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Substance use and meaning: transforming occupational participation and experience

2022· article· en· W4226359073 on OpenAlexafffund
Niki Kiepek, Christine Ausman, Brenda L. Beagan, San Patten

Bibliographic record

VenueCadernos Brasileiros de Terapia Ocupacional  · 2022
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsDalhousie University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsMeaning (existential)ConceptualizationPsychologySubstance useContext (archaeology)Occupational therapyPleasureSocial psychologyWorryPsychotherapistClinical psychologyAnxietyPsychiatry

Abstract

fetched live from OpenAlex

Abstract Introduction We draw on activity theory of concepts to examine ‘meaning of occupation’ and ‘substance use’ beyond preconceived notions of inherent positive or negative experiences. Objective To explore nuanced meanings of substance use and associated occupations. Method An online survey and semi-structured interviews were used to collect data from professionals about prevalence of substance use, substance effects, and personal experiences. In analyzing the interview data, we attended to substance use as a discrete occupation in itself, substance use co-occurring with other occupations, and substance use altering the performance, participation, and experience of occupations. Results Three broad themes related to meaning: i) complex meanings attributed to substance use, ii) meanings of substance use as shifting and variable, and iii) meanings of substance use in the context of other occupations. Substance use enhances occupations, transforms meaning of occupations, and mitigates less desired aspects of occupations. Work, construed as positively meaningful and valued in occupational therapy literature, was a source of stress, unhappiness, and worry; substance use facilitated relaxation and pleasure. Conclusion This study furthers occupational therapy knowledge with respect to implications for conceptualization that extend beyond dualist framings and implications for occupational therapy education, practice, and policy.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.027
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.188
GPT teacher head0.459
Teacher spread0.270 · 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 teacher head, not a consensus.

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

Citations8
Published2022
Admission routes2
Has abstractyes

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Same venueCadernos Brasileiros de Terapia Ocupacional Same topicOccupational Therapy Practice and ResearchFrench-language works237,207