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Record W7036686799

Characterizing poly-substance use and its associations with anxiety and depression among a sample of Canadian high school students

2021· dissertation· en· W7036686799 on OpenAlexaboutno aff

Bibliographic record

VenueUWSpace (University of Waterloo) · 2021
Typedissertation
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMarine Sponges and Natural Products
Canadian institutionsnot available
Fundersnot available
KeywordsSubstance useAnxietyDepression (economics)Sample (material)Substance abuseMental health
DOInot available

Abstract

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In any given year, one in five Canadians experience mental illness. The majority of mental illnesses originate in adolescence or young adulthood. Many complex factors can contribute to this, including substance use. However, research does not accurately measure how students are using substances. Typically, researchers examine one substance at a time (e.g., alcohol, cannabis, or cigarettes) but 20% of youth use more than one, or poly-substance use. Poly-substance use is the concurrent use of more than one substance (e.g., alcohol, cannabis, or cigarettes) within a specified period (e.g., the past 30 days). To address this research gap, this thesis examined substance use classes among adolescents and how those classes were associated with anxiety and depression, both cross-sectionally and longitudinally. This research will help inform future surveillance, prevention, and treatment efforts for youth substance use and mental health. \n \nRecent evidence indicates that one in five Canadian students in grades 9 to 12 engage in poly-substance use. Common patterns of substance use among adolescents have been identified, including a low use or no use group comprising most adolescents, a single or dual substance use group, a moderate poly-substance use group, and finally a higher poly-substance use group. Longitudinal research indicates that adolescents typically maintain substance use patterns over time but if they make a change, adolescents are more likely to increase rather than to decrease the number of substances they use over time. There is limited study of poly-substance use among Canadian youth and few studies have examined the role of recent increases in e-cigarette use among adolescents in poly-substance use over time. \n \nPoly-substance use has been associated with elevated symptoms of depression and anxiety among adolescents in cross-sectional research. Previous longitudinal research has identified mixed results. Additionally, previous longitudinal studies have not explored sex differences, despite known differences being identified in cross-sectional research and the knowledge that patterns of poly-substance use, anxiety, and depression are known to differ between female and male adolescents. \nThe overall objective of this dissertation was to characterize poly-substance use and examine its associations with anxiety and depression among a sample of Canadian adolescents both cross-sectionally and longitudinally, stratified by sex. Specific objectives were to (1) determine the cross-sectional substance use classes among a sample of Canadian secondary school students and examine their associations with anxiety and depression symptoms, (2) examine the longitudinal bi-directional associations between poly-substance use and anxiety and depression among secondary school students over time and, (3) examine the longitudinal associations between latent classes of substance use and anxiety and depression scores over time among youth who use substances. This thesis made use of data from 3 waves of the COMPASS study (Wave 1: 2017/18, Wave 2: 2018/19, and Wave 3: 2019/20). Students reported their substance use (alcohol, cannabis, cigarettes, and e-cigarettes) and anxiety and depression symptoms at each wave. The first manuscript made use of cross-sectional data (Wave 1: 2017/18) while the second two used longitudinal linked data from all three years (Wave 1: 2017/18, Wave 2: 2018/19, and Wave 3: 2019/20). \n\t \nThe first manuscript examined cross-sectional patterns of substance use among a sample of Canadian secondary school students and their associations with clinically relevant symptoms of anxiety and depression, or both in the 2017/18 school year. Results identified three classes of substance use: poly-use, dual use, and non-use. These results indicate that Canadian secondary school students are engaging in dual and poly-substance use. Those with anxiety, depression, or both had higher odds of being in the poly-use class compared to the non-use class. Symptomology was also associated with belonging to the dual use class except among males with anxiety symptoms only. \n \nAfter identifying a cross-sectional association, the second manuscript used data from students linked over three years to examine the directionality of the association. The objective was to examine the bi-directional associations between (1) number of substances used and anxiety and depression among all students and (2) poly- versus single substance use and anxiety and depression among students who used substances. Among all male students, a uni-directional association was identified where an increase in the number of substances used was associated with reduced anxiety symptoms between Waves 1 and 2. Among students who used substances, uni-directional associations were identified between Waves 2 and 3 where poly-substance use was associated with increased depression among males and increased anxiety among females and males. \n \nFinally, given that the previous manuscript provided evidence that poly-substance use preceded changes in anxiety and depression symptoms among students who used substances, the focus of the final manuscript was on this direction of effect. The third manuscript examined the longitudinal associations between latent classes of substance use over time and anxiety and depression scores among youth who used substances. These analyses identified three classes of substance use over time: occasional alcohol and e-cigarette use, escalating poly-substance use, and consistent poly-substance use. After controlling for relevant covariates, consistent poly-substance use was associated with depression but not anxiety. Additionally, escalating poly-substance use was associated with depression among male students. \n\t \nThis dissertation fills an important gap with respect to our knowledge of poly-substance use and its association with anxiety and depression among adolescents in Canada. The findings highlight the need to consider adolescent poly-substance use and have implications for practice and research. Given that many students reported poly-substance use, surveillance and prevention strategies should consider substance use patterns, including dual and poly-substance use. As this research identified substance use as a potentially modifiable behaviour associated with adolescent mental health, it may also be useful to consider a mental health component in substance use programming. Future research examining this association should additionally consider simultaneous poly-substance use, clinical measures of anxiety and depression, and capture reasons for substance use to further strengthen and understand the association between poly-substance use and anxiety and depression among adolescents.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.136

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0030.004
Science and technology studies0.0050.001
Scholarly communication0.0020.000
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.007
GPT teacher head0.196
Teacher spread0.189 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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