Cited by 331Health Policy Implementation SciencePatient-Provider Communication in HealthcarePalliative Care and End-of-Life Issues

Organizational- and system-level characteristics that influence implementation of shared decision-making and strategies to address them — a scoping review

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Scholl, Isabelle, LaRussa, Allison, Hahlweg, Pola, Kobrin, Sarah, Elwyn, Glyn·2018·Implementation Science

Abstract

BACKGROUND: Shared decision-making (SDM) is poorly implemented in routine care, despite being promoted by health policies. No reviews have solely focused on an in-depth synthesis of the literature around organizational- and system-level characteristics (i.e., characteristics of healthcare organizations and of healthcare systems) that may affect SDM implementation. A synthesis would allow exploration of interventions to address these characteristics. The study aim was to compile a comprehensive overview of organizational- and system-level characteristics that are likely to influence the implementation of SDM, and to describe strategies to address those characteristics described in the literature. METHODS: We conducted a scoping review using the Arksey and O'Malley framework. The search strategy included an electronic search and a secondary search including gray literature. We included publications reporting on projects that promoted implementation of SDM or other decision support interventions in routine healthcare. We screened titles and abstracts, and assessed full texts for eligibility. We used qualitative thematic analysis to identify organizational- and system-level characteristics. RESULTS: After screening 7745 records and assessing 354 full texts for eligibility, 48 publications on 32 distinct implementation projects were included. Most projects (N = 22) were conducted in the USA. Several organizational-level characteristics were described as influencing the implementation of SDM, including organizational leadership, culture, resources, and priorities, as well as teams and workflows. Described system-level characteristics included policies, clinical guidelines, incentives, culture, education, and licensing. We identified potential strategies to influence the described characteristics, e.g., examples how to facilitate distribution of decision aids in a healthcare institution. CONCLUSIONS: Although infrequently studied, organizational- and system-level characteristics appear to play a role in the failure to implement SDM in routine care. A wide range of characteristics described as supporting and inhibiting implementation were identified. Future studies should assess the impact of these characteristics on SDM implementation more thoroughly, quantify likely interactions, and assess how characteristics might operate across types of systems and areas of healthcare. Organizations that wish to support the adoption of SDM should carefully consider the role of organizational- and system-level characteristics. Implementation and organizational theory could provide useful guidance for how to address facilitators and barriers to change.

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  • Organizational leadership is a critical determinant of the successful implementation of universal prevention programs in schools.

    “Organizational leadership is a critical determinant of the successful implementation of these programs.”

    From Leading the charge in the education sector: development and validation of the School Implementation Leadership Scale (SILS) (2022) · cites this paper as [3]

    The Abstract Results identify organizational leadership as a factor influencing implementation of shared decision-making in healthcare. The source does not study universal prevention programs in schools, and its conclusions are more cautious than calling leadership a critical determinant of successful implementation. (LLM, conf=0.88)

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References 90 · Cited by 331

