Catalan experience of deadoption of low-value practices in primary care ======================================================================= * Cari Almazán * Johanna Milena Caro-Mendivelso * Montse Mias * Leslie Barrionuevo-Rosas * Montse Moharra * Marie-Pierre Gagnon ## Abstract Reducing ineffective practices is one way to ensure high-quality and efficient healthcare for the population. For this reason, several initiatives have been implemented worldwide to reduce low-value care. This article describes the experience of the *Essencial* project, a multifaceted deadoption strategy implemented in the Catalan primary care system. Lessons learnt from this project include the importance of considering the local context in deadoption strategies, providing adequate training and communication material to patients and clinicians and supporting the key role of clinical champions. Given the knowledge gaps regarding the conditions for successful deadoption strategies, the Catalan experience could provide enlightenment on how to implement, evaluate and sustain a large-scale collaborative deadoption strategy in primary healthcare. * primary care * implementation science * evidence-based practice * healthcare quality improvement ## Background Change is the rule for healthcare systems. However, in the last decade, we have witnessed unprecedented transformations on a global scale. The difference now is the accelerated pace at which these changes are taking place, and this is fueled by the increased capacity for information processing and knowledge application. Among the leading transformations in developed countries, increasing value in healthcare, notably through reducing low-value practices, is now a priority in several jurisdictions. Low-value practices are those with greater risks or for which more cost-effective alternatives exist. Additionally, scientific evidence either lends no support to the effectiveness of these practices or demonstrates their ineffectiveness.1 Thus, deadoption of low-value care is necessary for quality improvement (QI) in order to optimise the use of scarce resources by eliminating clinical practices that are often costly and potentially harmful. In 2013, The Catalan Agency for Healthcare Quality and Evaluation (Agència de Qualitat i Avaluació Sanitàries de Catalunya (AQuAS)) initiated the *Essencial* project with the purpose of contributing to the quality and sustainability of the healthcare system through the elaboration of evidence-based clinical recommendations for avoiding unnecessary care or low-value practices.2 3 The Catalan Healthcare System is an autonomous national health system with universal coverage that is free at the point of care. It is mainly funded through state taxes. Primary care is usually the first point of contact with the system in Catalonia. There are close to 400 primary care teams that provide care to a population of about 7.6 million people in healthcare areas all around Catalonia.4 The Catalan *Essencial* project could, thus, be seen as an exemplar of a structured large-scale QI initiative in primary healthcare that could inform deadoption efforts in similar contexts. The *Essencial* project has three aims: (1) to identify low-value clinical practices relevant to the Catalan context with the involvement of scientific societies and healthcare professionals and to provide guidelines on avoiding these practices; (2) to raise awareness among healthcare professionals and involve them in the implementation of deadoption recommendations through a pilot study (inform healthcare providers on the existence of low-value practices, so that they can identify such practices and promote change) and (3) to implement communication strategies to disseminate the recommendations among healthcare professionals and patients. This paper presents the experience of the deadoption strategy employed in the Catalan primary care system through the *Essencial* project as well as lessons learnt from this project. The study uses secondary data collected from the *Essencial* project from 2013 until April 2020. Given that this was a QI initiative of the Catalan Healthcare System, ethical approval was not sought for this project. ## Implementation of a deadoption strategy to avoid unnecessary care The *Essential* project was conceived as a large-scale QI strategy, inspired by international initiatives such as the *Choosing Wisely* campaign,5 and rooted in the principle of value-based healthcare.6 