A text mining approach for adapting a school-based sexual health promotion program in Colombia
A common practice among clinical psychologists and other health professionals is the use of school-based sexual health promotion programs as a means for preventing sexually transmitted infections. A fundamental criterion for the designing and adaptation of these programs is the age of their target p...
- Autores:
-
Vallejo-Medina, Pablo
Correa, Juan
Gómez-Lugo, Mayra
Saavedra-Roa, Alejandro
García-Montaño, Eileen
Pedraza Díaz, Diana Marcela
Charris, Janivys
García-Roncallo, Paola
Abello, Daniella
Espada, José Pedro
Morales, Alexandra
- Tipo de recurso:
- Article of journal
- Fecha de publicación:
- 2020
- Institución:
- Corporación Universidad de la Costa
- Repositorio:
- REDICUC - Repositorio CUC
- Idioma:
- eng
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- oai:repositorio.cuc.edu.co:11323/6295
- Acceso en línea:
- https://hdl.handle.net/11323/6295
https://repositorio.cuc.edu.co/
- Palabra clave:
- COMPAS program
SMOG formula
Text mining
Words co-occurrence
Sexual health promotion program
Programa COMPAS
Fórmula SMOG
Extracción de textos
Co-ocurrencia de palabras
Programa de promoción de la salud sexual.
- Rights
- openAccess
- License
- CC0 1.0 Universal
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|
dc.title.spa.fl_str_mv |
A text mining approach for adapting a school-based sexual health promotion program in Colombia |
dc.title.translated.spa.fl_str_mv |
Un enfoque de minería de texto para adaptar un programa de promoción de la salud sexual basado en la escuela en Colombia |
title |
A text mining approach for adapting a school-based sexual health promotion program in Colombia |
spellingShingle |
A text mining approach for adapting a school-based sexual health promotion program in Colombia COMPAS program SMOG formula Text mining Words co-occurrence Sexual health promotion program Programa COMPAS Fórmula SMOG Extracción de textos Co-ocurrencia de palabras Programa de promoción de la salud sexual. |
title_short |
A text mining approach for adapting a school-based sexual health promotion program in Colombia |
title_full |
A text mining approach for adapting a school-based sexual health promotion program in Colombia |
title_fullStr |
A text mining approach for adapting a school-based sexual health promotion program in Colombia |
title_full_unstemmed |
A text mining approach for adapting a school-based sexual health promotion program in Colombia |
title_sort |
A text mining approach for adapting a school-based sexual health promotion program in Colombia |
dc.creator.fl_str_mv |
Vallejo-Medina, Pablo Correa, Juan Gómez-Lugo, Mayra Saavedra-Roa, Alejandro García-Montaño, Eileen Pedraza Díaz, Diana Marcela Charris, Janivys García-Roncallo, Paola Abello, Daniella Espada, José Pedro Morales, Alexandra |
dc.contributor.author.spa.fl_str_mv |
Vallejo-Medina, Pablo Correa, Juan Gómez-Lugo, Mayra Saavedra-Roa, Alejandro García-Montaño, Eileen Pedraza Díaz, Diana Marcela Charris, Janivys García-Roncallo, Paola Abello, Daniella Espada, José Pedro Morales, Alexandra |
dc.subject.spa.fl_str_mv |
COMPAS program SMOG formula Text mining Words co-occurrence Sexual health promotion program Programa COMPAS Fórmula SMOG Extracción de textos Co-ocurrencia de palabras Programa de promoción de la salud sexual. |
topic |
COMPAS program SMOG formula Text mining Words co-occurrence Sexual health promotion program Programa COMPAS Fórmula SMOG Extracción de textos Co-ocurrencia de palabras Programa de promoción de la salud sexual. |
description |