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  1. [1]Härter M Moumjid N Cornuz J Elwyn G van der Weijden T Shared decision making in 2017: international accomplishments in policy, research and implementation Z Evid Fortbild Qual Gesundhwes 2017 123 1 5 10.1016/j.zefq.2017.05.024 28546053 · DOI
  2. [3]Charles C Gafni A Whelan T Self-reported use of shared decision-making among breast cancer specialists and perceived barriers and facilitators to implementing this approach Health Expect 2004 7 338 348 10.1111/j.1369-7625.2004.00299.x 15544686 PMC5060255 · DOI
  3. [6]Vogel BA Helmes AW Hasenburg A Concordance between patients’ desired and actual decision-making roles in breast cancer care Psychooncology 2008 17 182 189 10.1002/pon.1215 17534866 · DOI
  4. [8]Shepherd HL Tattersall MH Butow PN The context influences doctors’ support of shared decision-making in cancer care Br J Cancer 2007 97 6 13 10.1038/sj.bjc.6603841 17551491 PMC2359664 · DOI
  5. [9]Shepherd HL Tattersall MH Butow PN Physician-identified factors affecting patient participation in reaching treatment decisions J Clin Oncol 2008 26 1724 1731 10.1200/JCO.2007.13.5566 18375902 · DOI
  6. [12]Scholl I Zill JM Härter M Dirmaier J An integrative model of patient-centeredness - a systematic review and concept analysis PLoS One 2014 9 e107828 10.1371/journal.pone.0107828 25229640 PMC4168256 · DOI
  7. [13]Elwyn G Laitner S Coulter A Walker E Watson P Thomson R Implementing shared decision making in the NHS BMJ 2010 341 971 975 10.1136/bmj.c5146 20947577 · DOI
  8. [14]Gravel K Légaré F Graham ID Barriers and facilitators to implementing shared decision-making in clinical practice: a systematic review of health professionals’ perceptions Implement Sci 2006 1 16 10.1186/1748-5908-1-16 16899124 PMC1586024 · DOI · Paper page
  9. [15]Elwyn G Scholl I Tietbohl C Mann M Edwards AG Clay C “Many miles to go …”: a systematic review of the implementation of patient decision support interventions into routine clinical practice BMC Med Inform Decis Mak 2013 13 Suppl 2 S14 10.1186/1472-6947-13-S2-S14 24625083 PMC4044318 · DOI
  10. [16]Müller E Hahlweg P Scholl I What do different stakeholders need to better implement shared decision making in cancer care? A qualitative needs assessment Acta Oncol (Madr) 2016 55 1484 1491 10.1080/0284186X.2016.1227087 27607314 · DOI
  11. [17]Elwyn G Frosch DL Kobrin S Implementing shared decision-making: consider all the consequences Implement Sci 2015 11 114 10.1186/s13012-016-0480-9 PMC4977650 27502770 · DOI
  12. [18]Chaudoir S Dugan A Barr CHI Measuring factors affecting implementation of health innovations: a systematic review of structural, organizational, provider, patient, and innovation level measures Implement Sci 2013 8 22 10.1186/1748-5908-8-22 23414420 PMC3598720 · DOI · Paper page
  13. [23]Colquhoun HL Levac D O’Brien KK Straus S Tricco AC Perrier L Scoping reviews: time for clarity in definition, methods, and reporting J Clin Epidemiol 2014 67 1291 1294 10.1016/j.jclinepi.2014.03.013 25034198 · DOI · Paper page
  14. [25]Khalil H Peters M Godfrey CM Mcinerney P Soares CB Parker D An evidence-based approach to scoping reviews Worldviews Evid-Based Nurs 2016 13 118 123 10.1111/wvn.12144 26821833 · DOI · Paper page
  15. [26]Levac D Colquhoun H O’Brien KK Scoping studies: advancing the methodology Implement Sci 2010 5 69 10.1186/1748-5908-5-69 20854677 PMC2954944 · DOI · Paper page
  16. [27]Elwyn G Frosch D Volandes AE Edwards A Montori VM Investing in deliberation: a definition and classification of decision support interventions for people facing difficult health decisions Med Decis Mak 2010 30 701 711 10.1177/0272989X10386231 21088131 · DOI
  17. [29]Herrmann A Mansfield E Hall AE Sanson-Fisher R Zdenkowski N Wilfully out of sight? A literature review on the effectiveness of cancer-related decision aids and implementation strategies BMC Med Inform Decis Mak 2016 16 36 10.1186/s12911-016-0273-8 26979236 PMC4793751 · DOI
  18. [30]Joseph-Williams N Elwyn G Edwards A Knowledge is not power for patients: a systematic review and thematic synthesis of patient-reported barriers and facilitators to shared decision making Patient Educ Couns 2014 94 291 309 10.1016/j.pec.2013.10.031 24305642 · DOI
  19. [31]Kane HL Halpern MT Squiers LB Treiman KA McCormack LA Implementing and evaluating shared decision making in oncology practice CA Cancer J Clin 2014 64 377 388 10.3322/caac.21245 25200391 · DOI
