Polysubstance Use Among Adolescents in a Low Income, Rural Community: Latent Classes for Middle‐ and High‐School Students
Purpose Rural communities are currently being impacted by a nationwide epidemic of prescription opioid misuse. Rural adolescent substance users may be at substantial risk for later addiction to these and other drugs. Methods This study uses Latent Class Analysis to identify subtypes of polysubstance...
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Veröffentlicht in: | The Journal of rural health 2018-06, Vol.34 (3), p.227-235 |
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container_title | The Journal of rural health |
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creator | Rose, Roderick A. Evans, Caroline B. R. Smokowski, Paul R. Howard, Matthew O. Stalker, Katie L. |
description | Purpose
Rural communities are currently being impacted by a nationwide epidemic of prescription opioid misuse. Rural adolescent substance users may be at substantial risk for later addiction to these and other drugs.
Methods
This study uses Latent Class Analysis to identify subtypes of polysubstance users among a sample of 7,074 rural adolescents. Separate models were estimated for middle‐ and high‐school youth. Predictive validity was estimated using cumulative ordinal logistic regression of the classes on a set of youth and family characteristics.
Findings
We identified a 4‐class solution for both middle‐ and high‐school students marked by initiation of an increasing number of substances used at greater frequency. These classes included Substance Nonusers, Primarily Alcohol Users, Initiators‐Low Frequency Users, and Initiators‐Moderate‐to‐High Lifetime Frequency Users. About 6%‐10% of youth reported using prescription drugs at least once, and in the moderate‐to‐high frequency class, middle‐school youth were more likely to use prescription drugs and inhalants compared to high‐school youth in the same class. The 4 classes were associated with race/ethnicity, and in high school with receiving free/reduced price lunch.
Conclusion
In general, younger adolescents have lower overall use rates, but within certain classes identified by this analysis, the observed pattern suggests that younger cohorts are turning to prescription drugs and inhalants. These findings support the implementation of universal substance use prevention programs, targeted programs for youth experiencing risk factors associated with substance use, and improved rural substance abuse treatment options. |
doi_str_mv | 10.1111/jrh.12268 |
format | Article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_1940189810</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2059684797</sourcerecordid><originalsourceid>FETCH-LOGICAL-c3538-30142de3944a9ac0e350615fc21348123369b9ce0c6ed39f56422661aae56fdf3</originalsourceid><addsrcrecordid>eNp1kc9uEzEQhy1ERUPhwAsgS1xA6rb-t16bWxRB0yoI1FKJm-V4Z5uNvHaxd1XlgMQj8Iw8CS4pHJCYy8zh06eZ-SH0gpITWup0mzYnlDGpHqEZbYSqCJf0MZoRpUnVyPrLIXqa85YQphUXT9AhU5pRKZsZ-vYp-l2e1nm0wQG-zoDnQww3eN5GD9lBGDPuA7Z4Fe_weXBxgGN8OSXr8SIOwxT6cfcWr-xYSLzwNmfIuIsJf-jb1sPP7z-wDS1e9jebMl-5TYweX41Te29-hg466zM8f-hH6Pr9u8-LZbX6eHa-mK8qx2uuKk6oYC1wLYTV1hHgNZG07hyjXCjKOJd6rR0QJ6HluqulKN-Q1FqoZdd2_Ai93ntvU_w6QR7N0JfbvLcB4pQN1YJQpRUlBX31D7qNUwplO8NIraUSjW4K9WZPuRRzTtCZ29QPNu0MJeY-E1MyMb8zKezLB-O0HqD9S_4JoQCne-Cu97D7v8lcXC73yl9J-5am</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2059684797</pqid></control><display><type>article</type><title>Polysubstance Use Among Adolescents in a Low Income, Rural Community: Latent Classes for Middle‐ and High‐School Students</title><source>Applied Social Sciences Index & Abstracts (ASSIA)</source><source>Wiley Online Library - AutoHoldings Journals</source><source>PAIS Index</source><creator>Rose, Roderick A. ; Evans, Caroline B. R. ; Smokowski, Paul R. ; Howard, Matthew O. ; Stalker, Katie L.</creator><creatorcontrib>Rose, Roderick A. ; Evans, Caroline B. R. ; Smokowski, Paul R. ; Howard, Matthew O. ; Stalker, Katie L.</creatorcontrib><description>Purpose
Rural communities are currently being impacted by a nationwide epidemic of prescription opioid misuse. Rural adolescent substance users may be at substantial risk for later addiction to these and other drugs.