A common practice among clinical psychologists and other health professionals is the use of school-based sexual health promotion programs as a means for preventing sexually transmitted infections. A fundamental criterion for the designing and adaptation of these programs is the age of their target populations because limited education and language are the most relevant factors that limit the efficacy of these programs. The contribution of this paper consists of assessing both the readability of the written materials that accompany the contents of a Spanish-written school-based sexual health promotion program used in Colombia, as well as the words co-occurrence network structure of its contents. The readability of the evaluated program corresponded to its intended target population aged between 14 and 19, with the schooling of 9–13 years of education. The resulting words co-occurrence network structure of the COMPAS program also mirrored its theoretical content. These results all together are deemed as empirical evidence of the adequacy of the program. |
publishDate |
2020 |
dc.date.accessioned.none.fl_str_mv |
2020-05-27T20:25:28Z |
dc.date.available.none.fl_str_mv |
2020-05-27T20:25:28Z |
dc.date.issued.none.fl_str_mv |
2020-04-01 |
dc.type.spa.fl_str_mv |
Artículo de revista |
dc.type.coar.fl_str_mv |
http://purl.org/coar/resource_type/c_2df8fbb1 |
dc.type.coar.spa.fl_str_mv |
http://purl.org/coar/resource_type/c_6501 |
dc.type.content.spa.fl_str_mv |
Text |
dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/article |
dc.type.redcol.spa.fl_str_mv |
http://purl.org/redcol/resource_type/ART |
dc.type.version.spa.fl_str_mv |
info:eu-repo/semantics/acceptedVersion |
format |
http://purl.org/coar/resource_type/c_6501 |
status_str |
acceptedVersion |
dc.identifier.issn.spa.fl_str_mv |
22113355 |
dc.identifier.uri.spa.fl_str_mv |
https://hdl.handle.net/11323/6295 |
dc.identifier.doi.spa.fl_str_mv |
10.1016/j.pmedr.2020.101090 |
dc.identifier.instname.spa.fl_str_mv |
Corporación Universidad de la Costa |
dc.identifier.reponame.spa.fl_str_mv |
REDICUC - Repositorio CUC |
dc.identifier.repourl.spa.fl_str_mv |
https://repositorio.cuc.edu.co/ |
identifier_str_mv |
22113355 10.1016/j.pmedr.2020.101090 Corporación Universidad de la Costa REDICUC - Repositorio CUC |
url |
https://hdl.handle.net/11323/6295 https://repositorio.cuc.edu.co/ |
dc.language.iso.none.fl_str_mv |
eng |
language |
eng |
dc.relation.ispartof.spa.fl_str_mv |
https://ezproxy.cuc.edu.co:2062/science/article/pii/S2211335520300504?via%3Dihub#! |
dc.relation.references.spa.fl_str_mv |
Ajzen, 1991 I. Ajzen The theory of planned behavior Organ. Behav. Hum. Decis. Process., 50 (1991), pp. 179-211 A. Bandura Self-efficacy: toward a unifying theory of behavioral change Psychol. Rev., 84 (1977), pp. 191-215 Barabási, 2003 A.L. Barabási Linked: The New Science of Networks Perseus Publishing, Cambridge, Massachusetts (2003) CDC, 2014 CDC Recommendations for HIV prevention with adults and adolescents with HIV in the United States Retrieved from https://stacks.cdc.gov/view/cdc/44064 (2014) Chih-Ping et al., 2005 Chih-Ping, W., Jen-Hwa, H., & Liang-Ming, K., 2005. Joseph Tan A Multiple-Level Clustering Approach for E-Health Data Mining. In E-Health Care Information System: An Introduction for Students and Professionals. Ed Joseph Tan. Jossey-Bass. San Francisco, CA. R Core Team, 2017 R Core Team R: A language and environment for statistical computing R Foundation for Statistical Computing, Vienna, Austria (2017) Retrieved from https://www.R-project.org/ Correa et al., 2018 J.C. Correa, M.P. García-Chitiva, G.R. García-Vargas A text mining approach to the text