  20. [32]Légaré F, Ratté S, Stacey D, Kryworuchko J, Gravel K, Graham ID, et al. Interventions for improving the adoption of shared decision making by healthcare professionals. Cochrane Database Syst Rev. 2010;5:Cd006732. 20464744
  21. [33]Légaré F Turcotte S Stacey D Ratté S Kryworuchko J Graham ID Patients’ perceptions of sharing in decisions Patient-Patient-Centered Outcomes Res 2012 5 1 19 10.2165/11592180-000000000-00000 22276987 · DOI
  22. [34]Lenz M Buhse S Kasper J Kupfer R Richter T Mühlhauser I Entscheidungshilfen für Patienten Dtsch Arztebl Int 2012 109 401 408 22778792 PMC3389744
  23. [35]Murray MA Brunier G Chung JO Craig LA Mills C Thomas A A systematic review of factors influencing decision-making in adults living with chronic kidney disease Patient Educ Couns 2009 76 149 158 10.1016/j.pec.2008.12.010 19324509 · DOI
  24. [36]Obeidat R Finnell DS Lally RM Decision aids for surgical treatment of early stage breast cancer: a narrative review of the literature Patient Educ Couns 2011 85 e311 e321 10.1016/j.pec.2011.03.019 21543184 · DOI
  25. [37]Obeidat RF Homish GG Lally RM Shared decision making among individuals with cancer in non-western cultures: a literature review Oncol Nurs Forum 2013 40 454 463 10.1188/13.ONF.454-463 23989019 · DOI
  26. [38]Renzi C Goss C Mosconi P Efforts to link declarations to actions: Italian experiences of shared decision making in clinical settings Ann DI Ig 2008 20 589 593 19238883
  27. [39]Shultz CG Jimbo M Decision aid use in primary care: an overview and theory-based framework Fam Med 2015 47 679 692 26473560
  28. [40]Thompson-Leduc P Clayman ML Turcotte S Légaré F Shared decision-making behaviours in health professionals: a systematic review of studies based on the theory of planned behaviour Health Expect 2015 18 754 774 10.1111/hex.12176 24528502 PMC5060808 · DOI
  29. [41]Waljee JF Rogers MAM Alderman AK Decision aids and breast cancer: do they influence choice for surgery and knowledge of treatment options? J Clin Oncol 2007 25 1067 1073 10.1200/JCO.2006.08.5472 17369570 · DOI
  30. [42]Waterworth S Gott M Decision making among older people with advanced heart failure as they transition to dependency and death Curr Opin Support Palliat Care 2010 4 238 242 10.1097/SPC.0b013e328340684f 20966758 · DOI
  31. [44]Elwyn G Edwards A Thompson R Shared decision-making in health care. Achieving evidence-based patient choice 2016 3 Oxford Oxford University Press
  32. [45]Barr PJ Scholl I Bravo P Faber MJ Elwyn G McAllister M Assessment of patient empowerment - a systematic review of measures PLoS One 2015 10 e0126553 10.1371/journal.pone.0126553 25970618 PMC4430483 · DOI
  33. [46]Scholl I Van Loon MK Sepucha K Elwyn G Légaré F Härter M Measurement of shared decision making - a review of instruments Zeitschrift fur Evidenz, Fortbildung und Qualitat im Gesundheitswesen 2011 105 313 324 10.1016/j.zefq.2011.04.012 21620327 · DOI
  34. [47]Abrines-Jaume N Midgley N Hopkins K Hoffman J Martin K Law D A qualitative analysis of implementing shared decision making in child and adolescent mental health services in the United Kingdom: stages and facilitators Clin Child Psychol Psychiatry 2016 21 19 31 10.1177/1359104514547596 25178946 · DOI
  35. [48]Belkora JK Volz S Teng AE Moore DH Loth MK Sepucha KR Impact of decision aids in a sustained implementation at a breast care center Patient Educ Couns 2012 86 195 204 10.1016/j.pec.2011.05.011 21665420 · DOI
  36. [50]Frosch DL Singer KJ Timmermans S Conducting implementation research in community-based primary care: a qualitative study on integrating patient decision support interventions for cancer screening into routine practice Health Expect 2011 14 SUPPL. 1 73 84 10.1111/j.1369-7625.2009.00579.x 19906215 PMC5057176 · DOI
  37. [51]King J Moulton B Group health’s participation in a shared decision-making demonstration yielded lessons, such as role of culture change Health Aff 2013 32 294 302 10.1377/hlthaff.2012.1067 23381522 · DOI
  38. [52]Hsu C Liss DT Westbrook EO Arterburn D Incorporating patient decision aids into standard clinical practice in an integrated delivery system Med Decis Mak 2013 33 85 97 10.1177/0272989X12468615 23300204 · DOI
  39. [53]Tapp H Kuhn L Alkhazraji T Steuerwald M Ludden T Wilson S Adapting community based participatory research (CBPR) methods to the implementation of an asthma shared decision making intervention in ambulatory practices J Asthma 2014 51 380 390 10.3109/02770903.2013.876430 24350877 PMC4002642 · DOI