Methods
This study uses Latent Class Analysis to identify subtypes of polysubstance users among a sample of 7,074 rural adolescents. Separate models were estimated for middle‐ and high‐school youth. Predictive validity was estimated using cumulative ordinal logistic regression of the classes on a set of youth and family characteristics.
Findings
We identified a 4‐class solution for both middle‐ and high‐school students marked by initiation of an increasing number of substances used at greater frequency. These classes included Substance Nonusers, Primarily Alcohol Users, Initiators‐Low Frequency Users, and Initiators‐Moderate‐to‐High Lifetime Frequency Users. About 6%‐10% of youth reported using prescription drugs at least once, and in the moderate‐to‐high frequency class, middle‐school youth were more likely to use prescription drugs and inhalants compared to high‐school youth in the same class. The 4 classes were associated with race/ethnicity, and in high school with receiving free/reduced price lunch.
Conclusion
In general, younger adolescents have lower overall use rates, but within certain classes identified by this analysis, the observed pattern suggests that younger cohorts are turning to prescription drugs and inhalants. These findings support the implementation of universal substance use prevention programs, targeted programs for youth experiencing risk factors associated with substance use, and improved rural substance abuse treatment options.</description><identifier>ISSN: 0890-765X</identifier><identifier>EISSN: 1748-0361</identifier><identifier>DOI: 10.1111/jrh.12268</identifier><identifier>PMID: 28921667</identifier><language>eng</language><publisher>England: Wiley Subscription Services, Inc</publisher><subject>Addictions ; adolescent ; Adolescents ; Alcohol abuse ; Alcoholic beverages ; Drug abuse ; Drugs ; Epidemics ; Ethnicity ; Family characteristics ; Identification methods ; Implementation ; Inhalants ; Initiators ; Latent class analysis ; low income ; Medical treatment ; Minority & ethnic groups ; Multiple drugs ; Opioids ; polysubstance use ; Predictive validity ; Prescription drugs ; Prevention ; Prevention programs ; Prices ; Race ; Regression analysis ; Risk analysis ; Risk factors ; Rural areas ; Rural communities ; rural youth ; Secondary school students ; Socioeconomic factors ; Solvent abuse ; Students ; Substance abuse ; Substance abuse treatment ; Substance use ; Subtypes ; Teenagers ; Youth</subject><ispartof>The Journal of rural health, 2018-06, Vol.34 (3), p.227-235</ispartof><rights>2017 National Rural Health Association</rights><rights>2017 National Rural Health Association.</rights><rights>2018 National Rural Health Association</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3538-30142de3944a9ac0e350615fc21348123369b9ce0c6ed39f56422661aae56fdf3</citedby><cites>FETCH-LOGICAL-c3538-30142de3944a9ac0e350615fc21348123369b9ce0c6ed39f56422661aae56fdf3</cites><orcidid>0000-0001-5309-4547</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1111%2Fjrh.12268$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1111%2Fjrh.12268$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>315,781,785,1418,27871,27929,27930,31004,45579,45580</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/28921667$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Rose, Roderick A.</creatorcontrib><creatorcontrib>Evans, Caroline B. R.</creatorcontrib><creatorcontrib>Smokowski, Paul R.</creatorcontrib><creatorcontrib>Howard, Matthew O.</creatorcontrib><creatorcontrib>Stalker, Katie L.</creatorcontrib><title>Polysubstance Use Among Adolescents in a Low Income, Rural Community: Latent Classes for Middle‐ and High‐School Students</title><title>The Journal of rural health</title><addtitle>J Rural Health</addtitle><description>Purpose
Rural communities are currently being impacted by a nationwide epidemic of prescription opioid misuse. Rural adolescent substance users may be at substantial risk for later addiction to these and other drugs.
Methods
This study uses Latent Class Analysis to identify subtypes of polysubstance users among a sample of 7,074 rural adolescents. Separate models were estimated for middle‐ and high‐school youth. Predictive validity was estimated using cumulative ordinal logistic regression of the classes on a set of youth and family characteristics.
Findings
We identified a 4‐class solution for both middle‐ and high‐school students marked by initiation of an increasing number of substances used at greater frequency. These classes included Substance Nonusers, Primarily Alcohol Users, Initiators‐Low Frequency Users, and Initiators‐Moderate‐to‐High Lifetime Frequency Users. About 6%‐10% of youth reported using prescription drugs at least once, and in the moderate‐to‐high frequency class, middle‐school youth were more likely to use prescription drugs and inhalants compared to high‐school youth in the same class. The 4 classes were associated with race/ethnicity, and in high school with receiving free/reduced price lunch.
