A latent class analysis of patterns of tobacco and cannabis use in Australia and their health‐related correlates
Introduction The shifting landscape in Australia's tobacco and cannabis policies and emerging new products and modes of administration may increase experimentation and the risks of addiction to these drugs. Methods We analysed cross‐sectional data from the 2019 National Drug Strategy and Househ...
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creator | Lim, Carmen C. W. Leung, Janni K. Y. Gravely, Shannon Gartner, Coral Sun, Tianze Chiu, Vivian Chung, Jack Y. C. Stjepanović, Daniel Connor, Jason Scheurer, Roman W. Hall, Wayne Chan, Gary C. K. |
description | Introduction
The shifting landscape in Australia's tobacco and cannabis policies and emerging new products and modes of administration may increase experimentation and the risks of addiction to these drugs.
Methods
We analysed cross‐sectional data from the 2019 National Drug Strategy and Household Survey (n = 22,015) of Australians aged 14 and above. Latent class analysis was used to identify distinct groups based on types of tobacco and cannabis products used. The socio‐demographic, health‐rated correlates and past‐year substance use of each latent class was examined.
Results
A four‐class solution was identified: co‐use of tobacco and cannabis (2.4%), cannabis‐only (5.5%), tobacco‐only (8.0%) and non‐user (84.0%). Males (odds ratio [OR] range 1.5–2.9), younger age (OR range 2.4–8.4), moderate to high psychological distress (OR range 1.3–3.0), using illicit substances in the last year (OR range 1.41–22.87) and high risk of alcohol use disorder (OR range 2.0–21.7) were more likely to be in the tobacco/cannabis use classes than non‐users. Within the co‐use class, 78.4% mixed tobacco with cannabis and 89.4% had used alcohol with cannabis at least once.
Discussion and Conclusions
Approximately 16% of respondents used tobacco or cannabis, or both substances, and no major distinct subgroups were identified by the use of different product types. Mental health issues and the poly‐substance use were more common in the class who were co‐users of cannabis and tobacco. Existing policies need to minimise cannabis and tobacco‐related harms to reduce the societal burden associated with both substances. |
doi_str_mv | 10.1111/dar.13614 |
format | Article |
fullrecord | <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_10947067</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2775952778</sourcerecordid><originalsourceid>FETCH-LOGICAL-c4444-f3d60fdbc6970b1f5c744f71cabf04263657035ba5925a5caecc304dc35c26173</originalsourceid><addsrcrecordid>eNp1kc1q3DAUhUVoaaZpF3mBIOimXTjRjyXZqzCk6Q8ECiFdi2tZ7ihorIkkt8yuj9BnzJNUM05DG-hdSBfup8O5OggdU3JKS531EE8pl7Q-QAtaS1FxLtkztCCtaCvBuDxEL1O6JYQwIdgLdMilagjjZIHiEnvIdszYeEgJwwh-m1zCYcAbyNnGcd_n0IExocx7bGAcoSvMlCx2I15OKUfwDvbTvLIu4pUFn1f3P39Fu9Mvj0Kc2_QKPR_AJ_v64T5CXz9c3lx8qq6-fPx8sbyqTF2qGngvydB3RraKdHQQRtX1oKiBbiA1k1wKRbjoQLRMgDBgjeGk7g0Xhkmq-BE6n3U3U7e2vSlLFpd6E90a4lYHcPrfyehW-lv4rilpa0XkTuHtg0IMd5NNWa9dMtZ7GG2YkmZKiVaUsynomyfobZhi-cxCNUQ0rOGsLdS7mTIxpBTt8OiGEr2LUpco9T7Kwp78bf-R_JNdAc5m4Ifzdvt_Jf1-eT1L_gYJjap1</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2805828329</pqid></control><display><type>article</type><title>A latent class analysis of patterns of tobacco and cannabis use in Australia and their health‐related correlates</title><source>Applied Social Sciences Index & Abstracts (ASSIA)</source><source>MEDLINE</source><source>Wiley Online Library Journals Frontfile Complete</source><creator>Lim, Carmen C. W. ; Leung, Janni K. Y. ; Gravely, Shannon ; Gartner, Coral ; Sun, Tianze ; Chiu, Vivian ; Chung, Jack Y. C. ; Stjepanović, Daniel ; Connor, Jason ; Scheurer, Roman W. ; Hall, Wayne ; Chan, Gary C. K.</creator><creatorcontrib>Lim, Carmen C. W. ; Leung, Janni K. Y. ; Gravely, Shannon ; Gartner, Coral ; Sun, Tianze ; Chiu, Vivian ; Chung, Jack Y. C. ; Stjepanović, Daniel ; Connor, Jason ; Scheurer, Roman W. ; Hall, Wayne ; Chan, Gary C. K.</creatorcontrib><description>Introduction
The shifting landscape in Australia's tobacco and cannabis policies and emerging new products and modes of administration may increase experimentation and the risks of addiction to these drugs.