Initially, the *Essencial* project targeted all primary care centres and hospitals in Catalan territory. However, for feasibility reasons, modifications were made to the implementation strategy. The implementation started as a pilot project via the initial random selection of 11 primary care teams across Catalonia and subsequent collaboration with those that were motivated. Other teams that showed interest in the project joined the initiative over time.1 In collaboration with a team from Sistema d’Informació dels Serveis d’Atenció Primària (Primary Care Information System; SISAP), managed by the Catalan Institute of Health, the AQuAS submitted this project and obtained funding for 3 years (2013–2015). The *Essencial* project applied a change management approach similar to the QI implementation framework proposed by the *Choosing Wisely* campaign.5 Implementation strategies included the participation of clinical opinion leaders, multichannel communication strategies, tailored training as well as feedback and benchmarking activities. It proposed the use of specific indicators and baseline data for the follow-up and evaluation of each deadoption recommendation within each participating organisation. The AQuAS had various roles in the realisation of the project, notably to develop a set of recommendations regarding low-value care in collaboration with clinicians, to support local clinical teams in preparing their action plans and to work with scientific societies to develop, appraise and disseminate the training material. The *Essencial* project comprised four phases (see figure 1): 1. The identification of low-value practice recommendations from various sources (healthcare professionals and scientific societies). 2. The prioritisation of the recommendations to avoid low-value care according to the disease burden (prevalence and incidence), the frequency of use and the risk–benefit ratio (organisational impact and patient preferences were also considered but not directly assessed). 3. Active communication through the design of specific dissemination strategies tailored to each recommendation and adapted to healthcare professionals and patients. 4. Impact assessment through the evaluation of clinician knowledge and adoption of the recommendations as well as changes in the provision of care in relation to the recommendation. ![Figure 1](http://bmjopenquality.bmj.com/https://bmjopenquality.bmj.com/content/bmjqir/11/1/e001065/F1.medium.gif) [Figure 1](http://bmjopenquality.bmj.com/content/11/1/e001065/F1) Figure 1 Implementation phases of the *Essencial* project. PCT, primary care team; LVP, low-value practice The final phase encompassed the implementation of recommendations for the deadoption of low-value clinical practices. A mixture of top-down and bottom-up approaches were used in the implementation process at the primary care level. In the first step of the implementation, participating healthcare organisations were invited to identify clinical leaders within each primary care team who would act as local champions for the promotion of the project. A total of 170 clinician leaders were involved in the various sessions that were organised to identify potential barriers and facilitators to the deadoption of unnecessary care in a local context within organisation. The local leaders were responsible for mobilising and train their respective teams in order to select the recommendations from the *Essencial* project that they wanted to implement. The role of the project leaders at AQuAS was to support these local teams through monthly feedback on the clinical indicators of recommendations and follow-up of the change strategies that were implemented within each organisation three times during the 18 months of follow-up (eg, the training of professionals). The second step of the implementation comprised the development of action plans within each primary care team of the participating organisation. To do so, primary care teams were provided with an initial list of low-value practices, which had been identified by the *Essencial* project team. From this list, primary care teams were invited to prioritise the practices that were the most relevant to them. They could also propose other low-value practices for deadoption, which were not on the list, as long as they aligned with the criteria and objectives of the project. In total, 77 recommendations have been proposed to date by the *Essencial* project. Of these, 24 have