Clinical Assessment of Fine-Tuned Open-Source LLMs in Cardiology: From Progress Notes to Discharge Summary.

Ah-Ram Kim

Hyoje Jung Yunha Kim Jiahn Seo Heejung Choi Minkyoung Kim JiYe Han Gaeun Kee Soyoung Ko Byeolhee Kim Boeun Choi Ah-Ram Kim Jung-Min Ahn Tae Joon Jun Young-Hak Kim Clinical Assessment of Fine-Tuned Open-Source LLMs in Cardiology: From Progress Notes to Discharge Summary. 686-702 2025 December 9 J. Heal. Informatics Res. 4 https://doi.org/10.1007/s41666-025-00203-x db/journals/jhir/jhir9.html#JungKSCKHKKKCKAJK25 streams/journals/jhir

Roadmap Epigenomics Consortium Anshul Kundaje Wouter Meuleman Jason Ernst Misha Bilenky Angela Yen Alireza Heravi Moussavi Pouya Kheradpour ZhiZhuo Zhang Jianrong Wang Michael J. Ziller Viren Amin John W. Whitaker Matthew D. Schultz Lucas D. Ward Abhishek Sarkar Gerald T. Quon Richard S. Sandstrom Matthew L. Eaton Yi-Chieh Wu Andreas R. Pfenning Xinchen Wang Melina Claussnitzer Yaping Liu Cristian Coarfa R. Alan Harris Noam Shoresh Charles B. Epstein Elizabeta Gjoneska Danny Leung Wei Xie R. David Hawkins Ryan Lister Chibo Hong Philippe Gascard Andrew J. Mungall Richard A. Moore Eric Chuah Angela Tam Theresa K. Canfield R. Scott Hansen Rajinder Kaul Peter J. Sabo Mukul S. Bansal Annaick Carles Jesse R. Dixon Kyle Kai-How Farh Soheil Feizi Rosa Karlic Ah-Ram Kim Ashwinikumar Kulkarni Daofeng Li Rebecca F. Lowdon GiNell Elliott Tim R. Mercer Shane J. Neph Vitor Onuchic Paz Polak Nisha Rajagopal Pradipta Ray Richard C. Sallari Kyle T. Siebenthall Nicholas A. Sinnott-Armstrong Michael Stevens Robert E. Thurman Jie Wu Bo Zhang 0009 Xin Zhou Arthur E. Beaudet Laurie A. Boyer Philip L. De Jager Peggy J. Farnham Susan J. Fisher David Haussler Steven J. M. Jones Wei Li Marco A. Marra Michael T. McManus Shamil R. Sunyaev James A. Thomson Thea D. Tlsty Li-Huei Tsai Wei Wang 0051 Robert A. Waterland Michael Q. Zhang Lisa H. Chadwick Bradley E. Bernstein Joseph F. Costello Joseph R. Ecker Martin Hirst Alexander Meissner Aleksandar Milosavljevic Bing Ren John A. Stamatoyannopoulos Ting Wang 0032 Manolis Kellis Integrative analysis of 111 reference human epigenomes Open. 317-330 2015 518 Nat. 7539 https://doi.org/10.1038/nature14248 https://www.wikidata.org/entity/Q29615565 db/journals/nature/nature518.html#ConsortiumKMEBY15

Manu Svetlana Surkova Alexander V. Spirov Vitaly V. Gursky Hilde Janssens Ah-Ram Kim Ovidiu Radulescu Carlos E. Vanario-Alonso David H. Sharp Maria Samsonova John Reinitz Canalization of Gene Expression and Domain Shifts in the <i>Drosophila</i> Blastoderm by Dynamical Attractors. 2009 5 PLoS Comput. Biol. 3 https://doi.org/10.1371/journal.pcbi.1000303 https://www.wikidata.org/entity/Q28474898 db/journals/ploscb/ploscb5.html#ManuSSGJKRVSSR09

Jung-Min Ahn Viren Amin Mukul S. Bansal Arthur E. Beaudet Bradley E. Bernstein Misha Bilenky Laurie A. Boyer Theresa K. Canfield Annaick Carles Lisa H. Chadwick Boeun Choi Heejung Choi Eric Chuah Melina Claussnitzer Cristian Coarfa Roadmap Epigenomics Consortium Joseph F. Costello Richard Cowper-SallariRichard C. Sallari Jesse R. Dixon Matthew L. Eaton Joseph R. Ecker GiNell Elliott Charles B. Epstein Jason Ernst Kyle Kai-How Farh Peggy J. Farnham Soheil Feizi Susan J. Fisher Philippe Gascard Elizabeta Gjoneska Vitaly V. Gursky JiYe Han R. Scott Hansen R. Alan Harris David Haussler R. David Hawkins Martin Hirst Chibo Hong Philip L. De Jager Hilde Janssens Steven J. M. Jones Tae Joon Jun Hyoje Jung Rosa Karlic Rajinder Kaul Gaeun Kee Manolis Kellis Pouya Kheradpour Byeolhee Kim Minkyoung Kim Young-Hak Kim Yunha Kim Soyoung Ko Ashwinikumar Kulkarni Anshul Kundaje Danny Leung Daofeng Li Wei Li Ryan Lister Yaping Liu Rebecca F. Lowdon Manu Marco A. Marra Michael T. McManus Alexander Meissner Tim R. Mercer Wouter Meuleman Aleksandar Milosavljevic Richard A. Moore Alireza Heravi Moussavi Andrew J. Mungall Shane J. Neph Vitor Onuchic Andreas R. Pfenning Paz Polak Gerald T. Quon Ovidiu Radulescu Nisha Rajagopal Pradipta Ray John Reinitz Bing Ren Peter J. Sabo Maria Samsonova Richard S. Sandstrom Abhishek Sarkar Matthew D. Schultz Jiahn Seo David H. Sharp Noam Shoresh Kyle T. Siebenthall Nicholas A. Sinnott-Armstrong Alexander V. Spirov John A. Stamatoyannopoulos Michael Stevens Shamil R. Sunyaev Svetlana Surkova Angela Tam James A. Thomson Robert E. Thurman Thea D. Tlsty Li-Huei Tsai Carlos E. Vanario-Alonso Jianrong Wang Ting Wang 0032 Wei Wang 0051 Xinchen Wang Lucas D. Ward Robert A. Waterland John W. Whitaker Jie Wu Yi-Chieh Wu Wei Xie Angela Yen Bo Zhang 0009 Michael Q. Zhang ZhiZhuo Zhang Xin Zhou Michael J. Ziller