Application of multivariate statistical methods to identify factors that affect the use of psychoactive substances in Colombia.
Main Article Content
Keywords
Statistical analysis, Multivariate techniques, Prevention, Psychoactive substances
Abstract
Objective: Establish the main factors that affect the consumption of illegal psychoactive substances in Colombia through the application of multivariate statistical techniques. Method: Responses of 500 randomly selected people from the national survey on the consumption of psychoactive substances in the general population of Colombia were considered. Data were analyzed with binary logistic regression, multiple correspondence analysis, and cluster analysis.
Results: The probabilities that people who are curious and who are offered to consume hallucinogenic substances are offered to try drugs were identified as high. It is confirmed that a person will have a greater possibility of consuming drugs if members of their closest psychosocial environment consume. The psychoactive substance with the highest consumption and which is most offered to the citizens of Colombia is marijuana. 4 clusters were identified according to the type of consumption, which were called pot, cocaine addicts, polydrug use and out of the ordinary. Discussions: People who use and have friends who use psychoactive substances correlate with ease of access to psychoactive substances. Stability and consistency were detected between the different levels of access to drugs, that is, if it is easy for a person to acquire a specific drug, it will be just as easy for them to acquire other types of drugs and if it is difficult for them to obtain a specific substance, it will be just as difficult for you to obtain any of the other substances tested.
References
Archivo Nacional de Datos. (2020). COLOMBIA - Encuesta Nacional de Consumo de Sustancias Psicoactivas en Población General - ENCSPA- 2019. Departamento Administrativo Nacional de Estadística -DANE. http://microdatos.dane.gov. co/index.php/catalog/680/datafile/ F18#page=F17&tab=data-dictionary
Avendano Arias, J. A. (2020). Bichas, ganchos y territorios de la droga en Bogotá: toporrepresentaciones de una forma de esclavitud. Revista Colombiana de Sociología, 43(2). https://doi.org/10.15446/ rcs.v43n2.82880
Baler, R. D., & Volkow, N. D. (2006). Drug addiction: the neurobiology of disrupted self-control. Trends in Molecular Medicine, 12(12), 559–566. https://doi.org/10.1016/j. molmed.2006.10.005
Batisse, A., Leger, S., Vicaut, E., Gerbaud, L., & Djezzar, S. (2021). Cognitive enhancement and consumption of psychoactive Substances among Youth Students (COSYS): a cross-sectional study in France. Public Health, 194, 75–78. https:// doi.org/10.1016/j.puhe.2021.02.036
Betancourth Zambrano, S. (2017). Consumo de sustancias psicoactivas en una universidad privada de Pasto, Colombia. Psicogente, 20(38), 308–319. https://doi.org/10.17081/ psico.20.38.2552
Calderón Vallejo, G. A., Gómez Vargas, M., Zapata Colorado, J. E., & Dávila Cañas, L. (2018). Factores de logro en procesos de resocialización del habitante en situación de calle y consumidor de sustancias psicoactivas en Medellín, Colombia. Health and Addictions/Salud y Drogas, 18(2), 143–154. https://doi.org/10.21134/ haaj.v18i2.387
Cogollo-Milanés, Z., Arrieta-Vergara, K. M., Blanco-Bayuelo, S., Ramos-Martínez, L., Zapata, K., & Rodríguez-Berrio, Y. (2011). Factores psicosociales asociados al consumo de sustancias en estudiantes de una universidad pública. Revista de Salud Publica, 13(3), 470–479. http://www.scielo. org.co/pdf/rsap/v13n3/v13n3a09.pdf
Cox, W. M., Klinger, E., & Fadardi, J. S. (2017). Free will in addictive behaviors: A matter of definition. Addictive Behaviors Reports, 5, 94–103. https://doi.org/10.1016/j. abrep.2017.03.001