Methods
We analysed cross‐sectional data from the 2019 National Drug Strategy and Household Survey (n = 22,015) of Australians aged 14 and above. Latent class analysis was used to identify distinct groups based on types of tobacco and cannabis products used. The socio‐demographic, health‐rated correlates and past‐year substance use of each latent class was examined.
Results
A four‐class solution was identified: co‐use of tobacco and cannabis (2.4%), cannabis‐only (5.5%), tobacco‐only (8.0%) and non‐user (84.0%). Males (odds ratio [OR] range 1.5–2.9), younger age (OR range 2.4–8.4), moderate to high psychological distress (OR range 1.3–3.0), using illicit substances in the last year (OR range 1.41–22.87) and high risk of alcohol use disorder (OR range 2.0–21.7) were more likely to be in the tobacco/cannabis use classes than non‐users. Within the co‐use class, 78.4% mixed tobacco with cannabis and 89.4% had used alcohol with cannabis at least once.
Discussion and Conclusions
Approximately 16% of respondents used tobacco or cannabis, or both substances, and no major distinct subgroups were identified by the use of different product types. Mental health issues and the poly‐substance use were more common in the class who were co‐users of cannabis and tobacco. Existing policies need to minimise cannabis and tobacco‐related harms to reduce the societal burden associated with both substances.</description><identifier>ISSN: 0959-5236</identifier><identifier>ISSN: 1465-3362</identifier><identifier>EISSN: 1465-3362</identifier><identifier>DOI: 10.1111/dar.13614</identifier><identifier>PMID: 36780230</identifier><language>eng</language><publisher>Melbourne: John Wiley & Sons Australia, Ltd</publisher><subject>Addictions ; Alcohol related disorders ; Alcohol use ; Alcoholism ; Australia - epidemiology ; Cannabis ; cigarettes ; Cross-Sectional Studies ; Demography ; Drug use ; Hallucinogens ; High risk ; Humans ; joints ; Latent Class Analysis ; Male ; Males ; Marijuana ; Mental health ; Original Paper ; Original Papers ; Psychological distress ; Substance abuse ; Substance-Related Disorders - psychology ; Tobacco ; Tobacco Products ; Tobacco Use - epidemiology</subject><ispartof>Drug and alcohol review, 2023-05, Vol.42 (4), p.815-826</ispartof><rights>2023 The Authors. published by John Wiley & Sons Australia, Ltd on behalf of Australasian Professional Society on Alcohol and other Drugs.</rights><rights>2023 The Authors. Drug and Alcohol Review published by John Wiley & Sons Australia, Ltd on behalf of Australasian Professional Society on Alcohol and other Drugs.</rights><rights>2023. This article is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4444-f3d60fdbc6970b1f5c744f71cabf04263657035ba5925a5caecc304dc35c26173</citedby><cites>FETCH-LOGICAL-c4444-f3d60fdbc6970b1f5c744f71cabf04263657035ba5925a5caecc304dc35c26173</cites><orcidid>0000-0003-3142-3316 ; 0000-0002-7020-1196 ; 0000-0002-8729-3330 ; 0000-0003-2482-7953 ; 0000-0003-4307-423X ; 0000-0002-6651-8035 ; 0000-0003-1595-6307 ; 0000-0001-5816-2959 ; 0000-0002-3939-9499 ; 0000-0001-5224-9105 ; 0000-0002-7569-1948 ; 0000-0003-1984-0096</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%2Fdar.13614$$EPDF$$P50$$Gwiley$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1111%2Fdar.13614$$EHTML$$P50$$Gwiley$$Hfree_for_read</linktohtml><link.rule.ids>230,314,776,780,881,1411,27903,27904,30978,45553,45554</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36780230$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Lim, Carmen C. W.</creatorcontrib><creatorcontrib>Leung, Janni K. Y.</creatorcontrib><creatorcontrib>Gravely, Shannon</creatorcontrib><creatorcontrib>Gartner, Coral</creatorcontrib><creatorcontrib>Sun, Tianze</creatorcontrib><creatorcontrib>Chiu, Vivian</creatorcontrib><creatorcontrib>Chung, Jack Y. C.</creatorcontrib><creatorcontrib>Stjepanović, Daniel</creatorcontrib><creatorcontrib>Connor, Jason</creatorcontrib><creatorcontrib>Scheurer, Roman W.</creatorcontrib><creatorcontrib>Hall, Wayne</creatorcontrib><creatorcontrib>Chan, Gary C. K.</creatorcontrib><title>A latent class analysis of patterns of tobacco and cannabis use in Australia and their health‐related correlates</title><title>Drug and alcohol review</title><addtitle>Drug Alcohol Rev</addtitle><description>Introduction
The shifting landscape in Australia's tobacco and cannabis policies and emerging new products and modes of administration may increase experimentation and the risks of addiction to these drugs.
