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Applying ‘best fit’
frameworks to
systematic review
data extraction
Andrea Miller-Nesbitt, Catherine Boden,
Andrew Booth, et al.
7t h International Conference on Qualitative and Quantitative
Methods in Libraries, Paris France
May 2015
Overview
• Background	
  
• Systema2c	
  review	
  process	
  
• ‘Best	
  fit’	
  framework	
  methodology	
  
• Applica2on	
  of	
  methodology	
  to	
  our	
  project	
  
Background
Conduct	
  a	
  systema2c	
  review	
  to	
  address	
  
one	
  of	
  the	
  15	
  ques2ons	
  iden2fied	
  in	
  the	
  
MLA	
  Research	
  Agenda:	
  Appraising	
  the	
  Best	
  
Available	
  Evidence	
  
Research question
What	
  skills	
  and	
  knowledge	
  must	
  librarians	
  
possess	
  in	
  order	
  to	
  be	
  able	
  to	
  design	
  tools	
  	
  
to	
  help	
  researchers	
  visualize,	
  mine,	
  and	
  	
  
otherwise	
  manage	
  large	
  and	
  complex	
  
data	
  gathered	
  during	
  both	
  quan2ta2ve	
  
and	
  qualita2ve	
  research?	
  
Research question
What	
  skills	
  and	
  knowledge	
  must	
  librarians	
  
possess	
  in	
  order	
  to	
  be	
  able	
  to	
  design	
  tools	
  	
  
to	
  help	
  researchers	
  visualize,	
  mine,	
  and	
  	
  
otherwise	
  manage	
  large	
  and	
  complex	
  
data	
  gathered	
  during	
  both	
  quan2ta2ve	
  
and	
  qualita2ve	
  research?	
  
*Catherine	
  	
  
Boden	
  	
  
Brooke	
  
Billman	
  
Lorely	
  
Ambriz	
  
Andrea	
  Miller-­‐Nesbitt	
  
Martin	
  Morris	
  
Andrew	
  	
  
Booth	
  
Abby	
  
Adamczyk	
  
Anne	
  
Woznica	
  
Keith	
  
Engwall	
  
Rienne	
  	
  
Johnson	
  
Betsy	
  Clark	
  
Search
Databases:	
  
PubMed,	
  Embase,	
  ACM,	
  
LISA,	
  LISTA,	
  ERIC,	
  Web	
  
of	
  Science,	
  WorldCat	
  
Date	
  limits:	
  
Ar2cles	
  
•  2000	
  to	
  May	
  2014	
  
Books	
  
•  2005	
  to	
  May	
  2014	
  
Preliminary results
Records	
  aTer	
  duplicates	
  
removed	
  (n=3910)	
  
Records	
  screened	
  
(n=3910)	
  
Full-­‐text	
  ar2cles	
  assessed	
  
for	
  eligibility	
  (n=165)	
  
Ar2cles	
  included	
  in	
  
qualita2ve	
  analysis	
  
(n=26*)	
  
Data	
  visualiza2on	
  (n=7)	
  
Data	
  mining	
  (n=9)	
  
Data	
  management	
  (n=24)	
  
Records	
  excluded	
  in	
  2tle	
  
abstract	
  screen	
  (n=3745)	
  
Full-­‐text	
  ar2cles	
  excluded	
  
(n=70*)	
  
Data extraction
“Best	
  fit”	
  
framework	
  
synthesis	
  
Large	
  result	
  
set	
  
Time	
  
constraints	
  
Large	
  
research	
  
team	
  
MulEple	
  
facets	
  within	
  
research	
  
quesEon	
  
Framework synthesis
• Deduc2ve	
  process	
  used	
  for	
  systema2c	
  reviews	
  
• Highly	
  structured	
  approach	
  to	
  analyzing	
  qualita2ve	
  
data	
  
• A	
  priori	
  framework	
  is	
  iden2fied	
  or	
  developed	
  from	
  
a	
  range	
  of	
  sources	
  
• Clearly	
  defined	
  themes	
  in	
  order	
  to	
  ensure	
  
transparency,	
  consistency	
  and	
  speed	
  of	
  data	
  
coding	
  
	
  
‘Best fit’ framework
synthesis
“The	
  ‘best	
  fit’	
  framework	
  synthesis	
  method	
  
offered	
  a	
  means	
  to	
  test,	
  reinforce	
  and	
  
build	
  on	
  an	
  exis2ng	
  published	
  model,	
  
conceived	
  for	
  a	
  poten2ally	
  different	
  but	
  
relevant	
  popula2on…this	
  approach	
  
produces	
  a	
  rela2vely	
  rapid,	
  transparent	
  
and	
  pragma2c	
  process.”	
  
