{"_id":"dm4fcPWaWznsqSKgt","bibbaseid":"naliyatthaliyazchayil-muthyala-gichoya-purkayastha-evaluatingthereasoningcapabilitiesoflargelanguagemodelsformedicalcodingandhospitalreadmissionriskstratificationzeroshotpromptingapproach-2025","author_short":["Naliyatthaliyazchayil, P.","Muthyala, R.","Gichoya, J. W.","Purkayastha, S."],"bibdata":{"bibtype":"article","type":"article","title":"Evaluating the reasoning capabilities of large language models for medical coding and hospital readmission risk stratification: zero-shot prompting approach","author":[{"propositions":[],"lastnames":["Naliyatthaliyazchayil"],"firstnames":["Parvati"],"suffixes":[]},{"propositions":[],"lastnames":["Muthyala"],"firstnames":["Raajitha"],"suffixes":[]},{"propositions":[],"lastnames":["Gichoya"],"firstnames":["Judy","Wawira"],"suffixes":[]},{"propositions":[],"lastnames":["Purkayastha"],"firstnames":["Saptarshi"],"suffixes":[]}],"journal":"Journal of medical Internet research","volume":"27","pages":"e74142","year":"2025","publisher":"JMIR Publications Toronto, Canada","bibtex":"@article{naliyatthaliyazchayil2025evaluating,\n title={Evaluating the reasoning capabilities of large language models for medical coding and hospital readmission risk stratification: zero-shot prompting approach},\n author={Naliyatthaliyazchayil, Parvati and Muthyala, Raajitha and Gichoya, Judy Wawira and Purkayastha, Saptarshi},\n journal={Journal of medical Internet research},\n volume={27},\n pages={e74142},\n year={2025},\n publisher={JMIR Publications Toronto, Canada}\n}\n\n","author_short":["Naliyatthaliyazchayil, P.","Muthyala, R.","Gichoya, J. W.","Purkayastha, S."],"key":"naliyatthaliyazchayil2025evaluating","id":"naliyatthaliyazchayil2025evaluating","bibbaseid":"naliyatthaliyazchayil-muthyala-gichoya-purkayastha-evaluatingthereasoningcapabilitiesoflargelanguagemodelsformedicalcodingandhospitalreadmissionriskstratificationzeroshotpromptingapproach-2025","role":"author","urls":{},"metadata":{"authorlinks":{}}},"bibtype":"article","biburl":"https://bibbase.org/f/w9TFEgeXK4tFvTLhb/saptpurk.bib","dataSources":["poCmBcNmoch2uGKtW"],"keywords":[],"search_terms":["evaluating","reasoning","capabilities","large","language","models","medical","coding","hospital","readmission","risk","stratification","zero","shot","prompting","approach","naliyatthaliyazchayil","muthyala","gichoya","purkayastha"],"title":"Evaluating the reasoning capabilities of large language models for medical coding and hospital readmission risk stratification: zero-shot prompting approach","year":2025}