Conclusion
In general, younger adolescents have lower overall use rates, but within certain classes identified by this analysis, the observed pattern suggests that younger cohorts are turning to prescription drugs and inhalants. These findings support the implementation of universal substance use prevention programs, targeted programs for youth experiencing risk factors associated with substance use, and improved rural substance abuse treatment options.</description><subject>Addictions</subject><subject>adolescent</subject><subject>Adolescents</subject><subject>Alcohol abuse</subject><subject>Alcoholic beverages</subject><subject>Drug abuse</subject><subject>Drugs</subject><subject>Epidemics</subject><subject>Ethnicity</subject><subject>Family characteristics</subject><subject>Identification methods</subject><subject>Implementation</subject><subject>Inhalants</subject><subject>Initiators</subject><subject>Latent class analysis</subject><subject>low income</subject><subject>Medical treatment</subject><subject>Minority & ethnic groups</subject><subject>Multiple drugs</subject><subject>Opioids</subject><subject>polysubstance use</subject><subject>Predictive validity</subject><subject>Prescription drugs</subject><subject>Prevention</subject><subject>Prevention programs</subject><subject>Prices</subject><subject>Race</subject><subject>Regression analysis</subject><subject>Risk analysis</subject><subject>Risk factors</subject><subject>Rural areas</subject><subject>Rural communities</subject><subject>rural youth</subject><subject>Secondary school students</subject><subject>Socioeconomic factors</subject><subject>Solvent abuse</subject><subject>Students</subject><subject>Substance abuse</subject><subject>Substance abuse treatment</subject><subject>Substance use</subject><subject>Subtypes</subject><subject>Teenagers</subject><subject>Youth</subject><issn>0890-765X</issn><issn>1748-0361</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>7QJ</sourceid><sourceid>7TQ</sourceid><recordid>eNp1kc9uEzEQhy1ERUPhwAsgS1xA6rb-t16bWxRB0yoI1FKJm-V4Z5uNvHaxd1XlgMQj8Iw8CS4pHJCYy8zh06eZ-SH0gpITWup0mzYnlDGpHqEZbYSqCJf0MZoRpUnVyPrLIXqa85YQphUXT9AhU5pRKZsZ-vYp-l2e1nm0wQG-zoDnQww3eN5GD9lBGDPuA7Z4Fe_weXBxgGN8OSXr8SIOwxT6cfcWr-xYSLzwNmfIuIsJf-jb1sPP7z-wDS1e9jebMl-5TYweX41Te29-hg466zM8f-hH6Pr9u8-LZbX6eHa-mK8qx2uuKk6oYC1wLYTV1hHgNZG07hyjXCjKOJd6rR0QJ6HluqulKN-Q1FqoZdd2_Ai93ntvU_w6QR7N0JfbvLcB4pQN1YJQpRUlBX31D7qNUwplO8NIraUSjW4K9WZPuRRzTtCZ29QPNu0MJeY-E1MyMb8zKezLB-O0HqD9S_4JoQCne-Cu97D7v8lcXC73yl9J-5am</recordid><startdate>20180601</startdate><enddate>20180601</enddate><creator>Rose, Roderick A.</creator><creator>Evans, Caroline B. R.</creator><creator>Smokowski, Paul R.</creator><creator>Howard, Matthew O.</creator><creator>Stalker, Katie L.</creator><general>Wiley Subscription Services, Inc</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QJ</scope><scope>7T2</scope><scope>7TQ</scope><scope>C1K</scope><scope>DHY</scope><scope>DON</scope><scope>K9.</scope><scope>NAPCQ</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0001-5309-4547</orcidid></search><sort><creationdate>20180601</creationdate><title>Polysubstance Use Among Adolescents in a Low Income, Rural Community: Latent Classes for Middle‐ and High‐School Students</title><author>Rose, Roderick A. ; Evans, Caroline B. R. ; Smokowski, Paul R. ; Howard, Matthew O. ; Stalker, Katie L.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3538-30142de3944a9ac0e350615fc21348123369b9ce0c6ed39f56422661aae56fdf3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Addictions</topic><topic>adolescent</topic><topic>Adolescents</topic><topic>Alcohol abuse</topic><topic>Alcoholic beverages</topic><topic>Drug abuse</topic><topic>Drugs</topic><topic>Epidemics</topic><topic>Ethnicity</topic><topic>Family characteristics</topic><topic>Identification methods</topic><topic>Implementation</topic><topic>Inhalants</topic><topic>Initiators</topic><topic>Latent class analysis</topic><topic>low income</topic><topic>Medical treatment</topic><topic>Minority & ethnic groups</topic><topic>Multiple drugs</topic><topic>Opioids</topic><topic>polysubstance use</topic><topic>Predictive validity</topic><topic>Prescription drugs</topic><topic>Prevention</topic><topic>Prevention programs</topic><topic>Prices</topic><topic>Race</topic><topic>Regression analysis</topic><topic>Risk analysis</topic><topic>Risk factors</topic><topic>Rural areas</topic><topic>Rural communities</topic><topic>rural youth</topic><topic>Secondary school students</topic><topic>Socioeconomic factors</topic><topic>Solvent abuse</topic><topic>Students</topic><topic>Substance abuse</topic><topic>Substance abuse treatment</topic><topic>Substance use</topic><topic>Subtypes</topic><topic>Teenagers</topic><topic>Youth</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Rose, Roderick A.