Evidence map›Paper›PMID 39613828›Full record

ArticleNPJ digital medicine2024

Natural language processing in mixed-methods evaluation of a digital sleep-alcohol intervention for young adults.

Frances J Griffith, Garrett I Ash, Madilyn Augustine, Leah Latimer, Naomi Verne, Nancy S Redeker, Stephanie S O'Malley, Kelly S DeMartini, Lisa M Fucito

Registry-linked trialAbstract read
In one paragraph

Article in NPJ digital medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03658954 (Development of a Multimodal Sleep Intervention Using Wearable Technology to Reduce Heavy Drinking in Young Adults), which is not on this map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT03658954 nacompletednot on this map

Development of a Multimodal Sleep Intervention Using Wearable Technology to Reduce Heavy Drinking in Young Adults

TypeinterventionalSponsorYale UniversityRan2018 to 2021Enrolled120ConditionsDrinking, AlcoholArmsAdvice, Self-monitoring, Feedback
3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Trial
  2. Trial
  3. Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Frances J GriffithYale School of Medicine, Department of Psychiatry, New Haven, CT, USA. frances.griffith@yale.edu.ORCID http://orcid.org/0000-0001-9238-0212
Garrett I AshYale School of Medicine, Department of Biomedical Informatics and Data Science, New Haven, CT, USA.
Madilyn AugustineYale School of Medicine, Department of Psychiatry, New Haven, CT, USA.
Leah LatimerYale School of Medicine, Department of Psychiatry, New Haven, CT, USA.
Naomi VerneYale School of Public Health, Department of Social and Behavioral Science, New Haven, CT, USA.
Nancy S RedekerUniversity of Connecticut, School of Nursing, Storrs, CT, USA.
Stephanie S O'MalleyYale School of Medicine, Department of Psychiatry, New Haven, CT, USA.
Kelly S DeMartiniYale School of Medicine, Department of Psychiatry, New Haven, CT, USA.
Lisa M FucitoYale School of Medicine, Department of Psychiatry, New Haven, CT, USA.ORCID http://orcid.org/0000-0001-9410-2830

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
Research Training Program in Substance Use PreventionT32DA019426 · NIDA · YALE UNIVERSITY · PI TAMI P SULLIVAN · 2005 to 2026
$7.5M
Deep Phenotyping of Heavy Drinking in Young Adults with Behavioral Scales, Neuropsychological Tasks, and Smartphone Sensing TechnologyR01AA030136 · NIAAA · YALE UNIVERSITY · PI Kelly S DeMartini, LISA M FUCITO · 2023 to 2026
$2.6M
DEVELOPMENT OF A MULTIMODAL MOBILE SLEEP INTERVENTION USING WEARABLE TECHNOLOGY TO REDUCE HEAVY DRINKING IN YOUNG ADULTSR34AA026021 · NIAAA · YALE UNIVERSITY · PI FUCITO, LISA M · 2018 to 2020
$753k
NCATS NIH HHS UL1 TR001863NIAAA NIH HHS R01 AA030136NIAAA NIH HHS R34 AA026021NIDA NIH HHS T32 DA019426U.S. Department of Health & Human Services | NIH | National Institute on Alcohol Abuse and Alcoholism (NIAAA) R01AA03013U.S. Department of Health & Human Services | NIH | National Institute on Alcohol Abuse and Alcoholism (NIAAA) R34AA026021U.S. Department of Health & Human Services | NIH | National Institute on Alcohol Abuse and Alcoholism (NIAAA) R34AA026021-S1U.S. Department of Health & Human Services | NIH | National Institute on Drug Abuse (NIDA) T32DA019426
6 · The paper itself

Abstract

We used natural language processing (NLP) in convergent mixed methods to evaluate young adults' experiences with Call it a Night (CIAN), a digital personalized feedback and coaching sleep-alcohol intervention. Young adults with heavy drinking (N = 120) were randomized to CIAN or controls (A + SM: web-based advice + self-monitoring or A: advice; clinicaltrials.gov, 8/31/18, #NCT03658954). Most CIAN participants (72.0%) preferred coaching to control interventions. Control participants found advice more helpful than CIAN participants (X

Identifiers

PMID39613828
PMCPMC11606959

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.