difficulty of latin american peace agreement Revista Latinoamericana de Psicología, 50 (1) (2018), pp. 61-70, 10.14349/rlp.2018.v50.n1.6 De La Rue et al., 2017 L. De La Rue, J.R. Polanin, D.L. Espelage, T.D. Pigott A meta-analysis of school-based interventions aimed to prevent or reduce violence in teen dating relationships Rev. Educ. Res., 87 (1) (2017), pp. 7-34 Doak et al., 1996 Doak, C., Doak, L., Root, J., 1996. Teaching patients with low literacy levels. Philadelphia. Durán et al., 2004 P. Durán, D. Malvern, B. Richards, N. Chipere Developmental trends in lexical diversity Appl. Linguist., 25 (2) (2004), pp. 220-242 Eke et al., 2019 A.N. Eke, W.D. Johnson, A. O’Leary, G.M. Rebchook, D.M. Huebner, J.L. Peterson, S.M. Kegeles Effect of a Community-Level HIV Prevention Intervention on Psychosocial Determinants of HIV Risk Behaviors among Young Black Men Who Have Sex with Men (YBMSM) Retrieved from AIDS Behav. (2019), pp. 1-14 Ekpu and Brown, 2015 V.U. Ekpu, A.K. Brown The economic impact of smoking and of reducing smoking prevalence: a review of evidence Tobacco use insights (2015) Eldredge et al., 2016 J. Eldredge, C.M. Markham, R.A. Ruiter, G. Kok, G.S. Parcel Planning Health Promotion Programs: An Intervention Mapping Approach John Wiley & Sons (2016) S. Escribano, J.P. Espada, A. Morales, M. Orgilés Mediation analysis of an Effective Sexual Health Promotion Intervention for Spanish Adolescents AIDS Behav., 19 (10) (2015), pp. 1850-1859, 10.1007/s10461-015-1163-2 Escribano et al., 2016 S. Escribano, J.P. Espada, M. Orgilés, A. Morales Implementation fidelity for promoting the effectiveness of an adolescent sexual health program Eval. Program Plann., 59 (2016), pp. 81-87, 10.1016/j.evalprogplan.2016.08.008 Espada et al., 2012 J.P. Espada, M. Orgilés, A. Morales, R. Ballester, T.B. Huedo-Medina Effectiveness of a school HIV/AIDS prevention program for Spanish adolescents AIDS Educ. Prev., 24 (6) (2012), pp. 500-513, 10.1521/ae ap.2012.24.6.500 Espada et al., 2015 J.P. Espada, A. Morales, M. Orgilés, J.B. Jemmott, L.S. Jemmott Short-term evaluation of a skill-development sexual education program for Spanish adolescents compared with a well-established program J. Adolesc. Health, 56 (1) (2015), pp. 30-37, 10.1016/j.jadohealth.2014.08.018 Espada et al., 2016 J.P. Espada, S. Escribano, A. Morales, M. Orgilés A two years’ follow-up evaluation of a sexual-health education program for Spanish adolescents compared to a well-established program Eval. Health Prof. (2016), 10.1177/0163278716652217 Espada et al., 2018 J.P. Espada, M.T. Gonzálvez, O. Orgilés Substance use in Spanish adolescents: the relationship between depression and social support seeking Health Addict., 18 (2) (2018), pp. 27-33 Feldman and Sanger, 2007 R. Feldman, J. Sanger The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data Cambridge University Press (2007) Fisher et al., 2009 J.D. Fisher, W.A. Fisher, P.A. Shuper The information-motivation-behavioral skills model of HIV preventive behavior R.J. DiClemente, R.A. Crosby, M.C. Kegler (Eds.), Emerging Theories in Health Promotion Practice and Research, Jossey-Bass, San Francisco, CA, US (2009), pp. 21-63 Fitzsimmons et al., 2010 P. Fitzsimmons, B. Michael, J. Hulley, G. Scot A readability assessment of online Parkinson’s disease information J. R. Coll. Phys. Edinburgh, 40 (4) (2010), pp. 292-296 Flesch, 1948 R. Flesch A new readability yardstick J. Appl. Psychol., 32 (1948), pp. 221-233, 10.1037/h0057532 Fonner et al., 2014 V.A. Fonner, K.S. Armstrong, C.E. Kennedy, K.R. O'Reilly, M.D. Sweat School-based sex education and HIV prevention in low-and