Methods
We analysed cross‐sectional data from the 2019 National Drug Strategy and Household Survey (n = 22,015) of Australians aged 14 and above. Latent class analysis was used to identify distinct groups based on types of tobacco and cannabis products used. The socio‐demographic, health‐rated correlates and past‐year substance use of each latent class was examined.
Results
A four‐class solution was identified: co‐use of tobacco and cannabis (2.4%), cannabis‐only (5.5%), tobacco‐only (8.0%) and non‐user (84.0%). Males (odds ratio [OR] range 1.5–2.9), younger age (OR range 2.4–8.4), moderate to high psychological distress (OR range 1.3–3.0), using illicit substances in the last year (OR range 1.41–22.87) and high risk of alcohol use disorder (OR range 2.0–21.7) were more likely to be in the tobacco/cannabis use classes than non‐users. Within the co‐use class, 78.4% mixed tobacco with cannabis and 89.4% had used alcohol with cannabis at least once.
Discussion and Conclusions
Approximately 16% of respondents used tobacco or cannabis, or both substances, and no major distinct subgroups were identified by the use of different product types. Mental health issues and the poly‐substance use were more common in the class who were co‐users of cannabis and tobacco. Existing policies need to minimise cannabis and tobacco‐related harms to reduce the societal burden associated with both substances.</description><subject>Addictions</subject><subject>Alcohol related disorders</subject><subject>Alcohol use</subject><subject>Alcoholism</subject><subject>Australia - epidemiology</subject><subject>Cannabis</subject><subject>cigarettes</subject><subject>Cross-Sectional Studies</subject><subject>Demography</subject><subject>Drug use</subject><subject>Hallucinogens</subject><subject>High risk</subject><subject>Humans</subject><subject>joints</subject><subject>Latent Class Analysis</subject><subject>Male</subject><subject>Males</subject><subject>Marijuana</subject><subject>Mental health</subject><subject>Original Paper</subject><subject>Original Papers</subject><subject>Psychological distress</subject><subject>Substance abuse</subject><subject>Substance-Related Disorders - psychology</subject><subject>Tobacco</subject><subject>Tobacco Products</subject><subject>Tobacco Use - epidemiology</subject><issn>0959-5236</issn><issn>1465-3362</issn><issn>1465-3362</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>24P</sourceid><sourceid>EIF</sourceid><sourceid>7QJ</sourceid><recordid>eNp1kc1q3DAUhUVoaaZpF3mBIOimXTjRjyXZqzCk6Q8ECiFdi2tZ7ihorIkkt8yuj9BnzJNUM05DG-hdSBfup8O5OggdU3JKS531EE8pl7Q-QAtaS1FxLtkztCCtaCvBuDxEL1O6JYQwIdgLdMilagjjZIHiEnvIdszYeEgJwwh-m1zCYcAbyNnGcd_n0IExocx7bGAcoSvMlCx2I15OKUfwDvbTvLIu4pUFn1f3P39Fu9Mvj0Kc2_QKPR_AJ_v64T5CXz9c3lx8qq6-fPx8sbyqTF2qGngvydB3RraKdHQQRtX1oKiBbiA1k1wKRbjoQLRMgDBgjeGk7g0Xhkmq-BE6n3U3U7e2vSlLFpd6E90a4lYHcPrfyehW-lv4rilpa0XkTuHtg0IMd5NNWa9dMtZ7GG2YkmZKiVaUsynomyfobZhi-cxCNUQ0rOGsLdS7mTIxpBTt8OiGEr2LUpco9T7Kwp78bf-R_JNdAc5m4Ifzdvt_Jf1-eT1L_gYJjap1</recordid><startdate>202305</startdate><enddate>202305</enddate><creator>Lim, Carmen C. W.</creator><creator>Leung, Janni K. Y.</creator><creator>Gravely, Shannon</creator><creator>Gartner, Coral</creator><creator>Sun, Tianze</creator><creator>Chiu, Vivian</creator><creator>Chung, Jack Y. C.</creator><creator>Stjepanović, Daniel</creator><creator>Connor, Jason</creator><creator>Scheurer, Roman W.</creator><creator>Hall, Wayne</creator><creator>Chan, Gary C. K.