  40. [56]Stacey D Vandemheen KL Hennessey R Gooyers T Gaudet E Mallick R Implementation of a cystic fibrosis lung transplant referral patient decision aid in routine clinical practice: an observational study Implement Sci 2015 10 17 10.1186/s13012-015-0206-4 25757139 PMC4322562 · DOI
  41. [59]Garden J Implementing an informed decision-making programme for urology patients J Commun Healthc 2008 1 297 310 10.1179/cih.2008.1.3.297 · DOI
  42. [60]Newsome A Sieber W Smith M Lillie D If you build it, will they come? A qualitative evaluation of the use of video-based decision aids in primary care Fam Med 2012 44 26 31 22241338
  43. [61]Légaré F Witteman HO Shared decision making: examining key elements and barriers to adoption into routine clinical practice Health Aff 2013 32 276 284 10.1377/hlthaff.2012.1078 23381520 · DOI · Paper page
  44. [62]Koppelaar E Knibbe JJ Miedema HS Burdorf A Determinants of implementation of primary preventive interventions on patient handling in healthcare: a systematic review Occup Environ Med 2009 66 353 360 10.1136/oem.2008.042481 19228679 · DOI
  45. [63]Bosch M Van Der Weijden T Wensing M Grol R Tailoring quality improvement interventions to identified barriers: a multiple case analysis J Eval Clin Pract 2007 13 161 168 10.1111/j.1365-2753.2006.00660.x 17378860 · DOI · Paper page
  46. [65]Birken SA Bunger AC Powell BJ Turner K Clary AS Klaman SL Organizational theory for dissemination and implementation research Implement Sci 2017 12 62 10.1186/s13012-017-0592-x 28499408 PMC5427584 · DOI
  47. [66]Lipsitz LA Understanding health care as a complex system JAMA 2012 308 243 244 10.1001/jama.2012.7551 22797640 PMC3511782 · DOI
  48. [68]Andrews AO Kearing SA Vidal DC Elwyn G Edwards A Thompson R Case study: changing culture and delivery to achieve shared decision making at Dartmouth Hitchcock medical center, New Hampshire Third edit 2016 Oxford Oxford University Press 204 209
  49. [70]Friedberg MW Van Busum K Wexler R Bowen M Schneider EC A demonstration of shared decision making in primary care highlights barriers to adoption and potential remedies Health Aff 2013 32 268 275 10.1377/hlthaff.2012.1084 23381519 · DOI
  50. [71]Arterburn D Westbrook EO Hsu C Elwyn G Edwards A Thompson R Case study: the shared decision making story at group health Shared decision making in health care: achieving evidence-based patient choice 2016 3 Oxford Oxford University Press 190 196
  51. [74]Belkora JK Loth MK Chen DF Chen JY Volz S Esserman LJ Monitoring the implementation of consultation planning, recording, and summarizing in a breast care center Patient Educ Couns 2008 73 536 543 10.1016/j.pec.2008.07.037 18755564 PMC2622737 · DOI
  52. [75]Belkora JK Teng A Volz S Loth MK Esserman LJ Expanding the reach of decision and communication aids in a breast care center: a quality improvement study Patient Educ Couns 2011 83 234 239 10.1016/j.pec.2010.07.003 20696543 · DOI
  53. [76]Belkora J Volz S Loth M Teng A Zarin-Pass M Moore D Coaching patients in the use of decision and communication aids: RE-AIM evaluation of a patient support program BMC Health Serv Res 2015 15 209 10.1186/s12913-015-0872-6 26017564 PMC4446845 · DOI
  54. [77]Belkora J Edlow B Aviv C Sepucha K Esserman L Training community resource center and clinic personnel to prompt patients in listing questions for doctors: follow-up interviews about barriers and facilitators to the implementation of consultation planning Implement Sci 2008 3 6 10.1186/1748-5908-3-6 18237380 PMC2270865 · DOI
  55. [78]Brackett C Kearing S Cochran N Tosteson ANA Blair BW Strategies for distributing cancer screening decision aids in primary care Patient Educ Couns 2010 78 166 168 10.1016/j.pec.2009.06.013 19665338 · DOI
  56. [81]Lloyd A Joseph-Williams N Edwards A Rix A Elwyn G Patchy “coherence”: using normalization process theory to evaluate a multi-faceted shared decision making implementation program (MAGIC) Implement Sci 2013 8 102 10.1186/1748-5908-8-102 24006959 PMC3848565 · DOI
  57. [82]Lloyd A Joseph-Williams N Elwyn G Edwards A Thompson R Case study: different outcomes from different approaches - experience from the Cardiff MAGIC programme Shared decision making in health care: achieving evidence-based patient choice 2016 3 Oxford Oxford University Press 197 203
  58. [83]Elwyn G Rix A Holt T Jones D Why do clinicians not refer patients to online decision support tools? Interviews with front line clinics in the NHS BMJ Open 2012 2 e001530 10.1136/bmjopen-2012-001530 23204075 PMC3532981 · DOI · Paper page