middle-income countries: a systematic review and meta-analysis PLoS ONE, 9 (3) (2014), Article e89692 Foster and Rhoney, 2002 D.R. Foster, D.H. Rhoney Readability of printed patient information for epileptic patients Ann. Pharmacother., 36 (12) (2002), pp. 1856-1861 Fry, 1977 E. Fry Fry’s readability graph: clarifications, validity, and extension to level 17 J. Reading, 21 (3) (1977), pp. 242-252 Higuchi, 2015 Higuchi, K., 2015. KH Coder 2.x reference manual. Retrieved from http://khcoder.net/en/. Hill-Briggs and Smith, 2008 F. Hill-Briggs, A.S. Smith Evaluation of diabetes and cardiovascular disease print patient education materials for use with low–health literate populations Diabetes Care, 31 (4) (2008), pp. 667-671 Lee et al., 2017 Y.Y. Lee, J.J. Barendregt, E.A. Stockings, A.J. Ferrari, H.A. Whiteford, G.A. Patton, C. Mihalopoulos The population cost-effectiveness of delivering universal and indicated school-based interventions to prevent the onset of major depression among youth in Australia Epidemiol. Psychiatric Sci., 26 (5) (2017), pp. 545-564 Luxford et al., 2017 S. Luxford, J.A. Hadwin, H. Kovshoff Evaluating the effectiveness of a school-based cognitive behavioural therapy intervention for anxiety in adolescents diagnosed with autism spectrum disorder J. Autism Dev. Disord., 47 (12) (2017), pp. 3896-3908 Mahmood et al., 2014 S. Mahmood, T. Perveen, A. Dino, F. Ibrahim, J. Mehraj Effectiveness of school-based intervention programs in reducing the prevalence of overweight Indian J. Commun. Med., 39 (2014), pp. 87-93, 10.4103/0970-0218.132724 Martinez et al., 2018 O. Martinez, M.I. Fernandez, E. Wu, A. Carballo-Diéguez, G. Prado, A. Davey, A. Murray A couple-based HIV prevention intervention for Latino men who have sex with men: study protocol for a randomized controlled trial Retrieved from Trials, 19 (1) (2018), p. 218 https://trialsjournal.biomedcentral.com/articles/10.1186/s13063-018-2582-y Mc Laughlin, 1969 G.H. Mc Laughlin SMOG grading- a new readability formula J. Reading, 12 (8) (1969), pp. 639-646 Michalke, 2017 Michalke, M., 2017. koRpus: An R Package for Text Analysis (Version 0.10-2). Retrieved from https://reaktanz.de/?c=hacking&s=koRpus. Mirzazadeh et al., 2018 A. Mirzazadeh, M.A. Biggs, A. Viitanen, H. Horvath, L.Y. Wang, R. Dunville, E. Marseille Do school-based programs prevent HIV and other sexually transmitted infections in adolescents? A systematic review and meta-analysis Prev. Sci., 19 (4) (2018), pp. 490-506 Moessner et al., 2016 M. Moessner, C. Minarik, F. Ozer, S. Bauer Effectiveness and cost-effectiveness of school-based dissemination strategies of an Internet-based program for the prevention and early intervention in eating disorders: a randomized trial Prev. Sci., 17 (3) (2016), pp. 306-313 Morales et al., 2014 A. Morales, J.P. Espada, M. Orgilés, R. Secades-Villa, E. Remor The short-term impact of peers as co-facilitators of an HIV prevention programme for adolescents: A cluster randomised controlled trial Eur. J. Contraception Reprod. Health Care, 19 (5) (2014), pp. 379-391, 10.3109/13625187.2014.919445 Morales et al., 2016 A. Morales, J.P. Espada, M. Orgilés A 1-year follow-up evaluation of a sexual-health education program for Spanish adolescents compared with a well-established program Eur. J. Pub. Health, 1 (2016), pp. 35-41, 10.1093/eurpub/ckv074 Morales et al., 2018b A. Morales, P. Vallejo-Medina, D. Abello-Luque, A. Saavedra-Roa, P. García-Roncallo, M. Gomez-Lugo, J.P. Espada Sexual risk among Colombian adolescents: knowledge, attitudes, normative beliefs, perceived control, intention, and sexual behavior Retrieved from