</creator><general>John Wiley & Sons Australia, Ltd</general><general>Wiley Subscription Services, Inc</general><scope>24P</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QJ</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0003-3142-3316</orcidid><orcidid>https://orcid.org/0000-0002-7020-1196</orcidid><orcidid>https://orcid.org/0000-0002-8729-3330</orcidid><orcidid>https://orcid.org/0000-0003-2482-7953</orcidid><orcidid>https://orcid.org/0000-0003-4307-423X</orcidid><orcidid>https://orcid.org/0000-0002-6651-8035</orcidid><orcidid>https://orcid.org/0000-0003-1595-6307</orcidid><orcidid>https://orcid.org/0000-0001-5816-2959</orcidid><orcidid>https://orcid.org/0000-0002-3939-9499</orcidid><orcidid>https://orcid.org/0000-0001-5224-9105</orcidid><orcidid>https://orcid.org/0000-0002-7569-1948</orcidid><orcidid>https://orcid.org/0000-0003-1984-0096</orcidid></search><sort><creationdate>202305</creationdate><title>A latent class analysis of patterns of tobacco and cannabis use in Australia and their health‐related correlates</title><author>Lim, Carmen C. W. ; Leung, Janni K. Y. ; Gravely, Shannon ; Gartner, Coral ; Sun, Tianze ; Chiu, Vivian ; Chung, Jack Y. C. ; Stjepanović, Daniel ; Connor, Jason ; Scheurer, Roman W. ; Hall, Wayne ; Chan, Gary C. K.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4444-f3d60fdbc6970b1f5c744f71cabf04263657035ba5925a5caecc304dc35c26173</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Addictions</topic><topic>Alcohol related disorders</topic><topic>Alcohol use</topic><topic>Alcoholism</topic><topic>Australia - epidemiology</topic><topic>Cannabis</topic><topic>cigarettes</topic><topic>Cross-Sectional Studies</topic><topic>Demography</topic><topic>Drug use</topic><topic>Hallucinogens</topic><topic>High risk</topic><topic>Humans</topic><topic>joints</topic><topic>Latent Class Analysis</topic><topic>Male</topic><topic>Males</topic><topic>Marijuana</topic><topic>Mental health</topic><topic>Original Paper</topic><topic>Original Papers</topic><topic>Psychological distress</topic><topic>Substance abuse</topic><topic>Substance-Related Disorders - psychology</topic><topic>Tobacco</topic><topic>Tobacco Products</topic><topic>Tobacco Use - epidemiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lim, Carmen C. W.</creatorcontrib><creatorcontrib>Leung, Janni K. Y.</creatorcontrib><creatorcontrib>Gravely, Shannon</creatorcontrib><creatorcontrib>Gartner, Coral</creatorcontrib><creatorcontrib>Sun, Tianze</creatorcontrib><creatorcontrib>Chiu, Vivian</creatorcontrib><creatorcontrib>Chung, Jack Y. C.</creatorcontrib><creatorcontrib>Stjepanović, Daniel</creatorcontrib><creatorcontrib>Connor, Jason</creatorcontrib><creatorcontrib>Scheurer, Roman W.</creatorcontrib><creatorcontrib>Hall, Wayne</creatorcontrib><creatorcontrib>Chan, Gary C. K.</creatorcontrib><collection>Wiley-Blackwell Open Access Titles</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Applied Social Sciences Index & Abstracts (ASSIA)</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Drug and alcohol review</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lim, Carmen C. W.</au><au>Leung, Janni K. Y.</au><au>Gravely, Shannon</au><au>Gartner, Coral</au><au>Sun, Tianze</au><au>Chiu, Vivian</au><au>Chung, Jack Y. C.</au><au>Stjepanović, Daniel</au><au>Connor, Jason</au><au>Scheurer, Roman W.</au><au>Hall, Wayne</au><au>Chan, Gary C. K.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A latent class analysis of patterns of tobacco and cannabis use in Australia and their health‐related correlates</atitle><jtitle>Drug and alcohol review</jtitle><addtitle>Drug Alcohol Rev</addtitle><date>2023-05</date><risdate>2023</risdate><volume>42</volume><issue>4</issue><spage>815</spage><epage>826</epage><pages>815-826</pages><issn>0959-5236</issn><issn>1465-3362</issn><eissn>1465-3362</eissn><abstract>Introduction