(Carroll	
  et	
  al.,	
  2013,	
  p1)	
  
Research	
  ques2on	
  
Iden2fy	
  ‘best	
  fit’	
  frameworks,	
  
conceptual	
  models	
  or	
  theories	
  
Iden2fy	
  relevant	
  studies	
  for	
  
analysis	
  	
  
Generate	
  a	
  priori	
  framework	
  
using	
  thema2c	
  analysis	
  
Extract	
  data	
  from	
  included	
  
studies	
  
Code	
  evidence	
  from	
  included	
  studies	
  
against	
  a	
  priori	
  framework	
  
Create	
  new	
  themes	
  by	
  doing	
  thema2c	
  analysis	
  on	
  
evidence	
  that	
  cannot	
  be	
  coded	
  against	
  the	
  framework	
  
Incorporate	
  new	
  themes	
  into	
  a	
  priori	
  framework	
  
to	
  produce	
  new	
  conceptual	
  model	
  
(Carroll	
  et	
  al.,	
  2013,	
  p.3)	
  
‘Best fit’ framework(s)
synthesis
• DigCCurr	
  Data	
  
management	
  
• TBD	
  Data	
  mining	
  
Data	
  
visualiza2on	
   • TBD	
  
Data extraction form
Data extraction form
“what	
  are	
  the	
  competencies	
  described	
  in	
  the	
  ar2cle	
  for	
  designing	
  
tools	
  that	
  support	
  archival	
  storage?”	
  
“what	
  are	
  the	
  competencies	
  in	
  the	
  ar2cle	
  for	
  designing	
  tools	
  for	
  
valida2on	
  and	
  quality	
  control	
  of	
  digital	
  objects/packages?”	
  
…	
  
“descrip2on	
  of	
  competencies	
  relevant	
  to	
  the	
  design	
  of	
  tools	
  for	
  data	
  
management	
  that	
  did	
  not	
  fit	
  in	
  the	
  categories	
  above”	
  
“there	
  is	
  insufficient	
  data	
  to	
  be	
  extracted	
  with	
  regard	
  to	
  research	
  
data	
  management”	
  
“record	
  any	
  obvious	
  issues	
  about	
  study	
  quality”	
  
	
  
Challenges
• Iden2fying	
  appropriate	
  frameworks	
  
• Lack	
  of	
  granularity	
  
• Missing	
  various	
  concepts	
  (especially	
  tools)	
  
• Did	
  not	
  adequately	
  address	
  ‘competencies’	
  
• Maintaining	
  objec2vity	
  
• Ensuring	
  we	
  do	
  not	
  force	
  data	
  into	
  the	
  a	
  priori	
  
framework	
  	
  
	
  
Next steps
• New	
  themes	
  iden2fied	
  
• Relevance	
  of	
  data	
  management,	
  mining	
  or	
  
visualiza2on	
  frameworks	
  to	
  librarians’	
  
roles	
  
• Applica2on	
  of	
  ‘best	
  fit’	
  framework	
  
methodology	
  to	
  LIS	
  research	
  
Projected outcome
Generate	
  an	
  evidence-­‐based	
  model,	
  
that	
  iden2fies	
  the	
  competencies	
  
required	
  of	
  librarians	
  involved	
  in	
  
the	
  design	
  of	
  tools	
  used	
  for	
  data	
  
management,	
  mining	
  or	
  
visualiza2on.	
  	
  
Selected references
Barnek-­‐Page,	
  E.,	
  &	
  Thomas,	
  J.	
  (2009).	
  Methods	
  for	
  the	
  synthesis	
  of	
  qualita2ve	
  research:	
  a	
  cri2cal	
  
review.	
  BMC	
  Medical	
  Research	
  Methodology,	
  9(1),	
  1-­‐11.	
  	
  
Carroll,	
  C.,	
  Booth,	
  A.,	
  &	
  Cooper,	
  K.	
  (2011).	
  A	
  worked	
  example	
  of	
  "best	
  fit"	
  framework	
  synthesis:	
  a	
  
systema2c	
  review	
  of	
  views	
  concerning	
  the	
  taking	
  of	
  some	
  poten2al	
  chemopreven2ve	
  agents.	
  BMC	
  
medical	
  research	
  methodology,	
  11(29).	
  	
  
Carroll,	
  C.,	
  Booth,	
  A.,	
  Leaviss,	
  J.,	
  &	
  Rick,	
  J.	
  (2013).	
  "Best	
  fit"	
  framework	
  synthesis:	
  refining	
  the	
  method.	
  
BMC	
  medical	
  research	
  methodology,	
  13(1),	
  37.	
  	
