alterations -> Whether patients have used drugs before the age of 11. -* Social Inclusion -> Living Situation. One-hot encoded into: - * SocInc_Family_Friends - * SocInc_Alone - * SocInc_Instit -* Risk_Stigma -> Whether patients have potentially suffered social discrimination based on their status of having AIDS, hepatitis C, being injection drug users, or being women. -* Structural_Conflict -> Household income in the area where the outpatient treatment center is located. +* **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** -> Whether patients need or currently have social benefits. +* **Job Stability** -> Employment status. One-hot encoded into: + * **JobIn_Unstable** + * **JobIn_Stable** + * **JobIn_Unemployed** +* **Housing** -> Housing situation. One-hot encoded into: + * **Hous_Institutional** + * **Hous_Stable** + * **Hous_Unstable** +* **Early_Alterations** -> Whether patients have used drugs before the age of 11. +* **Social Inclusion** -> Living Situation. One-hot encoded into: + * **SocInc_Family_Friends** + * **SocInc_Alone** + * **SocInc_Instit** +* **Risk_Stigma** -> Whether patients have potentially suffered social discrimination based on their status of having AIDS, hepatitis C, being injection drug users, or being women. +* **Structural_Conflict** -> Household income in the area where the outpatient treatment center is located. + ## Dealing with Class Imbalance -- 2.24.1