@@ -23,27 +23,29 @@ The dataset has not been provided since the authors do not have permission for i
...
@@ -23,27 +23,29 @@ The dataset has not been provided since the authors do not have permission for i
### List of Selected Features
### List of Selected Features
#### Individual Factors
#### Individual Factors
* Age ->
* Age -> Age at which the patient started the first treatment.
* Sex ->
* Sex -> Male or Female.
* Num_Children ->
* Num_Children.
* Smoking ->
* Smoking -> Whether patient is a tobacco smoker (with abuse or dependence) at the time of starting treatment.
* Bio_Vulner ->
* Bio_Vulner -> If the patient presents biological vulnerability, identified by the presence of 2 or more diagnoses of addictive disorders (substance use or behavioral).
* Opiods_DXCIE ->
* X_DXCIE -> Evaluates the presence of diagnoses (abuse or dependence) of addictive disorders, assessed according to the ICD (International Classification of Diseases).
* Cannabis_DXCIE ->
* Opiods_DXCIE.
* BZD_DXCIE ->
* Cannabis_DXCIE.
* Cocaine_DXCIE ->
* BZD_DXCIE.
* Hallucin_DXCIE ->
* Cocaine_DXCIE.
* Tobacco_DXCIE ->
* Hallucin_DXCIE.
* Freq_1dpw ->
* Tobacco_DXCIE.
* Freq_2-3dpw ->
* Frequency -> Frequency with which patients have used their primary drug during the 30 days prior to starting treatment. One-hot encoded into:
* Freq_4-6dpw ->
* Freq_1dpw.
* Freq_l1dpw ->
* Freq_2-3dpw.
* Freq_None ->
* Freq_4-6dpw.
* Freq_Everyday ->
* Freq_l1dpw.
* Years_Drug_Use ->
* Freq_None.
* Other_Psychiatric_DX ->
* Freq_Everyday.
* Previous_Treatments ->
* Years_Drug_Use -> Number of years the patient has been using their primary drug.
* Treatment_Adherence ->
* 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.