been implemented in the action plans of the participating primary care centres.7 As of 1 April 2020, a total of 169 primary care teams have participated or are still participating in the pilot experience of the *Essencial* project. A summary of the implemented recommendations with the number of teams that have implemented them is provided in table 1. View this table: [Table 1](http://bmjopenquality.bmj.com/content/11/1/e001065/T1) Table 1 Published recommendations to avoid low-value practices from the *Essencial* project and number of primary care teams that have implemented them (15 April 2020)* Following the identification of low-value practices targeted for deadoption, the third step was the development of monitoring indicators to assess the progress related to each recommendation. With the collaboration of the SISAP, the project leaders at AQuAS developed 30 clinical indicators in relation to the low-value practices that were targeted for deadoption. A monthly follow-up of the indicators was provided to each participating primary care team using the SISAP visualisation tool. An example of the indicator monitoring that was provided to the local teams is presented in figure 2. ![Figure 2](http://bmjopenquality.bmj.com/https://bmjopenquality.bmj.com/content/bmjqir/11/1/e001065/F2.medium.gif) [Figure 2](http://bmjopenquality.bmj.com/content/11/1/e001065/F2) Figure 2 Screenshot of indicator monitoring regarding de-adoption recommendations provided to Essencial Project Primary Care Teams. SISAP = Sistema d’informació dels serveis d’atenció primària (Primary Care Information System); EAP, Equip d'atenció primària (Primary Care Team). For each of the low-value practice identified, baseline indicators were provided to the clinical teams and monitored throughout the project. The *Essencial* project website includes dashboards (in Catalan) for the monitoring of the various clinical indicators. For instance, the inadequate use ofprostate-specific antigen (PSA) for prostatic cancer screening was reduced of about a third in the year following implementation of the *Essencial* project in one of the participating healthcare areas.7 Finally, impact assessment, the last step of the implementation strategy, consisted of an overall evaluation of the project. The project team at AQuAS was in charge of the formative evaluation that was provided through the follow-up of indicators of the use of low-value practices. In addition, the AQuAS assessed clinicians’ uptake of the deadoption recommendations as well as changes in clinical practices that were associated with the recommendations and in clinician knowledge following the intervention. The *Essencial* project team used various methods and indicators to assess the project’s impact. First, its impact on clinician knowledge and perceptions was analysed informally throughout the accompanying change process conducted by the AQuAS. Second, the prevalence of low-value practices before and after the implementation of *Essencial* recommendations was monitored through available data from the SISAP. Recently, the *Essencial* project began evaluating the impact of implementing deadoption recommendations on health outcomes and costs.8 Numerous communication strategies were developed in relation to the *Essencial* project. A website ([http://essencialsalut.gencat.cat/ca/inici/](http://essencialsalut.gencat.cat/ca/inici/)) was created to provide information about the project, monitor progresses and offer support material to clinicians and patients. For clinicians, information sheets and short videos (3–5 min) were made to offer details on the low-value practices that should be eliminated and propose evidence-based alternatives.3 Twenty-two recommendations specifically directed at patients are currently available on the website. Documents and presentations related to the project are also publicly available in order to ensure transparency and increase awareness in the population. The *Essencial* project was still ongoing in 2021, and its long-term impacts will continue to be monitored. The availability of quality indicators for primary care in Catalonia that are accessible through the SISAP health information system is an asset in evaluating the *Essencial* project’s impact. ## Conditions for success The *Essencial* project emerged in a context that was supportive of the implementation of change in primary care due to several local, national and global policies. The fact that global