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To validate SYMPHONIC, the position of the detected acceptance windows, total duration, and resulting ventricular volume were compared to the simulated ground truth to establish metrics for temporal error, quiescent interval duration, and volumetric error, respectively. SYMPHONIC MD images and those using manually defined acceptance windows with fixed (MANUAL\n                      <jats:sub>FIXED<\/jats:sub>\n                      ) or adaptive (MANUAL\n                      <jats:sub>ADAPT<\/jats:sub>\n                      ) width were compared by measuring\u00a0vessel sharpness (VS). The impact of HRV was assessed in patients (\n                      <jats:italic>N<\/jats:italic>\n                      \u2009=\u20096).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Mean temporal error was larger for MD than for ED and ED in both simulations and volunteers. Mean volumetric errors were comparable. Interval duration differed for ES (\n                      <jats:italic>p<\/jats:italic>\n                      \u2009=\u20090.04) and ED (\n                      <jats:italic>p<\/jats:italic>\n                      \u2009&lt;\u200910\n                      <jats:sup>\u20133<\/jats:sup>\n                      ), but not for MD (\n                      <jats:italic>p<\/jats:italic>\n                      \u2009=\u20090.08). In simulations, SYMPHONIC and MANUAL\n                      <jats:sub>ADAPT<\/jats:sub>\n                      provided consistent VS for increasing HRV, while VS decreased for MANUAL\n                      <jats:sub>FIXED<\/jats:sub>\n                      . In volunteers, VS differed between MANUAL\n                      <jats:sub>ADAPT<\/jats:sub>\n                      and MANUAL\n                      <jats:sub>FIXED<\/jats:sub>\n                      (\n                      <jats:italic>p<\/jats:italic>\n                      \u2009&lt;\u20090.01), but not between SYMPHONIC and MANUAL\n                      <jats:sub>ADAPT<\/jats:sub>\n                      (\n                      <jats:italic>p<\/jats:italic>\n                      \u2009=\u20090.03) or MANUAL\n                      <jats:sub>FIXED<\/jats:sub>\n                      (\n                      <jats:italic>p<\/jats:italic>\n                      \u2009=\u20090.42).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>SYMPHONIC accurately detected quiescent cardiac phases in free-running data and resulted in high-quality whole-heart images despite the presence of HRV.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1007\/s10334-025-01289-5","type":"journal-article","created":{"date-parts":[[2025,8,19]],"date-time":"2025-08-19T12:20:41Z","timestamp":1755606041000},"page":"81-96","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Automated adaptive detection and reconstruction of quiescent cardiac phases in free-running whole-heart acquisitions using Synchronicity Maps from PHysiological mOtioN In Cine (SYMPHONIC) MRI"],"prefix":"10.1007","volume":"39","author":[{"given":"Giulia M. 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