@@ -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.
* 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.
***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.