movements, such as ‘Choosing Wisely’5 and ‘Less is More’,9 gained traction at the local level within each primary care team is of particular interest. The recommendations for deadoption were identified by professionals at the local level. Some of them are similar to those produced at the international and national levels but with a particular focus on those who were common in primary care. The fact that the *Essencial* project proposed a flexible and incremental approach made its local adaptation possible while keeping it consistent with other initiatives at the national (Spain) and international levels. The *Essencial* project adopted a collaborative approach with actors in the field and involved local leaders in key decisions regarding deadoption. The fact that each clinical team was responsible for determining its priorities in terms of low-value practices ensured the adaptation of the innovation to the local context in line with the preferences of professionals. Each team prepared its own action plan and was responsible for leading change. Therefore, clinical teams saw the deadoption initiative as their own and were, thus, more willing to invest time and effort in its implementation and monitoring. For the AQuAS, the *Essencial* project was seen as strategic since it was linked to other strategic functions of the organisation. Thus, a dedicated team was working to promote the project in the participating primary care centres. However, human and financial resources were limited, so it was necessary for the AQuAS to revisit its initial implementation objectives for the *Essencial* project. One of the key factor of success was the accompanying role of AQuAS, which was perceived as a trusted external entity by healthcare actors in the field. According to one of the project leads, such a transformative project could not have been implemented by the department of health. The fact that the AQuAS was an independent agency in health evaluation and research provided sufficient distance with the government, and, thus, it was not seen as an authoritarian and controlling entity. ## Challenges Change requires time; thus, maintaining the interest of the primary care teams involved in the *Essencial* project beyond the pilot phase was a major challenge. To better understand the factors that influence the success of such initiative, an analysis of the characteristics of the clinical teams that succeeded in reaching the project’s objectives and effectively reducing the use of low-value practices is recommended. This would identify good practices and foster networking among healthcare professionals, so that they can share their experiences. Various factors, such as the characteristics of clinicians, the lack of continuity between the levels of care and factors related to patients and the general population, can explain low-value practice.10 11 Therefore, one additional challenge for ensuring the long-term success of the *Essencial* project is the adequate raising of awareness, not only among health professionals but also among patients and the general public, notably by showing how reducing low-value care can create additional resources for high-value practices. Targeted communication strategies are, thus needed in order to adapt this message to the different stakeholder groups. ## Lessons learned regarding deadoption in Catalonia The *Essential* project is one of the first deadoption projects focusing on primary care.2 3 Thus, lessons learnt from this project could be useful for similar future interventions. This project employed a blend of top-down and bottom-up approaches, based on key principles from the implementation and diffusion of innovation frameworks. It also used multifaceted strategies and a flexible management plan, which are recommended for a complex change intervention such as deadoption. Interestingly, although the *Essencial* project was developed in parallel to other deadoption initiatives, it is very similar to the framework proposed by Niven *et al*12 and the recent Choosing Wisely De-Implementation Framework (CWDIF) proposed by Grimshaw *et al*13 The *Essencial* project targeted various levels (systemic, organisational, professional and individual) and adopted a tailored approach to develop context-specific strategies with the support of local clinical champions. The strategies were aligned with known determinants of deadoption, but the process was done intuitively, inspired by models for the implementation