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Accountability is hailed as an important element of trustworthy governance frameworks for data-intensive health research networks. Yet the extent to which adequate accountability regimes in data-intensive health research networks are currently realized is questionable. Current governance of data-intensive health research networks is dominated by the limitations of a drawing board approach. As a way forward, we propose a stronger focus on accountability as learning to achieve accountable governance. As an important step in that direction, we provide two pathways: (1) developing an integrated structure for decision-making and (2) establishing a dialogue in ongoing deliberative processes. Suitable places for learning accountability to thrive are dedicated governing bodies as well as specialized committees, panels or boards which bear and guide the development of governance in data-intensive health research networks. A continuous accountability process which comprises learning and interaction accommodates the diversity of expectations, responsibilities and tasks in data-intensive health research networks to achieve responsible and effective governance. <\/jats:p>","DOI":"10.1177\/20539517221136078","type":"journal-article","created":{"date-parts":[[2022,11,11]],"date-time":"2022-11-11T06:20:20Z","timestamp":1668147620000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":2,"title":["Learning accountable governance: Challenges and perspectives for data-intensive health research networks"],"prefix":"10.1177","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1800-5443","authenticated-orcid":false,"given":"Sam HA","family":"Muller","sequence":"first","affiliation":[{"name":"Department of Medical Humanities, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands"}]},{"given":"Menno","family":"Mostert","sequence":"additional","affiliation":[{"name":"Department of Medical Humanities, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands"}]},{"given":"Johannes JM","family":"van Delden","sequence":"additional","affiliation":[{"name":"Department of Medical Humanities, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The Netherlands"}]},{"given":"Thomas","family":"Schillemans","sequence":"additional","affiliation":[{"name":"Utrecht School of Governance, Utrecht University, Utrecht, The Netherlands"}]},{"given":"Ghislaine JMW","family":"van Thiel","sequence":"additional","affiliation":[{"name":"Department of Medical Humanities, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, The 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