De la Fuente, S. (2011). Análisis de Correspondencias simples y múltiples. In Fac. Ciencias Económicas y Empresariales UAM. https://www.fuenterrebollo.com/ Economicas/ECONOMETRIA/REDUCIRDIMENSION/CORRESPONDENCIAS/ correspondencias.pdf
Espada Sánchez, J. P., Gonzálvez Maestre, M. T., & Amorós, M. O. (2018). Substance use in Spanish adolescents: The relationship between depression and social support seeking. Health and Addictions / Salud y Drogas, 18(2), 27–33. https://doi. org/10.21134/haaj.v18i2.337
Figueras, M. (2001). Análisis de conglomerados o clúster. Universidad de Zaragoza. http://ciberconta.unizar.es/leccion/ cluster/000F2.HTM
García-Marchena, N., de Guevara-Miranda, D. L., Pedraz, M., Araos, P. F., Rubio, G., Ruiz, J. J., Pavón, F. J., Serrano, A., Castilla-Ortega, E., Santín, L. J., & de Fonseca, F. R. (2018). Higher impulsivity as a distinctive trait of severe cocaine addiction among individuals treated for cocaine or alcohol use disorders. Frontiers in Psychiatry, 9(FEB), 1–10. https://doi. org/10.3389/fpsyt.2018.00026
Gaspard, J.-L., & Rivera, S. M. (2016). Drogadicción y aislamiento social. Reflexiones sobre la atención a drogadictos en Francia y Colombia_2016. 34(2), 315–338. https://doi.org/10.12804/ apl34.2.2016.07
Gould, T. J. (2010). Addiction and cognition. Addiction Science & Clinical Practice, 5(2), 4–14. https://pubmed.ncbi.nlm.nih. gov/22002448
Hernandez, O., Perez, M., & Mayolas, S. (2018). Consumo De Drogas Y Participación Deportiva En Estudiantes Universitarios de ciencia de la Salud y del Deporte. Health and Addictions/Salud y Drogas, 18(1), 9. https://ojs.haaj.org/index.php/haaj/article/ view/336
López Torrecillas, F., León Arroyo, R., Godoy García, J. F., Muela Martínez, J. A., & Araque Serrano, F. (2003). Factores familiares que inciden en la drogodependencia. Revista Internacional de Ciencias Sociales y Humanidades, SOCIOTAM, XIII(1), 203– 230. www.redalyc.org/pdf/654/65413107. pdf
Marchi, N. C., Scherer, J. N., Pachado, M. P., Guimarães, L. S., Siegmund, G., de Castro, M. N., Halpern, S., Benzano, D., Formigoni, M. L., Cruz, M., Pechansky, F., & Kessler, F. H. (2017). Crack-Cocaine users have less family cohesion than alcohol users. Revista Brasileira de Psiquiatria, 39(4), 346–351. https://doi.org/10.1590/1516- 4446-2016-2091
Medina-Mora, Ma Elena, Peña-Corona, M. P., Cravioto, P., Villatoro, J., & Kuri, P. (2002). Del tabaco al uso de otras drogas: ¿El uso temprano de tabaco aumenta la probabilidad de usar otras drogas? Salud Publica de Mexico, 44(SUPPL. 1). https://doi.org/10.1590/s0036- 36342002000700016
Medina-Mora, María Elena, Real, T., Villatoror, J., & Natera, G. (2013). Las drogas y la salud pública: ¿hacia dónde vamos? Salud Pública de México, 55(1), 67–73. http://www.scielo.org.mx/pdf/spm/v55n1/ v55n1a10.pdf
Mo, P. K., & Lau, J. T. F. (2020). Psychoactive substance use among Chinese nonengaged youth: The application of the Health Belief Model. Children and Youth Services Review, 113, 105008. https://doi. org/10.1016/j.childyouth.2020.105008
Nestler, E. J. (2000). Genes and addiction. Nature Genetics, 26(3), 277–281. https:// doi.org/10.1038/81570
Organización Mundial de la Salud. (2005). Neurociencia del consumo y dependencia de sustancias psicoactivas. Neurociencia Del Consumo y Dependencia de Sustancias Psicoactivas-Resumen, 236–258. https://www.who.int/substance_ abuse/publications/neuroscience_spanish. pdf
Ovejero Bernal, A. (2000). La adicción como búsqueda de identidad: una base teórica psicosocial para una intervención eficaz. Intervención Psicosocial, 9(2), 199– 215. https://journals.copmadrid.org/pi/ archivos/63247.pdf
Pascual Pastor, F. (2002). Percepción del alcohol entre los jóvenes. Adicciones, 14(SUPPL. 1), 123–131. https://doi.org/10.20882/ adicciones.522
Pons Diez, X. (2008). Polis investigación y análisis sociopolítico y psicosocial. Polis, 4(2), 157–186.