  
Dixon-­‐Woods,	
  M.	
  (2011).	
  Using	
  framework-­‐based	
  synthesis	
  for	
  conduc2ng	
  reviews	
  of	
  qualita2ve	
  
studies.	
  BMC	
  medicine,	
  9(1),	
  39.	
  	
  
Eldredge,	
  J.	
  D.,	
  Ascher,	
  M.	
  T.,	
  Holmes,	
  H.	
  N.,	
  &	
  Harris,	
  M.	
  R.	
  (2012).	
  The	
  new	
  Medical	
  Library	
  Associa2on	
  
research	
  agenda:	
  final	
  results	
  from	
  a	
  three-­‐phase	
  Delphi	
  study.	
  J	
  Med	
  Libr	
  Assoc,	
  100(3),	
  214-­‐218.	
  doi:	
  
10.3163/1536-­‐5050.100.3.012	
  
Eldredge,	
  J.	
  D.,	
  Harris,	
  M.	
  R.,	
  &	
  Ascher,	
  M.	
  T.	
  (2009).	
  Defining	
  the	
  Medical	
  Library	
  Associa2on	
  research	
  
agenda:	
  methodology	
  and	
  final	
  results	
  from	
  a	
  consensus	
  process.	
  J	
  Med	
  Libr	
  Assoc,	
  97(3),	
  178-­‐185.	
  
Ritchie,	
  J.,	
  &	
  Spencer,	
  L.	
  (1994).	
  Qualita2ve	
  data	
  analysis	
  for	
  applied	
  policy	
  research.	
  In	
  A.	
  Bryman	
  &	
  R.	
  
G.	
  Burgess	
  (Eds.),	
  Analyzing	
  qualitaNve	
  data	
  (pp.	
  173-­‐194).	
  London;	
  New	
  York:	
  Routledge.	
  
	
  
Questions?
Andrea	
  Miller-­‐Nesbi	
  
McGill	
  University,	
  Montreal,	
  QC	
  
andrea.miller-­‐nesbik@mcgill.ca	
  

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Applying ‘best fit’ frameworks to systematic review data extraction