BMC Public Health, 18 (1) (2018), p. 1377 https://bmcpublichealth.biomedcentral.com/articles/10.1186/s12889-018-6311-y Morales et al., 2018a A. Morales, J.P. Espada, M. Orgilés, S. Escribano, B.T. Johnson, M. Lightfoot Interventions to reduce the risk for sexually transmitted infections in adolescents: A meta-analysis of trials, 2008–2016 PLoS One, 13 (6) (2018), Article e0199421, 10.1371/journal.pone.0199421 Morales et al., 2019 A. Morales, E. Garcia-Montaño, C. Barrios-Ortega, J. Niebles-Charris, P. Garcia-Roncallo, D. Abello-Luque, M. Lightfoot Adaptation of an effective school-based sexual health promotion program for youth in Colombia Soc. Sci. Med., 222 (2019), pp. 207-215 Newton et al., 2017 N.C. Newton, K.E. Champion, T. Slade, C. Chapman, L. Stapinski, I. Koning, M. Teesson A systematic review of combined student-and parent-based programs to prevent alcohol and other drug use among adolescents Drug Alcohol Rev., 36 (3) (2017), pp. 337-351 Rabeea’h et al., 2017 W.A. Rabeeah, M. Hendry, A. Booth, B. Carter, J.M. Charles, N. Craine, J. Rycroft-Malone Intervention Now to Eliminate Repeat Unintended Pregnancy in Teenagers (INTERUPT): a systematic review of intervention effectiveness and cost-effectiveness, and qualitative and realist synthesis of implementation factors and user engagement BMC Med., 15 (1) (2017), p. 155 Resnicow et al., 1999 K. Resnicow, T. Baranowski, J.S. Ahluwalia, R.L. Braithwaite Cultural sensitivity in public health: Defined and demystified Ethn. Dis., 9 (1999), pp. 10-21 Stallard et al., 2013 P. Stallard, R. Phillips, A.A. Montgomery, M. Spears, R. Anderson, J. Taylor, L. Georgiou A cluster randomised controlled trial to determine the clinical effectiveness and cost-effectiveness of classroom-based cognitive-behavioural therapy (CBT) in reducing symptoms of depression in high-risk adolescents Health Technol. Assess. (Winchester, England), 17 (47) (2013), p. vii Taylor et al., 2017 R.D. Taylor, E. Oberle, J.A. Durlak, R.P. Weissberg Promoting positive youth development through school-based social and emotional learning interventions: A meta-analysis of follow-up effects Child Dev., 88 (4) (2017), pp. 1156-1171 Vijaymeena and Kavitha, 2016 M.K. Vijaymeena, K. Kavitha A survey on similarity measures in text mining Machine Learn. Appl.: Int. J., 3 (2) (2016), pp. 19-28 Villarruel et al., 2009 A.M. Villarruel, B.L. Eakin, L.S. Jemmott, J.B. Jemmott, T.L. Gal Cuídate: A Culturally-based Program to Reduce HIV Sexual Risk Behavior Among Latino Youth Select Media, United States (2009) Werner-Seidler et al., 2017 A. Werner-Seidler, Y. Perry, A.L. Calear, J.M. Newby, H. Christensen School-based depression and anxiety prevention programs for young people: a systematic review and meta-analysis Clin. Psychol. Rev., 51 (2017), pp. 30-47 |
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Vallejo-Medina, PabloCorrea, JuanGómez-Lugo, MayraSaavedra-Roa, AlejandroGarcía-Montaño, EileenPedraza Díaz, Diana MarcelaCharris, JanivysGarcía-Roncallo, PaolaAbello, DaniellaEspada, José PedroMorales, Alexandra2020-05-27T20:25:28Z2020-05-27T20:25:28Z2020-04-0122113355https://hdl.handle.net/11323/629510.1016/j.pmedr.2020.101090Corporación Universidad de la CostaREDICUC - Repositorio CUChttps://repositorio.cuc.edu.co/A common practice among clinical psychologists and other health professionals is the use of school-based sexual health promotion programs as a means for preventing sexually transmitted infections. A fundamental criterion for the designing and adaptation of these programs is the age of their target populations because limited education and language are the