A Network Analysis Perspective to Implementation: The Example of Health Links to Promote Coordinated Care

Although implementation models broadly recognize the importance of social relationships, our knowledge about applying social network analysis (SNA) to formative, process, and outcome evaluations of health system interventions is limited. We explored applications of adopting an SNA lens to inform implementation planning, engagement and execution, and evaluation. We used Health Links, a province-wide program in Canada aiming to improve care coordination among multiple providers of high-needs patients, as an example of a health system intervention. At the planning phase, an SNA can depict the structure, network influencers, and composition of clusters at various levels. It can inform the engagement and execution by identifying potential targets (e.g., opinion leaders) and by revealing structural gaps and clusters. It can also be used to assess the outcomes of the intervention, such as its success in increasing network connectivity; changing the position of certain actors; and bridging across specialties, organizations, and sectors. We provided an overview of how an SNA lens can shed light on the complexity of implementation along the entire implementation pathway, by revealing the relational barriers and facilitators, the application of network-informed and network-altering interventions, and testing hypotheses on network consequences of the implementation.

[1]  Paola Zappa,et al.  The network structure of knowledge sharing among physicians , 2011 .

[2]  Cameron D. Norman,et al.  Knowledge transfer & exchange through social networks: building foundations for a community of practice within tobacco control , 2006, Implementation science : IS.

[3]  Akbar Zaheer,et al.  The Genesis and Dynamics of Organizational Networks , 2012, Organ. Sci..

[4]  R. Burt The contingent value of social capital. , 1997 .

[5]  C. Adair,et al.  Knowledge transfer and exchange: review and synthesis of the literature. , 2007, The Milbank quarterly.

[6]  Juan D. Rogers,et al.  Knowledge Translation in Disability and Rehabilitation Research , 2009 .

[7]  Iaira Boissevain,et al.  [Professional communication]. , 2008, Tijdschrift voor diergeneeskunde.

[8]  S. Srivastava,et al.  “Network Intervention:.”: Assessing the Effects of Formal Mentoring on Workplace Networks , 2015 .

[9]  Alison L Kitson,et al.  The need for systems change: reflections on knowledge translation and organizational change. , 2009, Journal of advanced nursing.

[10]  Andrew Parker,et al.  Making Invisible Work Visible , 2002 .

[11]  Walter P. Wodchis,et al.  A 3-year study of high-cost users of health care , 2016, Canadian Medical Association Journal.

[12]  M. Newman Clustering and preferential attachment in growing networks. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[13]  Keith G. Provan,et al.  The Use of Network Analysis to Strengthen Community Partnerships , 2005 .

[14]  N. Lin Buidling a Network Theory of Social Capital , 1999, Connections.

[15]  D. Luke,et al.  Interorganizational Relationships Within State Tobacco Control Networks: A Social Network Analysis , 2004, Preventing chronic disease.

[16]  Thomas W Valente,et al.  Social network diagnostics: a tool for monitoring group interventions , 2013, Implementation Science.

[17]  T. Valente,et al.  Identifying Opinion Leaders to Promote Behavior Change , 2007, Health education & behavior : the official publication of the Society for Public Health Education.

[18]  T. Snijders Models for longitudinal network datain , 2005 .

[19]  David S. C. Thompson,et al.  A guide to knowledge translation theory , 2006, The Journal of continuing education in the health professions.

[20]  Debbie Kralik,et al.  Analysis of social networks supporting the self-management of type 2 diabetes for people with mental illness , 2015, BMC Health Services Research.

[21]  Patrick Doreian,et al.  The dynamics and evolution of social networks , 1997 .

[22]  T. Valente Network Interventions , 2012, Science.

[23]  Lisa D. Pearce Mixed Methods Social Networks Research: Design and Applications , 2016 .

[24]  Mark S. Granovetter The Strength of Weak Ties , 1973, American Journal of Sociology.

