Literature DB >> 32142055

Addressing Missing Data in Substance Use Research: A Review and Data Justice-based Approach.

Caroline King1, Honora Englander, Kelsey C Priest, P Todd Korthuis, Sterling McPherson.   

Abstract

: Missing data in substance use disorder (SUD) research can pose a challenge as researchers attempt to publish reliable findings based on the limited available information. Tools to address missing data exist, but are underused and may not address all types of missingness. Missing data are more than a statistical problem: for underserved populations and people with SUDs who may have missing data for a myriad of reasons, missing data represents missing stories and information that can have real-world impacts on system and policy-level decision making. This paper reviews types of missing data and, through a data justice lens, asserts the importance of the increased use and development of statistical tools to handle missing data in SUD research.

Entities:  

Mesh:

Year:  2020        PMID: 32142055      PMCID: PMC7483132          DOI: 10.1097/ADM.0000000000000644

Source DB:  PubMed          Journal:  J Addict Med        ISSN: 1932-0620            Impact factor:   4.647


  10 in total

1.  Missing data: our view of the state of the art.

Authors:  Joseph L Schafer; John W Graham
Journal:  Psychol Methods       Date:  2002-06

2.  Missing data imputation: focusing on single imputation.

Authors:  Zhongheng Zhang
Journal:  Ann Transl Med       Date:  2016-01

3.  Imputation of missing values is superior to complete case analysis and the missing-indicator method in multivariable diagnostic research: a clinical example.

Authors:  Geert J M G van der Heijden; A Rogier T Donders; Theo Stijnen; Karel G M Moons
Journal:  J Clin Epidemiol       Date:  2006-07-11       Impact factor: 6.437

Review 4.  Missing data: a systematic review of how they are reported and handled.

Authors:  Iris Eekhout; R Michiel de Boer; Jos W R Twisk; Henrica C W de Vet; Martijn W Heymans
Journal:  Epidemiology       Date:  2012-09       Impact factor: 4.822

5.  Multiple Imputation for Incomplete Data in Epidemiologic Studies.

Authors:  Ofer Harel; Emily M Mitchell; Neil J Perkins; Stephen R Cole; Eric J Tchetgen Tchetgen; BaoLuo Sun; Enrique F Schisterman
Journal:  Am J Epidemiol       Date:  2018-03-01       Impact factor: 4.897

6.  Missing data in substance abuse treatment research: current methods and modern approaches.

Authors:  Sterling McPherson; Celestina Barbosa-Leiker; G Leonard Burns; Donelle Howell; John Roll
Journal:  Exp Clin Psychopharmacol       Date:  2012-02-13       Impact factor: 3.157

7.  The prevention and treatment of missing data in clinical trials.

Authors:  Roderick J Little; Ralph D'Agostino; Michael L Cohen; Kay Dickersin; Scott S Emerson; John T Farrar; Constantine Frangakis; Joseph W Hogan; Geert Molenberghs; Susan A Murphy; James D Neaton; Andrea Rotnitzky; Daniel Scharfstein; Weichung J Shih; Jay P Siegel; Hal Stern
Journal:  N Engl J Med       Date:  2012-10-04       Impact factor: 91.245

8.  The prevention and handling of the missing data.

Authors:  Hyun Kang
Journal:  Korean J Anesthesiol       Date:  2013-05-24

Review 9.  Strategies for dealing with missing data in clinical trials: from design to analysis.

Authors:  James D Dziura; Lori A Post; Qing Zhao; Zhixuan Fu; Peter Peduzzi
Journal:  Yale J Biol Med       Date:  2013-09-20

10.  Stereotyping and the treatment of missing data for drug and alcohol clinical trials.

Authors:  Stephan Arndt
Journal:  Subst Abuse Treat Prev Policy       Date:  2009-02-18
  10 in total
  3 in total

1.  Trust in Hospital Physicians Among Patients With Substance Use Disorder Referred to an Addiction Consult Service: A Mixed-methods Study.

Authors:  Caroline King; Devin Collins; Alisa Patten; Christina Nicolaidis; Honora Englander
Journal:  J Addict Med       Date:  2022 Jan-Feb 01       Impact factor: 3.702

2.  Incarceration and compulsory rehabilitation impede use of medication for opioid use disorder and HIV care engagement in Vietnam.

Authors:  Caroline King; Ryan Cook; Le Minh Giang; Gavin Bart; Kim Hoffman; Elizabeth Needham Waddell; P Todd Korthuis
Journal:  J Subst Abuse Treat       Date:  2021-05-01

Review 3.  Using primary care databases for addiction research: An introduction and overview of strengths and weaknesses.

Authors:  Daniel Kotz; Amy O'Donnell; Sterling McPherson; Kyla H Thomas
Journal:  Addict Behav Rep       Date:  2022-01-13
  3 in total

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