{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,30]],"date-time":"2026-07-30T13:04:22Z","timestamp":1785416662564,"version":"3.56.0"},"reference-count":20,"publisher":"Cambridge University Press (CUP)","issue":"4","license":[{"start":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T00:00:00Z","timestamp":1775520000000},"content-version":"unspecified","delay-in-days":6,"URL":"https:\/\/www.cambridge.org\/core\/terms"}],"content-domain":{"domain":["cambridge.org"],"crossmark-restriction":true},"short-container-title":["Cardiol Young"],"published-print":{"date-parts":[[2026,4]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>Innovation in paediatric and adult congenital cardiology increasingly depends on collaboration among academia, industry, and professional communities. From this perspective, the author argues that clinical prediction represents a natural convergence point for these stakeholders, aligning safe, personalised care with economic incentives. The author discusses emerging evidence highlighting the promise of artificial intelligence-driven prediction across various cardiovascular domains, while highlighting current limitations related to narrow scope, static design, and weak integration into clinical decision-making. Medicine-based evidence and a high-quality, inclusive data infrastructure may help address these gaps. Together, these approaches, along with stakeholders upholding their responsibilities, define a path towards predictive innovation.<\/jats:p>","DOI":"10.1017\/s1047951126111950","type":"journal-article","created":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T13:03:48Z","timestamp":1775567028000},"page":"811-815","update-policy":"https:\/\/doi.org\/10.1017\/policypage","source":"Crossref","is-referenced-by-count":0,"title":["The road to innovation: Collaborative enhancement of clinical prediction\u2014A 9th World Congress of Pediatric Cardiology and Cardiac Surgery closing plenary lecture"],"prefix":"10.1017","volume":"36","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9428-0979","authenticated-orcid":false,"given":"Shelby","family":"Kutty","sequence":"first","affiliation":[{"id":[{"id":"https:\/\/ror.org\/01fqg5k81","id-type":"ROR","asserted-by":"publisher"}],"name":"Analytic Intelligence"},{"name":"BayCare Health System"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"56","published-online":{"date-parts":[[2026,4,7]]},"reference":[{"key":"S1047951126111950_ref9","doi-asserted-by":"publisher","DOI":"10.3389\/fped.2025.1608334"},{"key":"S1047951126111950_ref15","first-page":"1394","article-title":"Unique challenges of randomised controlled trials in pediatric cardiology","volume":"37","author":"Harris","year":"2021","journal-title":"Can J Cardiol"},{"key":"S1047951126111950_ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.echo.2020.12.025"},{"key":"S1047951126111950_ref2","doi-asserted-by":"publisher","DOI":"10.7861\/futurehosp.4-2-121"},{"key":"S1047951126111950_ref12","doi-asserted-by":"publisher","DOI":"10.1093\/eurheartj\/ehae619"},{"key":"S1047951126111950_ref20","doi-asserted-by":"publisher","DOI":"10.1126\/science.aax2342"},{"key":"S1047951126111950_ref17","doi-asserted-by":"publisher","DOI":"10.2196\/41446"},{"key":"S1047951126111950_ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.amjmed.2017.06.012"},{"key":"S1047951126111950_ref14","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCULATIONAHA.124.070526"},{"key":"S1047951126111950_ref3","doi-asserted-by":"publisher","DOI":"10.1161\/CIR.0000000000001202"},{"key":"S1047951126111950_ref6","doi-asserted-by":"publisher","DOI":"10.1093\/ehjdh\/ztad031"},{"key":"S1047951126111950_ref1","doi-asserted-by":"publisher","DOI":"10.1002\/hsr2.70312"},{"key":"S1047951126111950_ref5","doi-asserted-by":"publisher","DOI":"10.2196\/29812"},{"key":"S1047951126111950_ref8","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-020-0870-z"},{"key":"S1047951126111950_ref11","doi-asserted-by":"publisher","DOI":"10.1111\/eci.12945"},{"key":"S1047951126111950_ref16","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-025-01674-3"},{"key":"S1047951126111950_ref13","doi-asserted-by":"publisher","DOI":"10.2196\/78499"},{"key":"S1047951126111950_ref19","doi-asserted-by":"publisher","DOI":"10.1097\/JS9.0000000000001112"},{"key":"S1047951126111950_ref18","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-024-01196-4"},{"key":"S1047951126111950_ref4","doi-asserted-by":"publisher","DOI":"10.3390\/healthcare10122493"}],"container-title":["Cardiology in the Young"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.cambridge.org\/core\/services\/aop-cambridge-core\/content\/view\/S1047951126111950","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,2]],"date-time":"2026-06-02T10:56:30Z","timestamp":1780397790000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.cambridge.org\/core\/product\/identifier\/S1047951126111950\/type\/journal_article"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4]]},"references-count":20,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2026,4]]}},"alternative-id":["S1047951126111950"],"URL":"https:\/\/doi.org\/10.1017\/s1047951126111950","relation":{},"ISSN":["1047-9511","1467-1107"],"issn-type":[{"value":"1047-9511","type":"print"},{"value":"1467-1107","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,4]]},"assertion":[{"value":"\u00a9 The Author(s), 2026. 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