[25]  Byron J. Powell,et al.  Can Learning Collaboratives Support Implementation by Rewiring Professional Networks? , 2014, Administration and Policy in Mental Health and Mental Health Services Research.

[26]  I Mur-Veeman,et al.  Understanding the feasibility of integrated care: a rival viewpoint on the influence of actions and the institutional context. , 1999, The International journal of health planning and management.

[27]  Lian Leng Low,et al.  Applying the Integrated Practice Unit Concept to a Modified Virtual Ward Model of Care for Patients at Highest Risk of Readmission: A Randomized Controlled Trial , 2017, PloS one.

[28]  Lawrence A. Palinkas,et al.  Social Network Analysis for Program Implementation , 2015, PloS one.

[29]  Barbara Poole,et al.  Conceptual and practical challenges for implementing the communities of practice model on a national scale - a Canadian cancer control initiative , 2010, BMC health services research.

[30]  Michael D Fetters,et al.  Assessment and Measurement of Patient-Centered Medical Home Implementation: The BCBSM Experience , 2013, The Annals of Family Medicine.

[31]  Scott Reeves,et al.  Knowledge translation and interprofessional collaboration: Where the rubber of evidence‐based care hits the road of teamwork , 2006, The Journal of continuing education in the health professions.

[32]  Jenny Ploeg,et al.  Implementing nursing best practice guidelines: Impact on patient referrals , 2007, BMC nursing.

[33]  T. Nakayama,et al.  Potential Benefits and Harms of a Peer Support Social Network Service on the Internet for People With Depressive Tendencies: Qualitative Content Analysis and Social Network Analysis , 2009, Journal of medical Internet research.

[34]  J. Lowery,et al.  Fostering implementation of health services research findings into practice: a consolidated framework for advancing implementation science , 2009, Implementation science : IS.

[35]  Jukka-Pekka Onnela,et al.  Physician Patient-sharing Networks and the Cost and Intensity of Care in US Hospitals , 2012, Medical care.

[36]  Ron D Hays,et al.  Effect of a multidisciplinary intervention on communication and collaboration among physicians and nurses. , 2005, American journal of critical care : an official publication, American Association of Critical-Care Nurses.

[37]  Gueorgi Kossinets Effects of missing data in social networks , 2006, Soc. Networks.

[38]  Maureen Dobbins,et al.  Informing the implementation of evidence-informed decision making interventions using a social network analysis perspective; a mixed-methods study , 2017, BMC Health Services Research.

[39]  P. Plsek,et al.  Complexity, leadership, and management in healthcare organisations , 2001, BMJ : British Medical Journal.

[40]  Thomas W. Valente,et al.  The stability of centrality measures when networks are sampled , 2003, Soc. Networks.

[41]  Roy Cameron,et al.  A description of a knowledge broker role implemented as part of a randomized controlled trial evaluating three knowledge translation strategies , 2009 .

[42]  S. Flottorp,et al.  Tailored interventions to overcome identified barriers to change: effects on professional practice and health care outcomes. , 2005, The Cochrane database of systematic reviews.

[43]  S. Borgatti,et al.  Making Invisible Work Visible: Using Social Network Analysis to Support Strategic Collaboration , 2002 .

[44]  Noah E. Friedkin,et al.  Network Studies of Social Influence , 1993 .

[45]  Main Messages,et al.  Integrated Health Services – What and Why ? Making Health Systems Work , 2022 .

[46]  Maureen Dobbins,et al.  The evolution of social networks through the implementation of evidence-informed decision-making interventions: a longitudinal analysis of three public health units in Canada , 2015, Implementation Science.

[47]  Barry Wellman,et al.  Social Network Analysis: An Introduction 1 , 2010 .

[48]  L Potvin,et al.  Program sustainability: focus on organizational routines. , 2004, Health promotion international.

[49]  Caroline Glendinning,et al.  Breaking down barriers: integrating health and care services for older people in England. , 2003, Health policy.