of clinical guidelines. Even though the *Essencial* project team did not explicitly used a QI model nor an implementation framework, its bottom-up approach is consistent with recommended change management strategies.5 Retrospectively, it was possible to identify some key factors of success and relate them to behavioural determinants from implementation and diffusion frameworks. In the future, it is recommended to make the theoretical foundations of deadoption strategies more explicit in order to compare the results across studies, to better synthesise knowledge on deadoption determinants and to establish the effectiveness of specific strategies. Frameworks, such as the CWDIF, offer an interesting starting point to guide future deadoption initiatives.13 At the level of healthcare providers, effective strategies, such as a collaborative approach in the design of deadoption strategies as well as the identification of clinical leaders, were implemented. These strategies have also been identified as key to achieving successful deadoption of low-value clinical practices.14 15 The role of communication was crucial in the *Essencial* project and several efforts were dedicated to preparing and disseminating training and information material in various formats to gain and maintain the interest of participants and other stakeholders. In the future, it is important to establish strategies to maintain and update long-term communication efforts. The *Essencial* project also depended on structural support from the Catalan Health Ministry, the national health insurer (CatSalut) and the Catalan Health Institute. The accompanying role of the AQuAS was positively perceived as this organisation is not directly linked to the Health Ministry or professional organisations, so it did not present a threat to professionals. This finding is congruent with the literature that stresses the role of support from system leaders who hold key positions in civil service administration (eg, safety and quality commissions).14 To ensure the sustainability of the *Essencial* project, it is important to maintain an independent structure with a collaboration between the health system and clinicians in order to facilitate deadoption initiatives. Savings arising from the deadoption of low-value clinical practices could be reinvested in added-value practices among clinical teams as an incentive system. This would also directly contribute to raising the commitment of clinical teams to QI and supporting a culture of excellence in primary healthcare. ## Strengths and limitations The *Essencial* project is among the first to promote the deadoption of low-value care on a large scale in primary care. The main strength of this study is to report on this unique experience covering a period of 7 years in order to inform other jurisdictions in their efforts to promote the deadoption of low-value care. This study also shares insights into experts who were involved in the *Essencial* project, providing a rich source of experiential knowledge. However, this study is limited by the fact that it used secondary material from the *Essencial* project that was not originally collected for the purpose of research. Clinical data on the deadoption of low-value care are available to assess the impact of the *Essencial* project, but such evaluation is beyond the scope of this study. Also, due to time limitations, it was not possible to conduct interviews with clinical teams and managers involved in the *Essencial* project. It would, thus, be necessary to pursue knowledge development regarding deadoption strategies using rigorous evaluation methods. ## Conclusion While current healthcare systems are being challenged by increasing demand, rising costs and human resource shortages, strategies to support the judicious use of health resources are crucial for sustaining the gains in global health and attaining universal coverage for all. Change is a function of individual, structural and cultural factors, is fundamentally complex and is time specific and context specific. The deadoption of low-value practices should be rooted in the ethical and theoretical foundations of value-based care, ideologies such as professionalism, culture of safety, patient-centred care and learning health system. The Catalan *Essencial* project presents a rich and illustrative experience of a large-scale initiative of deadoption in primary care. Lessons learnt could inform decision-makers, clinicians, patients