Pons Diez, X., & Berjano Peirats, E. (1996). El inicio en el consumo de drogas en relación a las dimensiones del autoconcepto en adolescentes. Revista Española de Drogodependencias, 21(3), 229–244. https://www.aesed.com/descargas/ revistas/Vol21-3-3.pdf
Prada Nuñez, R., Gamboa Suárez, A. A., & Hernández Suárez, C. A. (2020). Efectos depresivos del aislamiento preventivo obligatorio asociados a la pandemia del Covid-19 en docentes y estudiantes de una universidad pública en Colombia. Psicogente, 24(45), 1–20. https://doi. org/10.17081/psico.24.45.4156
Raitasalo, K., Kraus, L., Bye, E. K., Karlsson, P., Tigerstedt, C., Törrönen, J., & Raninen, J. (2020). Similar countries, similar factors? Studying the decline of heavy episodic drinking in adolescents in Finland, Norway and Sweden. Addiction. https://doi. org/10.1111/add.15089
Rebouças, E. de S., de Medeiros, F. N. S., Marques, R. C. P., Chagas, J. V. S., Guimarães, M. T., Santos, L. O., Medeiros, A. G., & Peixoto, S. A. (2021). Level set approach based on Parzen Window and floor of log for edge computing object segmentation in digital images. Applied Soft Computing, 105, 107273. https://doi. org/10.1016/j.asoc.2021.107273
Rodríguez, J., Bringas, C., Rodríguez, L., LópezCepero, J., & Estrada, C. (2012). Consumo De Drogas Y Conducta Delictiva: Análisis Diferencial De La Heroína Y La Cocaína En La Trayectoria Infractora. Revista Iberoamericana de Psicología y Salud, 3(1), 39–54. https://www.redalyc.org/ pdf/2451/245122736003.pdf
Sandoval, C. A., Ugarte, G. F., Zelada-Ríos, M., Pacsi-Inga, S., Robertson, A. V, & Mejia, C. R. (2020). Control of impulses and addictions in medical students of the Ricardo Palma University, Lima-Peru. Educacion Medica, xx, 2–7. https://doi. org/10.1016/j.edumed.2020.04.002
Santibáñez, R., Solabarrieta, J., & RuizNarezo, M. (2020). School Well-Being and Drug Use in Adolescence. Frontiers in Psychology, 11(July). https://doi. org/10.3389/fpsyg.2020.01668
Soremekun, R. O., Omole, O. E., Adeyemi, O. C., & Oshatimi, A. M. (2021). Assessment of use of psychoactive and other nonprescription drugs among students of selected tertiary institutions in Ekiti State South West Nigeria - A baseline study. Heliyon, 7(2), e06232. https://doi. org/10.1016/j.heliyon.2021.e06232
Teixidó-Compañó, E., Espelt, A., Sordo, L., Bravo, M. J., Sarasa-Renedo, A., Indave, B. I., Bosque-Prous, M., & Brugal, M. T. (2018). Diferencias entre hombres y mujeres en el consumo de sustancias: el rol del nivel educativo y la situación laboral. Gaceta Sanitaria, 32(1), 41–47. https://doi. org/10.1016/j.gaceta.2016.12.017
Toledo, L., Cano, I., Bastos, L., Bertoni, N., & Bastos, F. I. (2017). Criminal justice involvement of crack cocaine users in the city of Rio de Janeiro and Greater Metropolitan Area: Implications for public health and the public security agenda. International Journal of Drug Policy, 49, 65–72. https://doi.org/10.1016/j. drugpo.2017.07.034
Tsochatzis, E. D., Giannopoulos, G., Lopes, J. A., & Guillou, C. (2021). Drugs analysis and citizens safety. Workflows for chemical analysis and structural elucidation of new psychoactive substances in the EU. Safety Science, 137, 105126. https://doi. org/10.1016/j.ssci.2020.105126
U.S. Department of Justice. (2017). Cómo prevenir el consumo de marihuana entre jóvenes y adultos jóvenes. http://www. biblioteca.cij.gob.mx/Archivos/Materiales_ de_consulta/Drogas_de_Abuso/Articulos/ DEAMariguana.pdf
Zhao, M. (2020). Supply reduction policy against new psychoactive substances in China: Policy framework and implementation. International Journal of Law, Crime and Justice, 60, 100374. https://doi. org/10.1016/j.ijlcj.2019.100374