  • 1. Applying ‘best fit’ frameworks to systematic review data extraction Andrea Miller-Nesbitt, Catherine Boden, Andrew Booth, et al. 7t h International Conference on Qualitative and Quantitative Methods in Libraries, Paris France May 2015
  • 2. Overview • Background   • Systema2c  review  process   • ‘Best  fit’  framework  methodology   • Applica2on  of  methodology  to  our  project  
  • 3. Background Conduct  a  systema2c  review  to  address   one  of  the  15  ques2ons  iden2fied  in  the   MLA  Research  Agenda:  Appraising  the  Best   Available  Evidence  
  • 4. Research question What  skills  and  knowledge  must  librarians   possess  in  order  to  be  able  to  design  tools     to  help  researchers  visualize,  mine,  and     otherwise  manage  large  and  complex   data  gathered  during  both  quan2ta2ve   and  qualita2ve  research?  
  • 5. Research question What  skills  and  knowledge  must  librarians   possess  in  order  to  be  able  to  design  tools     to  help  researchers  visualize,  mine,  and     otherwise  manage  large  and  complex   data  gathered  during  both  quan2ta2ve   and  qualita2ve  research?  
  • 6. *Catherine     Boden     Brooke   Billman   Lorely   Ambriz   Andrea  Miller-­‐Nesbitt   Martin  Morris   Andrew     Booth   Abby   Adamczyk   Anne   Woznica   Keith   Engwall   Rienne     Johnson   Betsy  Clark  
  • 7. Search Databases:   PubMed,  Embase,  ACM,   LISA,  LISTA,  ERIC,  Web   of  Science,  WorldCat   Date  limits:   Ar2cles   •  2000  to  May  2014   Books   •  2005  to  May  2014  
  • 8. Preliminary results Records  aTer  duplicates   removed  (n=3910)   Records  screened   (n=3910)   Full-­‐text  ar2cles  assessed   for  eligibility  (n=165)   Ar2cles  included  in   qualita2ve  analysis   (n=26*)   Data  visualiza2on  (n=7)   Data  mining  (n=9)   Data  management  (n=24)   Records  excluded  in  2tle   abstract  screen  (n=3745)   Full-­‐text  ar2cles  excluded   (n=70*)  
  • 9. Data extraction “Best  fit”   framework   synthesis   Large  result   set   Time   constraints   Large   research   team   MulEple   facets  within   research   quesEon  
  • 10. Framework synthesis • Deduc2ve  process  used  for  systema2c  reviews   • Highly  structured  approach  to  analyzing  qualita2ve   data   • A  priori  framework  is  iden2fied  or  developed  from   a  range  of  sources   • Clearly  defined  themes  in  order  to  ensure   transparency,  consistency  and  speed  of  data   coding    
  • 11. ‘Best fit’ framework synthesis “The  ‘best  fit’  framework  synthesis  method   offered  a  means  to  test,  reinforce  and   build  on  an  exis2ng  published  model,   conceived  for  a  poten2ally  different  but   relevant  popula2on…this  approach   produces  a  rela2vely  rapid,  transparent   and  pragma2c  process.”   (Carroll  et  al.,  2013,  p1)  
  • 12. Research  ques2on   Iden2fy  ‘best  fit’  frameworks,   conceptual  models  or  theories   Iden2fy  relevant  studies  for   analysis     Generate  a  priori  framework   using  thema2c  analysis   Extract  data  from  included   studies   Code  evidence  from  included  studies   against  a  priori  framework   Create  new  themes  by  doing  thema2c  analysis  on   evidence  that  cannot  be  coded  against  the  framework   Incorporate  new  themes  into  a  priori  framework   to  produce  new  conceptual  model   (Carroll  et  al.,  2013,  p.3)  
  • 13. ‘Best fit’ framework(s) synthesis • DigCCurr  Data   management   • TBD  Data  mining   Data   visualiza2on   • TBD  
  • 15. Data extraction form “what  are  the  competencies  described  in  the  ar2cle  for  designing   tools  that  support  archival  storage?”   “what  are  the  competencies  in  the  ar2cle  for  designing  tools  for   valida2on  and  quality  control  of  digital  objects/packages?”   …   “descrip2on  of  competencies  relevant  to  the  design  of  tools  for  data   management  that  did  not  fit  in  the  categories  above”   “there  is  insufficient  data  to  be  extracted  with  regard  to  research   data  management”   “record  any  obvious  issues  about  study  quality”    
  • 16. Challenges • Iden2fying  appropriate  frameworks   • Lack  of  granularity   • Missing  various  concepts  (especially  tools)   • Did  not  adequately  address  ‘competencies’   • Maintaining  objec2vity   • Ensuring  we  do  not  force  data  into  the  a  priori   framework      
  • 17. Next steps • New  themes  iden2fied   • Relevance  of  data  management,  mining  or   visualiza2on  frameworks  to  librarians’   roles   • Applica2on  of  ‘best  fit’  framework   methodology  to  LIS  research  
  • 18. Projected outcome Generate  an  evidence-­‐based  model,   that  iden2fies  the  competencies   required  of  librarians  involved  in   the  design  of  tools  used  for  data   management,  mining  or   visualiza2on.    
  • 19. Selected references Barnek-­‐Page,  E.,  &  Thomas,  J.  (2009).  Methods  for  the  synthesis  of  qualita2ve  research:  a  cri2cal   review.  BMC  Medical  Research  Methodology,  9(1),  1-­‐11.     Carroll,  C.,  Booth,  A.,  &  Cooper,  K.  (2011).  A  worked  example  of  "best  fit"  framework  synthesis:  a   systema2c  review  of  views  concerning  the  taking  of  some  poten2al  chemopreven2ve  agents.  BMC   medical  research  methodology,  11(29).     Carroll,  C.,  Booth,  A.,  Leaviss,  J.,  &  Rick,  J.  (2013).  "Best  fit"  framework  synthesis:  refining  the  method.   BMC  medical  research  methodology,  13(1),  37.     Dixon-­‐Woods,  M.  (2011).  Using  framework-­‐based  synthesis  for  conduc2ng  reviews  of  qualita2ve   studies.  BMC  medicine,  9(1),  39.     Eldredge,  J.  D.,  Ascher,  M.  T.,  Holmes,  H.  N.,  &  Harris,  M.  R.  (2012).  The  new  Medical  Library  Associa2on   research  agenda:  final  results  from  a  three-­‐phase  Delphi  study.  J  Med  Libr  Assoc,  100(3),  214-­‐218.  doi:   10.3163/1536-­‐5050.100.3.012   Eldredge,  J.  D.,  Harris,  M.  R.,  &  Ascher,  M.  T.  (2009).  Defining  the  Medical  Library  Associa2on  research   agenda:  methodology  and  final  results  from  a  consensus  process.  J  Med  Libr  Assoc,  97(3),  178-­‐185.   Ritchie,  J.,  &  Spencer,  L.  (1994).  Qualita2ve  data  analysis  for  applied  policy  research.  In  A.  Bryman  &  R.   G.  Burgess  (Eds.),  Analyzing  qualitaNve  data  (pp.  173-­‐194).  London;  New  York:  Routledge.    
  • 20. Questions? Andrea  Miller-­‐Nesbi   McGill  University,  Montreal,  QC   andrea.miller-­‐nesbik@mcgill.ca