Literature DB >> 29255326

The Emergence and Collapse of Knowledge Boundaries.

David A Broniatowski, Christopher L Magee.   

Abstract

The dynamics of knowledge transfer is an important topic for engineering managers. In this paper, we study knowledge boundaries - barriers to knowledge transfer - in groups of experts, using topic modeling, a natural language processing technique, applied to transcript data from the U.S. Food and Drug Administration's Circulatory Systems Advisory Panel. As predicted by prior theory, we find that knowledge boundaries emerge as the group faces increasingly challenging problems. Beyond this theory, we find that knowledge boundaries cease to structure communications between communities of practice when the group's expert ability is insufficient to solve its task, such as in the presence of high novelty. We conjecture that the amount of expert knowledge that the group can collectively bring to bear is a determining factor in boundary formation. This implies that some of the factors underlying knowledge boundary formation may aid - rather than hinder - knowledge aggregation. We briefly explore this conjecture using qualitative exploration of several relevant meetings. Finally, we discuss implications of these results for organizations attempting to leverage their expertise given the state of their collective knowledge.

Entities:  

Keywords:  Group decision-making; Knowledge boundaries; Natural-language processing; Network analysis

Year:  2017        PMID: 29255326      PMCID: PMC5731664          DOI: 10.1109/TEM.2017.2677744

Source DB:  PubMed          Journal:  IEEE Trans Eng Manag        ISSN: 0018-9391            Impact factor:   6.146


  7 in total

1.  Finding scientific topics.

Authors:  Thomas L Griffiths; Mark Steyvers
Journal:  Proc Natl Acad Sci U S A       Date:  2004-02-10       Impact factor: 11.205

2.  Physician decision making and cardiac risk: effects of knowledge, risk perception, risk tolerance, and fuzzy processing.

Authors:  Valerie F Reyna; Farrell J Lloyd
Journal:  J Exp Psychol Appl       Date:  2006-09

Review 3.  Mortality in randomized controlled trials comparing drug-eluting vs. bare metal stents in coronary artery disease: a meta-analysis.

Authors:  Alain Joel Nordmann; Matthias Briel; Heiner Claudins Bucher
Journal:  Eur Heart J       Date:  2006-10-04       Impact factor: 29.983

4.  Treatment of in-stent restenosis--back to the future?

Authors:  Edoardo Camenzind
Journal:  N Engl J Med       Date:  2006-11-13       Impact factor: 91.245

5.  Topics in semantic representation.

Authors:  Thomas L Griffiths; Mark Steyvers; Joshua B Tenenbaum
Journal:  Psychol Rev       Date:  2007-04       Impact factor: 8.934

6.  Late thrombosis of drug-eluting stents: a meta-analysis of randomized clinical trials.

Authors:  Anthony A Bavry; Dharam J Kumbhani; Thomas J Helton; Przemyslaw P Borek; Girish R Mood; Deepak L Bhatt
Journal:  Am J Med       Date:  2006-12       Impact factor: 4.965

7.  Does teamwork improve performance in the operating room? A multilevel evaluation.

Authors:  Sallie J Weaver; Michael A Rosen; Deborah DiazGranados; Elizabeth H Lazzara; Rebecca Lyons; Eduardo Salas; Stephen A Knych; Margie McKeever; Lee Adler; Mary Barker; Heidi B King
Journal:  Jt Comm J Qual Patient Saf       Date:  2010-03
  7 in total

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