and researchers worldwide. Concretely, adopting a bottom-up approach, the *Essencial* project recognised professional autonomy and the role of clinical champions. The change management strategy favoured the reinvention of deadoption at the local level, with the AQuAs playing a role of facilitator. A major condition for success is then the time needed for integrating deadoption principles into the local culture. The position of AQuAS as an external (in contrast to the Ministry of Health) but accessible organisation was certainly a benefit. Moreover, the promoting team comprised researchers with clinical background, and its members dedicated a lot of time to field work with local teams, which was also important to promote trust and a shared vision. Some inherent risks to such bottom-up strategies include competing demands, the turnover of champions, ‘change fatigue’ as well as the lack of incentives and infrastructures to sustain change. The sustainability of the *Essencial* project will depend on its capacity for institutionalisation, while maintaining its ‘distance’ from the system. An independent entity responsible for deadoption with recurrent funding would provide ideal grounds for pursuing the mission. The Catalan case could serve as an example of a successful deadoption initiative that achieved a right balance between top-down policies and bottom-up strategies. ## Data availability statement Data sharing not applicable as no datasets generated and/or analysed for this study. All relevant data and associate publications are available from the authors upon request. ## Ethics statements ### Patient consent for publication Not applicable. ## Footnotes * Contributors CA and JMCM were the main investigators of the Essencial project at the Catalan Agency for Healthcare Quality and Evaluation (Agència de Qualitat i Avaluació Sanitàries de Catalunya [AQuAS]). They provided the background information and material supporting this study and contributed to the writing of the manuscript. M-PG conducted the literature search, performed the secondary analysis of the data from the Essencial project and drafted the manuscript. LB, MMi and MMo were involved in the Essencial project and critically reviewed the manuscript. All authors approved the final version of the manuscript. CA is the guarantor of the study. * Funding The authors have not declared a specific grant for this research from any funding agency in the public, commercial or not-for-profit sectors. * Competing interests None declared. * Patient and public involvement Patients and/or the public were not involved in the design, or conduct, or reporting, or dissemination plans of this research. * Provenance and peer review Not commissioned; externally peer reviewed. [http://creativecommons.org/licenses/by-nc/4.0/](http://creativecommons.org/licenses/by-nc/4.0/) This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: [http://creativecommons.org/licenses/by-nc/4.0/](http://creativecommons.org/licenses/by-nc/4.0/). ## References 1. Almazán C, Caro-Mendivelso J, Mias M. Els professionals sanitaris i la desadopció de pr ctiques clíniques de poc valor: Projecte Essencial Afegint valor a la pr ctica clínica [Health professionals and de-adoption of low-value clinical practices: the Essencial Project. Adding value to clinical practice. Annals de Medicina 2018;101:146–50. 2. Projecte Essencial. Afegint valor a la pr ctica clínica. Barcelona: Agència de Qualitat I Avaluació Sanit ries de Catalunya. Departament de Salut. Generalitat de Catalunya. Available: [http://essencialsalut.gencat.cat](http://essencialsalut.gencat.cat) [Accessed 15 Nov 2019]. 3. Kotzeva A, Torrente E, Almazán C. Es pot afegir valor a la pr ctica clínica «deixant de fer»? Actuacions clíniques innecess ries i les aportacions del projecte Essencial [Can we add value to clinical practice “stop doing”? Unnecessary clinical acts and the contribution of the Essencial project]. Annals de Medicina 2014;97:71–5. 4. CatSalut. Catalan health service. Available: [https://catsalut.gencat.cat/ca/centres-sanitaris/](https://catsalut.gencat.cat/ca/centres-sanitaris/) [Accessed 19 Dec 2019]. 5. Levinson W, Kallewaard M, Bhatia RS, et al. ‘Choosing Wisely’: a growing international campaign. BMJ Qual Saf 2015;24:167–74.