Evidence map›Paper›PMID 24953241›Full record

ArticleJournal of biomedical informatics2014

Using computational modeling to assess the impact of clinical decision support on cancer screening improvement strategies within the community health centers.

Timothy Jay Carney, Geoffrey P Morgan, Josette Jones, Anna M McDaniel, Michael Weaver, Bryan Weiner, David A Haggstrom

Open access · bronzeAbstract read
In one paragraph

Article in Journal of biomedical informatics, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
1.5field-weighted citation impact, top 17% of its field
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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 16 citations in OpenAlex.

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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

7 authors at 5 institutions in 2 countries.

Timothy Jay CarneyIndiana University School of Informatics (IUPUI), United States; University of North Carolina, Gillings School of Global Public Health, United States. Electronic address: tcarney@unc.edu.
Geoffrey P MorganCarnegie Mellon University, Computational Analysis of Social and Organizational Systems (CASOS), United States. Electronic address: gmorgan@cs.cmu.edu.
Josette JonesIndiana University School of Informatics (IUPUI), United States. Electronic address: jofjones@iupui.edu.
Anna M McDanielIndiana University School of Informatics (IUPUI), United States; Indiana University School of Nursing, United States. Electronic address: amcdanie@iupui.edu.
Michael WeaverIndiana University School of Nursing, United States. Electronic address: mtweaver@iupui.edu.
Bryan WeinerUniversity of North Carolina, Gillings School of Global Public Health, United States. Electronic address: weiner@email.unc.edu.
David A HaggstromVA HSR&D Center of Excellence on Implementing Evidence-based Practice, United States; Roudebush VA Medical Center Regenstrief Institute, Inc., United States; Division of General Internal Medicine, Indiana University School of Medicine, United States. Electronic address: dahaggst@iupui.edu.
Indiana University – Purdue University Indianapolis · USUniversity School · USCarnegie Mellon University · USDepartment of Health · ZARichard L. Roudebush VA Medical Center · US

Funding

Training ProgramU54CA153602 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI GODLEY, PAUL A. · 2010 to 2015
$5.4M
Training in Research for Behavioral Oncology and Cancer Control ProgramR25CA117865 · NCI · INDIANA UNIV-PURDUE UNIV AT INDIANAPOLIS · PI CHAMPION, VICTORIA LEE · 2006 to 2015
$4.1M
Cancer Health Disparities Training ProgramT32CA128582 · NCI · UNIV OF NORTH CAROLINA CHAPEL HILL · PI SMITH, JENNIFER SUSAN, TATE, DEBORAH F. · 2009 to 2023
$3.4M
Interdisciplinary Training in Cancer Prevention and ControlT32CA117865 · NCI · INDIANA UNIVERSITY INDIANAPOLIS · PI Victoria Lee Champion, Catherine E Mosher · 2016 to 2026
$2.4M
NCI NIH HHS R25 CA117865NCI NIH HHS R25-CA117865-04NCI NIH HHS T32 CA117865NCI NIH HHS T32 CA128582NCI NIH HHS T32CA128582NCI NIH HHS U54 CA153602
6 · The paper itself

Abstract

Our conceptual model demonstrates our goal to investigate the impact of clinical decision support (CDS) utilization on cancer screening improvement strategies in the community health care (CHC) setting. We employed a dual modeling technique using both statistical and computational modeling to evaluate impact. Our statistical model used the Spearman's Rho test to evaluate the strength of relationship between our proximal outcome measures (CDS utilization) against our distal outcome measure (provider self-reported cancer screening improvement). Our computational model relied on network evolution theory and made use of a tool called Construct-TM to model the use of CDS measured by the rate of organizational learning. We employed the use of previously collected survey data from community health centers Cancer Health Disparities Collaborative (HDCC). Our intent is to demonstrate the added valued gained by using a computational modeling tool in conjunction with a statistical analysis when evaluating the impact a health information technology, in the form of CDS, on health care quality process outcomes such as facility-level screening improvement. Significant simulated disparities in organizational learning over time were observed between community health centers beginning the simulation with high and low clinical decision support capability.

Indexed as

Models, StatisticalCommunity Health CentersComputer SimulationDecision Support Systems, ClinicalEarly Detection of CancerHumansIncidenceNeoplasmsOutcome Assessment, Health CareReproducibility of ResultsRisk FactorsSensitivity and SpecificityUnited StatesCancer screeningCommunity health centerComputationalModelingSimulationSystems-thinking

Identifiers

PMID24953241
PMCPMC4194243
OpenAlexW2030854194

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.