</creatorcontrib><creatorcontrib>Evans, Caroline B. R.</creatorcontrib><creatorcontrib>Smokowski, Paul R.</creatorcontrib><creatorcontrib>Howard, Matthew O.</creatorcontrib><creatorcontrib>Stalker, Katie L.</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>Applied Social Sciences Index & Abstracts (ASSIA)</collection><collection>Health and Safety Science Abstracts (Full archive)</collection><collection>PAIS Index</collection><collection>Environmental Sciences and Pollution Management</collection><collection>PAIS International</collection><collection>PAIS International (Ovid)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Premium</collection><collection>MEDLINE - Academic</collection><jtitle>The Journal of rural health</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Rose, Roderick A.</au><au>Evans, Caroline B. R.</au><au>Smokowski, Paul R.</au><au>Howard, Matthew O.</au><au>Stalker, Katie L.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Polysubstance Use Among Adolescents in a Low Income, Rural Community: Latent Classes for Middle‐ and High‐School Students</atitle><jtitle>The Journal of rural health</jtitle><addtitle>J Rural Health</addtitle><date>2018-06-01</date><risdate>2018</risdate><volume>34</volume><issue>3</issue><spage>227</spage><epage>235</epage><pages>227-235</pages><issn>0890-765X</issn><eissn>1748-0361</eissn><abstract>Purpose
Rural communities are currently being impacted by a nationwide epidemic of prescription opioid misuse. Rural adolescent substance users may be at substantial risk for later addiction to these and other drugs.
Methods
This study uses Latent Class Analysis to identify subtypes of polysubstance users among a sample of 7,074 rural adolescents. Separate models were estimated for middle‐ and high‐school youth. Predictive validity was estimated using cumulative ordinal logistic regression of the classes on a set of youth and family characteristics.
Findings
We identified a 4‐class solution for both middle‐ and high‐school students marked by initiation of an increasing number of substances used at greater frequency. These classes included Substance Nonusers, Primarily Alcohol Users, Initiators‐Low Frequency Users, and Initiators‐Moderate‐to‐High Lifetime Frequency Users. About 6%‐10% of youth reported using prescription drugs at least once, and in the moderate‐to‐high frequency class, middle‐school youth were more likely to use prescription drugs and inhalants compared to high‐school youth in the same class. The 4 classes were associated with race/ethnicity, and in high school with receiving free/reduced price lunch.
Conclusion
In general, younger adolescents have lower overall use rates, but within certain classes identified by this analysis, the observed pattern suggests that younger cohorts are turning to prescription drugs and inhalants. These findings support the implementation of universal substance use prevention programs, targeted programs for youth experiencing risk factors associated with substance use, and improved rural substance abuse treatment options.</abstract><cop>England</cop><pub>Wiley Subscription Services, Inc</pub><pmid>28921667</pmid><doi>10.1111/jrh.12268</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0001-5309-4547</orcidid></addata></record> |
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source | Applied Social Sciences Index & Abstracts (ASSIA); Wiley Online Library - AutoHoldings Journals; PAIS Index |
subjects | Addictions adolescent Adolescents Alcohol abuse Alcoholic beverages Drug abuse Drugs Epidemics Ethnicity Family characteristics Identification methods Implementation Inhalants Initiators Latent class analysis low income Medical treatment Minority & ethnic groups Multiple drugs Opioids polysubstance use Predictive validity Prescription drugs Prevention Prevention programs Prices Race Regression analysis Risk analysis Risk factors Rural areas Rural communities rural youth Secondary school students Socioeconomic factors Solvent abuse Students Substance abuse Substance abuse treatment Substance use Subtypes Teenagers Youth |
title | Polysubstance Use Among Adolescents in a Low Income, Rural Community: Latent Classes for Middle‐ and High‐School Students |
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