  59. [84]Feibelmann S Yang TS Uzogara EE Sepucha K What does it take to have sustained use of decision aids? A programme evaluation for the breast cancer initiative Health Expect 2011 14 SUPPL. 1 85 95 10.1111/j.1369-7625.2010.00640.x 21323821 PMC5057173 · DOI
  60. [85]Fortnum D Smolonogov T Walker R Kairaitis L Pugh D My kidneys, my choice, decision aid: supporting shared decision making J Ren Care 2015 41 81 87 10.1111/jorc.12100 25491064 · DOI
  61. [86]Uy V May SG Tietbohl C Frosch DL Barriers and facilitators to routine distribution of patient decision support interventions: a preliminary study in community-based primary care settings Health Expect 2014 17 353 364 10.1111/j.1369-7625.2011.00760.x 22212453 PMC5060726 · DOI
  62. [87]Lin GA Halley M Rendle KAS Tietbohl C May SG Trujillo L An effort to spread decision aids in five California primary care practices yielded low distribution, highlighting hurdles Health Aff 2013 32 311 320 10.1377/hlthaff.2012.1070 23381524 · DOI
  63. [89]Tietbohl CK Rendle KAS Halley MC May SG Lin GA Frosch DL Implementation of patient decision support interventions in primary care Med Decis Mak 2015 35 987 998 10.1177/0272989X15602886 26314727 · DOI
  64. [90]Wirrmann E, Askham J. Implementing patient decision aids in urology — final report. Oxford; 2006.
  65. [91]Holmes-Rovner M Valade D Orlowski C Draus C Nabozny-Valerio B Keiser S Implementing shared decision making in routine practice: barriers and opportunities Health Expect 2000 3 182 191 10.1046/j.1369-6513.2000.00093.x 11281928 PMC5080967 · DOI
  66. [92]Holmes-Rovner M Kelly-Blake K Dwamena F Dontje K Henry RC Olomu A Shared decision making guidance reminders in practice (SDM-GRIP) Patient Educ Couns 2017 85 219 224 10.1016/j.pec.2010.12.028 21282030 · DOI
  67. [94]Miller KM Brenner A Griffith JM Pignone MP Lewis CL Promoting decision aid use in primary care using a staff member for delivery Patient Educ Couns 2012 86 189 194 10.1016/j.pec.2011.04.033 21680131 PMC3268845 · DOI
  68. [96]Mollicone D Pulliam J Lacson E The culture of education in a large dialysis organization: informing patient-centered decision making on treatment options for renal replacement therapy Semin Dial 2013 26 143 147 10.1111/sdi.12053 23406257 · DOI
  69. [99]Pasternack I Saalasti-Koskinen U Mäkelä M Decision aid for women considering breast cancer screening Int J Technol Assess Health Care 2011 27 357 362 10.1017/S026646231100050X 22004777 · DOI
  70. [100]Sepucha KR Simmons LH Barry MJ Edgman-Levitan S Licurse AM Chaguturu SK Ten years, forty decision aids, and thousands of patient uses: shared decision making at Massachusetts General Hospital Health Aff 2016 35 630 636 10.1377/hlthaff.2015.1376 27044963 · DOI
  71. [101]Simmons L Leavitt L Sepucha K Elwyn G Edwards A Thompson R Case study: letting patients decide—a novel distribution strategy in primary care, Massechusetts General Hospital Shared decision making in health care: achieving evidence-based patient choice 2016 3 Oxford Oxford University Press 210 214
  72. [102]Silvia KA Ozanne EM Sepucha KR Implementing breast cancer decision aids in community sites: barriers and resources Health Expect 2008 11 46 53 10.1111/j.1369-7625.2007.00477.x 18275401 PMC5060426 · DOI
  73. [103]Silvia KA Sepucha KR Decision aids in routine practice: lessons from the breast cancer initiative Health Expect 2006 9 255 264 10.1111/j.1369-7625.2006.00393.x 16911140 PMC5060360 · DOI
  74. [104]Stacey D Pomey M-P O’Connor AM Graham ID Adoption and sustainability of decision support for patients facing health decisions: an implementation case study in nursing Implement Sci 2006 1 17 10.1186/1748-5908-1-17 16930476 PMC1564029 · DOI
  75. [105]Stacey D Chambers SK Jacobsen MJ Dunn J Overcoming barriers to cancer-helpline professionals providing decision support for callers: an implementation study Oncol Nurs Forum 2008 35 961 969 10.1188/08.ONF.961-969 18980928 · DOI
  76. [106]Stacey D Taljaard M Smylie J Boland L Breau RH Carley M Implementation of a patient decision aid for men with localized prostate cancer: evaluation of patient outcomes and practice variation Implement Sci 2015 11 87 10.1186/s13012-016-0451-1 PMC4930601 27368830 · DOI
  77. [107]Stapleton H Qualitative study of evidence based leaflets in maternity care BMJ 2002 324 639 10.1136/bmj.324.7338.639 11895821 PMC84395 · DOI