[doi:10.1136/bmjqs-2014-003821](http://dx.doi.org/10.1136/bmjqs-2014-003821) [Abstract/FREE Full Text](http://bmjopenquality.bmj.com/lookup/ijlink/YTozOntzOjQ6InBhdGgiO3M6MTQ6Ii9sb29rdXAvaWpsaW5rIjtzOjU6InF1ZXJ5IjthOjQ6e3M6ODoibGlua1R5cGUiO3M6NDoiQUJTVCI7czoxMToiam91cm5hbENvZGUiO3M6MzoicWhjIjtzOjU6InJlc2lkIjtzOjg6IjI0LzIvMTY3IjtzOjQ6ImF0b20iO3M6MjU6Ii9ibWpxaXIvMTEvMS9lMDAxMDY1LmF0b20iO31zOjg6ImZyYWdtZW50IjtzOjA6IiI7fQ==) 6. Gray M. Value based healthcare. BMJ 2017;356:j437–3.[doi:10.1136/bmj.j437](http://dx.doi.org/10.1136/bmj.j437) [FREE Full Text](http://bmjopenquality.bmj.com/lookup/ijlink/YTozOntzOjQ6InBhdGgiO3M6MTQ6Ii9sb29rdXAvaWpsaW5rIjtzOjU6InF1ZXJ5IjthOjQ6e3M6ODoibGlua1R5cGUiO3M6NDoiRlVMTCI7czoxMToiam91cm5hbENvZGUiO3M6MzoiYm1qIjtzOjU6InJlc2lkIjtzOjE2OiIzNTYvamFuMjdfNy9qNDM3IjtzOjQ6ImF0b20iO3M6MjU6Ii9ibWpxaXIvMTEvMS9lMDAxMDY1LmF0b20iO31zOjg6ImZyYWdtZW50IjtzOjA6IiI7fQ==) 7. Projecte Essencial. Barcelona: Agència de Qualitat I Avaluació Sanit ries de Catalunya. Departament de Salut. Generalitat de Catalunya. Available: [http://essencialsalut.gencat.cat/ca/implementacio/la-implementacio-al-territori/experiencies-en-lambit-de-latencio-primaria/](http://essencialsalut.gencat.cat/ca/implementacio/la-implementacio-al-territori/experiencies-en-lambit-de-latencio-primaria/) [Accessed 10 Feb 2022]. 8. Giménez E, Mendivelso Caro J, Almazan C. Piloto del cálculo del potencial impacto económico de la aplicación de una recomendación del proyecto Essencial en Cataluña. [Pilot calculation of the potential economic impact of the application of a recommendation of the Essencial Project in Catalonia]. XXXVIII Conference of Health Economics. Las Palmas, 20-22 June 2018. 9. Grady D, Redberg RF. Less is more: how less health care can result in better health. Arch Intern Med 2010;170:749–50. [CrossRef](http://bmjopenquality.bmj.com/lookup/external-ref?access_num=10.1001/archinternmed.2010.90&link_type=DOI) [PubMed](http://bmjopenquality.bmj.com/lookup/external-ref?access_num=20458080&link_type=MED&atom=%2Fbmjqir%2F11%2F1%2Fe001065.atom) [Web of Science](http://bmjopenquality.bmj.com/lookup/external-ref?access_num=000277357800002&link_type=ISI) 10. Alber K, Kuehlein T, Schedlbauer A, et al. Medical overuse and quaternary prevention in primary care – a qualitative study with general practitioners. BMC Fam Pract 2017;18:99.[doi:10.1186/s12875-017-0667-4](http://dx.doi.org/10.1186/s12875-017-0667-4) 11. Mira JJ, Carrillo I, Silvestre C, et al. Drivers and strategies for avoiding overuse. A cross-sectional study to explore the experience of Spanish primary care providers handling uncertainty and patients’ requests. BMJ Open 2018;8:e021339.[doi:10.1136/bmjopen-2017-021339](http://dx.doi.org/10.1136/bmjopen-2017-021339) 12. Niven DJ, Mrklas KJ, Holodinsky JK, et al. Towards understanding the de-adoption of low-value clinical practices: a scoping review. BMC Med 2015;13:255.[doi:10.1186/s12916-015-0488-z](http://dx.doi.org/10.1186/s12916-015-0488-z) 13. Grimshaw JM, Patey AM, Kirkham KR, et al. De-implementing wisely: developing the evidence base to reduce low-value care. BMJ Qual Saf 2020;29:409–17.[doi:10.1136/bmjqs-2019-010060](http://dx.doi.org/10.1136/bmjqs-2019-010060)pmid:http://www.ncbi.nlm.nih.gov/pubmed/32029572 [Abstract/FREE Full Text](http://bmjopenquality.bmj.com/lookup/ijlink/YTozOntzOjQ6InBhdGgiO3M6MTQ6Ii9sb29rdXAvaWpsaW5rIjtzOjU6InF1ZXJ5IjthOjQ6e3M6ODoibGlua1R5cGUiO3M6NDoiQUJTVCI7czoxMToiam91cm5hbENvZGUiO3M6MzoicWhjIjtzOjU6InJlc2lkIjtzOjg6IjI5LzUvNDA5IjtzOjQ6ImF0b20iO3M6MjU6Ii9ibWpxaXIvMTEvMS9lMDAxMDY1LmF0b20iO31zOjg6ImZyYWdtZW50IjtzOjA6IiI7fQ==) 14. Elshaug AG, Rosenthal MB, Lavis JN, et al. Levers for addressing medical underuse and overuse: achieving high-value health care. Lancet 2017;390:191–202.[doi:10.1016/S0140-6736(16)32586-7](http://dx.doi.org/10.1016/S0140-6736(16)32586-7)pmid:http://www.ncbi.nlm.nih.gov/pubmed/28077228 [CrossRef](http://bmjopenquality.bmj.com/lookup/external-ref?access_num=10.1016/S0140-6736(16)32586-7&link_type=DOI) [PubMed](http://bmjopenquality.bmj.com/lookup/external-ref?access_num=28077228&link_type=MED&atom=%2Fbmjqir%2F11%2F1%2Fe001065.atom) 15. Colla CH, Mainor AJ, Hargreaves C, et al. Interventions aimed at reducing use of low-value health services: a systematic review. Med Care Res Rev 2017;74:507–50.[doi:10.1177/1077558716656970](http://dx.doi.org/10.1177/1077558716656970)pmid:http://www.ncbi.nlm.nih.gov/pubmed/27402662 [CrossRef](http://bmjopenquality.bmj.com/lookup/external-ref?access_num=10.1177/1077558716656970&link_type=DOI) [PubMed](http://bmjopenquality.bmj.com/lookup/external-ref?access_num=27402662&link_type=MED&atom=%2Fbmjqir%2F11%2F1%2Fe001065.atom)