Fetching the paper…
Reading the bibliography…
Doctor-patient consultations require multi-turn, context-aware communication tailored to diverse patient personas.
Relative contributions of history-taking, physical examination, and laboratory investigation to diagnosis and management of medical outpatients
J. R. Hampton, M. J. G. Harrison, J. R. A. Mitchell, J. S. Prichard, and C. Seymour · 1975
Earlier work this paper cites.
Validation of the five-factor model of personality across instruments and observers
R. R. McCrae and P. T. Costa · 1987
Earlier work this paper cites.
Contributions of the history, physical examination, and laboratory investigation in making medical diagnoses
M. C. Peterson, J. H. Holbrook, D. Von Hales, N. L. Smith, and L. V. Staker · 1992
Earlier work this paper cites.
An overview of the uses of standardized patients for teaching and evaluating clinical skills
H. S. Barrows · 1993
Earlier work this paper cites.
Discrepancies between patient recall and the medical record. potential impact on diagnosis and clinical assessment of chronic disease
G. S. Boyer, D. W. Templin, W. P. Goring, J. C. Cornoni-Huntley, D. F. Everett, R. C. Lawrence, S. P. Heyse, and A. Bowler · 1995
Earlier work this paper cites.
Physiobank, physiotoolkit, and physionet: Components of a new research resource for complex physiologic signals
A. L. Goldberger, L. A. N. Amaral, L. Glass, J. M. Hausdorff, P. C. Ivanov, R. G. Mark, J. E. Mietus, G. B. Moody, C.-K. Peng, and H. E. Stanley · 2000
Earlier work this paper cites.
Common European Framework of Reference for Languages: Learning, Teaching, Assessment
C. of Europe · 2001
Earlier work this paper cites.
Personality differences between doctors and their patients: implications for the teaching of communication skills
G. B. Clack, J. Allen, D. Cooper, and J. O. Head · 2004
Earlier work this paper cites.
Computing inter-rater reliability and its variance in the presence of high agreement
K. L. Gwet · 2008
Earlier work this paper cites.
Unraveling the relationship between literacy, language proficiency, and patient-physician communication
R. L. Sudore, C. S. Landefeld, E. J. Pérez-Stable, K. Bibbins-Domingo, B. A. Williams, and D. Schillinger · 2009
Earlier work this paper cites.
Dynamics of doctor–patient relationship: A cross-sectional study on concordance, trust, and patient enablement
A. Banerjee and D. Sanyal · 2012
Earlier work this paper cites.
Agreeable patient meets affiliative physician: How physician behavior affects patient outcomes depends on patient personality
G. Cousin and M. Schmid Mast · 2013
Earlier work this paper cites.
A standardized patient model to teach and assess professionalism and communication skills: The effect of personality type on performance
S. D. Lifchez and R. J. Redett · 2013
Earlier work this paper cites.
Teaching history taking to medical students: a systematic review
K. E. Keifenheim, M. Teufel, J. Ip, N. Speiser, E. J. Leehr, S. Zipfel, and A. Herrmann-Werner · 2015
Earlier work this paper cites.
Patients’ anxiety and hope: predictors and adherence intentions in an acute care context
A. M. Legg, S. E. Andrews, H. Huynh, A. Ghane, A. Tabuenca, and K. Sweeny · 2015
Earlier work this paper cites.
Evaluation and treatment of the angry patient
F. Chipidza, R. S. Wallwork, T. N. Adams, and T. A. Stern · 2016
Earlier work this paper cites.
Alleviating anxiety: Optimizing communication with the anxious patient
D. E. Stubbe · 2017
Earlier work this paper cites.
Factors associated with patient recall of key information in ambulatory specialty care visits: Results of an innovative methodology
M. B. Laws, Y. Lee, T. Taubin, W. H. Rogers, and I. B. Wilson · 2018
Earlier work this paper cites.
Communicating with diverse patients: How patient and clinician factors affect disparities
E. J. Pérez-Stable and S. El-Toukhy · 2018
Cited alongside, same era.