Authors
Scholl, I., LaRussa, A., Hahlweg, P., Kobrin, S., & Elwyn, G.
Affiliations
  • Dartmouth College (US)
  • University Medical Center Hamburg-Eppendorf (DE)
  • National Institutes of Health (US)
Corresponding author
Scholl, Isabelle
Venue
Implementation Science
Published
2018-03-09
Volume
13
Issue
1
Pages
40-40
ISSN
1748-5908 (ISSN-L)
OpenAlex
W2789411591
Cited by
331
References
90
Citations by year
2026: 25 · 2025: 57 · 2024: 44 · 2023: 40 · 2022: 52 · 2021: 40 · 2020: 38 · 2019: 27 · 2018: 7
FWCI
5.14
Type
journal article
Language
en
Open access
Locations
  • Implementation Science (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
  • Commonwealth Fund
  • B. Braun-Stiftung
Topics
  • Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
  • Health Sciences › Health Professions › General Health Professions › Patient-Provider Communication in Healthcare
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Palliative Care and End-of-Life Issues
Keywords
shared decision-making, implementation barriers, organizational characteristics, organizational leadership, organizational culture, clinical guidelines, incentives, decision aids, implementation strategies, usual care, implementation facilitators
MeSH terms
Adult, Child, Decision Making, Decision Support Techniques, Female, Health Plan Implementation, Health Policy, Humans, Leadership, Male, Motivation, Patient Participation, Pregnancy, Professional-Patient Relations, Organizational Culture

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