[50]  R. Mannion,et al.  Challenges in Achieving Collaboration in Clinical Practice: The Case of Norwegian Health Care , 2016, International journal of integrated care.

[51]  P. Plsek,et al.  The challenge of complexity in health care , 2001, BMJ : British Medical Journal.

[52]  Walter P Wodchis,et al.  Leading the implementation of health links in Ontario. , 2014, HealthcarePapers.

[53]  Dante Morra,et al.  Effect of a postdischarge virtual ward on readmission or death for high-risk patients: a randomized clinical trial. , 2014, JAMA.

[54]  C. Kimble,et al.  Knowledge Networks: Innovation Through Communities of Practice , 2003 .

[55]  E. Wenger,et al.  cultivating communities of practice , 2002 .

[56]  K. Monsieurs,et al.  SBAR improves nurse-physician communication and reduces unexpected death: a pre and post intervention study. , 2013, Resuscitation.

[57]  P. Nilsen Making sense of implementation theories, models and frameworks , 2015, Implementation Science.

[58]  Stephen P. Borgatti,et al.  Toward ethical guidelines for network research in organizations , 2005, Soc. Networks.

[59]  Runo Axelsson,et al.  Integration and collaboration in public health--a conceptual framework. , 2006, The International journal of health planning and management.

[60]  Noah E. Friedkin,et al.  Norm formation in social influence networks , 2001, Soc. Networks.

[61]  Theodore J Iwashyna,et al.  The Structure of Critical Care Transfer Networks , 2009, Medical care.

[62]  Stephen K. Garcia Developing Social Network Propositions to Explain Large-Group Intervention Theory and Practice , 2007 .

[63]  P. Kontos,et al.  Implementation Science BioMed Central Debate , 2009 .

[64]  E. Coleman Falling Through the Cracks: Challenges and Opportunities for Improving Transitional Care for Persons with Continuous Complex Care Needs , 2003, Journal of the American Geriatrics Society.

[65]  Larissa I. Zakletskaia,et al.  Effects of Primary Care Team Social Networks on Quality of Care and Costs for Patients With Cardiovascular Disease , 2015, The Annals of Family Medicine.

[66]  J BiernackiPamela,et al.  Transformation of Care: Integrating the Registered Nurse Care Coordinator into the Patient-Centered Medical Home. , 2015 .

[67]  Elena Parmelli,et al.  Local opinion leaders: effects on professional practice and health care outcomes. , 2011, The Cochrane database of systematic reviews.

[68]  Steffen Staab,et al.  Understanding Social Networks Using Transfer Learning , 2018, Computer.

[69]  Frank Sullivan,et al.  Is the involvement of opinion leaders in the implementation of research findings a feasible strategy? , 2006, Implementation science : IS.

[70]  Richard Platt,et al.  Social network analysis of patient sharing among hospitals in Orange County, California. , 2011, American journal of public health.

[71]  Giovanni Fattore,et al.  Social network analysis in primary care: the impact of interactions on prescribing behaviour. , 2009, Health policy.

[72]  Vicky Ward,et al.  Developing a Framework for Transferring Knowledge Into Action: A Thematic Analysis of the Literature , 2009, Journal of health services research & policy.

[73]  France Légaré,et al.  Barriers and facilitators to implementing shared decision-making in clinical practice: update of a systematic review of health professionals' perceptions. , 2008, Patient education and counseling.

[74]  C. Olson,et al.  Gaps between knowing and doing: Understanding and assessing the barriers to optimal health care , 2007, The Journal of continuing education in the health professions.

[75]  S. Bosnic-Anticevich,et al.  Primary health care teams and the patient perspective: a social network analysis. , 2013, Research in Social and Administrative Pharmacy.

[76]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[77]  Ross T Tsuyuki,et al.  Impact of opinion leader-endorsed evidence summaries on the quality of prescribing for patients with cardiovascular disease: a randomized controlled trial. , 2007, American heart journal.