The shifting landscape in Australia's tobacco and cannabis policies and emerging new products and modes of administration may increase experimentation and the risks of addiction to these drugs.
Methods
We analysed cross‐sectional data from the 2019 National Drug Strategy and Household Survey (n = 22,015) of Australians aged 14 and above. Latent class analysis was used to identify distinct groups based on types of tobacco and cannabis products used. The socio‐demographic, health‐rated correlates and past‐year substance use of each latent class was examined.
Results
A four‐class solution was identified: co‐use of tobacco and cannabis (2.4%), cannabis‐only (5.5%), tobacco‐only (8.0%) and non‐user (84.0%). Males (odds ratio [OR] range 1.5–2.9), younger age (OR range 2.4–8.4), moderate to high psychological distress (OR range 1.3–3.0), using illicit substances in the last year (OR range 1.41–22.87) and high risk of alcohol use disorder (OR range 2.0–21.7) were more likely to be in the tobacco/cannabis use classes than non‐users. Within the co‐use class, 78.4% mixed tobacco with cannabis and 89.4% had used alcohol with cannabis at least once.
Discussion and Conclusions
Approximately 16% of respondents used tobacco or cannabis, or both substances, and no major distinct subgroups were identified by the use of different product types. Mental health issues and the poly‐substance use were more common in the class who were co‐users of cannabis and tobacco. Existing policies need to minimise cannabis and tobacco‐related harms to reduce the societal burden associated with both substances.</abstract><cop>Melbourne</cop><pub>John Wiley & Sons Australia, Ltd</pub><pmid>36780230</pmid><doi>10.1111/dar.13614</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0003-3142-3316</orcidid><orcidid>https://orcid.org/0000-0002-7020-1196</orcidid><orcidid>https://orcid.org/0000-0002-8729-3330</orcidid><orcidid>https://orcid.org/0000-0003-2482-7953</orcidid><orcidid>https://orcid.org/0000-0003-4307-423X</orcidid><orcidid>https://orcid.org/0000-0002-6651-8035</orcidid><orcidid>https://orcid.org/0000-0003-1595-6307</orcidid><orcidid>https://orcid.org/0000-0001-5816-2959</orcidid><orcidid>https://orcid.org/0000-0002-3939-9499</orcidid><orcidid>https://orcid.org/0000-0001-5224-9105</orcidid><orcidid>https://orcid.org/0000-0002-7569-1948</orcidid><orcidid>https://orcid.org/0000-0003-1984-0096</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Addictions Alcohol related disorders Alcohol use Alcoholism Australia - epidemiology Cannabis cigarettes Cross-Sectional Studies Demography Drug use Hallucinogens High risk Humans joints Latent Class Analysis Male Males Marijuana Mental health Original Paper Original Papers Psychological distress Substance abuse Substance-Related Disorders - psychology Tobacco Tobacco Products Tobacco Use - epidemiology |
title | A latent class analysis of patterns of tobacco and cannabis use in Australia and their health‐related correlates |
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