Reply to: Limited benchmarks constrain the conclusions of a general-purpose versus clinical AI comparison
Krithik Vishwanath, Yindalon Aphinyanaphongs, Eric K. Oermann
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Krithik Vishwanath, Yindalon Aphinyanaphongs, Eric K. Oermann
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Anjali Kapoor, Anton Alyakin, John Markert, Ari Arias et autres
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Krithik Vishwanath, Anton Alyakin, Mrigayu Ghosh, Ali Hage et autres
Specialized clinical artificial intelligence (AI) tools are entering medical practice despite scarce independent evaluation. We quantitatively evaluate two clinical AI tools, OpenEvidence and UpToDate Expert AI, built on large language models (LLMs) against three frontier LLMs: GPT-5.2, Gemini 3.1 Pro and Claude …
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Krithik Vishwanath, Hoon Choi, Mamta Gupta, Rong Zhou et autres
Abstract Introduction. Pancreatic ductal adenocarcinoma (PDAC) is highly lethal in part because tumors rapidly evolve resistance to potent regimens. Rotational, multi-agent schedules have emerged as a promising approach to outpace this adaptive escape. To attack this problem, we propose a mechanistic “virtual-trial” …
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Krithik Vishwanath, C. I. Crawford, A. G. Sorace, T. E. Yankeelov et autres
Abstract Introduction. Triple-negative breast cancer (TNBC) disproportionately affects obese individuals, with emerging evidence suggesting that obesity may decrease or paradoxically enhance the efficacy of certain immunotherapies. However, obesity-driven intratumoral hypoxia presents additional challenges for treatment, motivating the use of evofosfamide (a hypoxia-activated …
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Anjali K. Kapoor, Anton Alyakin, Jin Vivian Lee, Eunice Yang et autres
Accurate prediction of functional outcomes after acute ischemic stroke can inform clinical decision-making and resource allocation. Prior work on modified Rankin Scale (mRS) prediction has relied primarily on structured variables (e.g., age, NIHSS) and conventional machine learning. The ability of large language …
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Krithik Vishwanath, Anton Alyakin, Mrigayu Ghosh, Jin Ha Lee et autres
BACKGROUND AND OBJECTIVES: The Congress of Neurological Surgeons Self-Assessment for Neurological Surgeons questions are widely used by neurosurgical residents to prepare for written board examinations. Recently, these questions have also served as benchmarks for evaluating large language models' (LLMs) neurosurgical knowledge. LLMs …
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Krithik Vishwanath, Hoon Choi, Mamta Gupta, Rong Zhou et autres
Abstract We seek to establish a parsimonious mathematical framework for understanding the interaction and dynamics of the response of pancreatic cancer to the NGC triple chemotherapy regimen (mNab-paclitaxel, gemcitabine, and cisplatin), stromal-targeting drugs (calcipotriol and losartan), and an immune checkpoint inhibitor (anti-PD-L1). …
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Krithik Vishwanath, Jaden Stryker, Anton Alyakin, Daniel Alexander Alber et autres
Objective: Language models (LMs) have demonstrated expert-level reasoning and recall abilities in medicine. However, computational costs and privacy concerns are mounting barriers to wide-scale implementation. To address these significant limitations, we introduce a parsimonious adaptation of phi-3-mini, MedMobile, a 3.8 billion parameter …
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Krithik Vishwanath, Anton Alyakin, Mrigayu Ghosh, Jin Ha Lee et autres
The Congress of Neurological Surgeons Self-Assessment for Neurological Surgeons (CNS-SANS) questions are widely used by neurosurgical residents to prepare for written board examinations. Recently, these questions have also served as benchmarks for evaluating large language models' (LLMs) neurosurgical knowledge. This study aims …
Nilesh Mathuria, Blake C. Fallon, Krithik Vishwanath, Antonio Martino et autres
Krithik Vishwanath, Hoon Choi, Mamta Gupta, Rong Zhou et autres
We seek to establish a parsimonious mathematical framework for understanding the interaction and dynamics of the response of pancreatic cancer to the NGC triple chemotherapy regimen (mNab-paclitaxel, gemcitabine, and cisplatin), stromal-targeting drugs (calcipotriol and losartan), and an immune checkpoint inhibitor (anti-PD-L1). We …
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