MétaCan
Menu
← Back to cohort
Record W4403089816 · doi:10.2196/63399

Examining Caregiver Practices During Adolescent Outpatient Alcohol Use and Co-Occurring Mental Health Treatment: Protocol for a Dyadic Ecological Momentary Assessment Study

2024· article· en· W4403089816 on OpenAlexvenueno aff
Samuel N. Meisel, Aaron Hogue, John F. Kelly, Elizabeth L. McQuaid, Robert Miranda

Bibliographic record

VenueJMIR Research Protocols · 2024
Typearticle
Languageen
FieldMedicine
TopicSubstance Abuse Treatment and Outcomes
Canadian institutionsnot available
FundersNational Institute on Alcohol Abuse and Alcoholism
KeywordsPreprintMental healthProtocol (science)PsychologyPsychiatryMedicineClinical psychologyAlternative medicineWorld Wide WebComputer science

Abstract

fetched live from OpenAlex

BACKGROUND: Caregiver-involved treatments for adolescents with alcohol use disorder and co-occurring disorders (AUD+CODs) are associated with the best treatment outcomes. Understanding what caregiving practices during treatment improve core adolescent treatment targets may facilitate the refinement and scalability of caregiver-involved interventions. Caregiving is dynamic, varying by context, affect, and adolescent behavior. Caregiver-involved treatments seek to change momentary interactions between caregivers and their adolescents. Accordingly, this protocol outlines a dyadic ecological momentary assessment (EMA) study to examine caregiving practices during AUD+CODs treatment and their associations with adolescent core treatment targets (eg, alcohol craving and use, motivation to reduce or stop drinking, and internalizing and externalizing symptoms). OBJECTIVE: This paper aims to describe the methods for examining momentary caregiving practices and adolescent core treatment targets during adolescent outpatient AUD+CODs treatment. METHODS: We will recruit 75 caregiver-adolescent dyads from outpatient mental health clinics providing AUD+CODs treatment. Eligible families will have an adolescent who (1) is aged between 13 and 18 years; (2) meets the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition, diagnostic criteria for AUD; (3) is enrolled in outpatient treatment at the time of recruitment; and (4) has a legal guardian willing to participate in the study. Caregivers and adolescents will complete an eligibility screening, followed by a baseline assessment during or as close as possible to the second week of treatment. During the baseline assessment, caregivers and adolescents will receive formal training in EMA procedures. Next, caregivers and adolescents will complete a 15-week EMA burst design consisting of three 21-day EMA periods with 3-week breaks between periods. Throughout the study, participants will also complete weekly reports regarding the skills learned or practiced during therapy. The three overarching aims to the proposed study are as follows: (1) examine momentary caregiving practices (eg, support, monitoring, substance use communication quality) and their associations with core treatment targets, (2) examine how these associations change throughout treatment, and (3) examine whether a caregiver report of learning or practicing parenting- or family-focused behaviors in treatment sessions is associated with changes in the use of caregiving practices in daily life. RESULTS: The proposed study was informed by a pilot study assessing the feasibility and acceptability of dyadic EMA during adolescent AUD+COD treatment. Some benchmarks were met during this study (eg, ≥80% caregiver retention rate), although most benchmarks were not (eg, adolescent [772/1622, 47.6%] and caregiver [1331/1881, 70.76%] random prompt compliance was below the ≥80% target). Data collection is anticipated to begin in December of 2024. The proposed study is designed to be completed over 3 years. CONCLUSIONS: Examining momentary caregiving practices using EMA has important implications for refining and scaling caregiver-involved interventions for AUD+CODs so that families who would benefit from caregiver-involved treatments can have access to them. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): PRR1-10.2196/63399.

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)0.037
metaresearch head score (Gemma)0.027
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.037
Threshold uncertainty score0.196

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0370.027
Meta-epidemiology (narrow)0.0040.003
Meta-epidemiology (broad)0.0050.004
Bibliometrics0.0030.003
Science and technology studies0.0070.002
Scholarly communication0.0030.002
Open science0.0050.004
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0310.008

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 head0.594
GPT teacher head0.630
Teacher spread0.036 · 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 designNot applicable
Domainnot available
GenreProtocol

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

Citations1
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueJMIR Research Protocols→Same topicSubstance Abuse Treatment and Outcomes→French-language works237,207→