most relevant factors that limit the efficacy of these programs. The contribution of this paper consists of assessing both the readability of the written materials that accompany the contents of a Spanish-written school-based sexual health promotion program used in Colombia, as well as the words co-occurrence network structure of its contents. The readability of the evaluated program corresponded to its intended target population aged between 14 and 19, with the schooling of 9–13 years of education. The resulting words co-occurrence network structure of the COMPAS program also mirrored its theoretical content. These results all together are deemed as empirical evidence of the adequacy of the program.Una práctica común entre los psicólogos clínicos y otros profesionales de la salud es el uso de programas escolares de promoción de la salud sexual como un medio para prevenir las infecciones de transmisión sexual. Un criterio fundamental para el diseño y la adaptación de estos programas es la edad de sus poblaciones objetivo porque la educación y el lenguaje limitados son los factores más relevantes que limitan la eficacia de estos programas. La contribución de este documento consiste en evaluar tanto la legibilidad de los materiales escritos que acompañan los contenidos de un programa de promoción de la salud sexual en la escuela escrito en español utilizado en Colombia, así como la estructura de la red de ocurrencia de palabras de su contenido. La legibilidad del programa evaluado correspondía a su población objetivo prevista entre los 14 y los 19 años, con una escolaridad de 9 a 13 años de educación. La estructura de red de coincidencia de palabras resultante del programa COMPAS también reflejó su contenido teórico. Todos estos resultados en conjunto se consideran evidencia empírica de la idoneidad del programa.Vallejo-Medina, Pablo-will be generated-orcid-0000-0002-8527-1584-600Correa, Juan-will be generated-orcid-0000-0002-0301-5641-600Gómez-Lugo, MayraSaavedra-Roa, Alejandro-will be generated-orcid-0000-0003-0779-3683-600García-Montaño, EileenPedraza Díaz, Diana Marcela-will be generated-orcid-0000-0001-6910-7568-600Charris, Janivys-will be generated-orcid-0000-0002-5804-0246-600García-Roncallo, Paola-will be generated-orcid-0000-0002-9223-2129-600Abello, Daniella-will be generated-orcid-0000-0001-5469-9652-600Espada, José PedroMorales, Alexandra-will be generated-orcid-0000-0002-9518-3166-600engPreventive Medicine Reportshttps://ezproxy.cuc.edu.co:2062/science/article/pii/S2211335520300504?via%3Dihub#!Ajzen, 1991 I. Ajzen The theory of planned behavior Organ. Behav. Hum. Decis. Process., 50 (1991), pp. 179-211A. Bandura Self-efficacy: toward a unifying theory of behavioral change Psychol. Rev., 84 (1977), pp. 191-215Barabási, 2003 A.L. Barabási Linked: The New Science of Networks Perseus Publishing, Cambridge, Massachusetts (2003)CDC, 2014 CDC Recommendations for HIV prevention with adults and adolescents with HIV in the United States Retrieved from https://stacks.cdc.gov/view/cdc/44064 (2014)Chih-Ping et al., 2005 Chih-Ping, W., Jen-Hwa, H., & Liang-Ming, K., 2005. Joseph Tan A Multiple-Level Clustering Approach for E-Health Data Mining. In E-Health Care Information System: An Introduction for Students and Professionals. Ed Joseph Tan. Jossey-Bass. San Francisco, CA.R Core Team, 2017 R Core Team R: A language and environment for statistical computing R Foundation for Statistical Computing, Vienna, Austria (2017) Retrieved from https://www.R-project.org/Correa et al., 2018 J.C. Correa, M.P. García-Chitiva, G.R. 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