Pubmedqa: A dataset for biomedical research question answering
Q. Jin, B. Dhingra, Z. Liu, W. Cohen, and X. Lu · 2019
Cited alongside, same era.
D. Jin, E. Pan, N. Oufattole, W.-H. Weng, H. Fang, and P. Szolovits · 2020
Cited alongside, same era.
Patient and clinician experiences of uncertainty in the diagnostic process: Current understanding and future directions
A. N. Meyer, T. D. Giardina, L. Khawaja, and H. Singh · 2021
Cited alongside, same era.
Understanding patient personality in medical care: Five-factor model
D. A. Redelmeier, U. Najeeb, and E. E. Etchells · 2021
Cited alongside, same era.
CRAFT-MD: A conversational evaluation framework for comprehensive assessment of clinical LLMs
S. Johri, J. Jeong, B. A. Tran, D. I. Schlessinger, S. Wongvibulsin, Z. R. Cai, R. Daneshjou, and P. Rajpurkar · 2024
Later among the works it cites.
Automatic interactive evaluation for large language models with state aware patient simulator, 2024
Y. Liao, Y. Meng, Y. Wang, H. Liu, Y. Wang, and Y. Wang · 2024
Later among the works it cites.
H. Liu, Y. Liao, S. Ou, Y. Wang, H. Liu, Y. Wang, and Y. Wang · 2024
Later among the works it cites.
Roleplay-doh: Enabling domain-experts to create LLM-simulated patients via eliciting and adhering to principles
R. Louie, A. Nandi, W. Fang, C. Chang, E. Brunskill, and D. Yang · 2024
Later among the works it cites.
Gpt-4o mini: advancing cost-efficient intelligence, 2024
OpenAI · 2024
Later among the works it cites.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Embracing complexity with systems thinking in general practitioners’ clinical reasoning helps handling uncertainty
E. Stolper, P. Van Royen, E. Jack, J. Uleman, and M. Olde Rikkert · 2021
Cited alongside, same era.
Medmcqa: A large-scale multi-subject multi-choice dataset for medical domain question answering
A. Pal, L. K. Umapathi, and M. Sankarasubbu · 2022
Cited alongside, same era.
Toxicity in chatgpt: Analyzing persona-assigned language models
A. Deshpande, V. Murahari, T. Rajpurohit, A. Kalyan, and K. Narasimhan · 2023
Cited alongside, same era.
Y. Liao, Y. Meng, H. Liu, Y. Wang, and Y. Wang · 2023
Cited alongside, same era.
Judging LLM-as-a-judge with MT-bench and chatbot arena
L. Zheng, W.-L. Chiang, Y. Sheng, S. Zhuang, Z. Wu, Y. Zhuang, Z. Lin, Z. Li, D. Li, E. Xing, H. Zhang, J. E. Gonzalez, and I. Stoica · 2023
Cited alongside, same era.
Z. Bao, Q. Liu, Y. Guo, Z. Ye, J. Shen, S. Xie, J. Peng, X. Huang, and Z. Wei · 2024
Cited alongside, same era.
Creating virtual patients using large language models: scalable, global, and low cost
D. A. Cook · 2024
Cited alongside, same era.
H. Qiu and Z. Lan · 2024
Later among the works it cites.
Personagym: Evaluating persona agents and llms
V. Samuel, H. P. Zou, Y. Zhou, S. Chaudhari, A. Kalyan, T. Rajpurohit, A. Deshpande, K. Narasimhan, and V. Murahari · 2024
Later among the works it cites.
Agentclinic: a multimodal agent benchmark to evaluate ai in simulated clinical environments, 2024
S. Schmidgall, R. Ziaei, C. Harris, E. Reis, J. Jopling, and M. Moor · 2024
Later among the works it cites.
MedAgents: Large language models as collaborators for zero-shot medical reasoning
X. Tang, A. Zou, Z. Zhang, Z. Li, Y. Zhao, X. Zhang, A. Cohan, and M. Gerstein · 2024
Later among the works it cites.
Towards conversational diagnostic ai, 2024
T. Tu, A. Palepu, M. Schaekermann, K. Saab, J. Freyberg, R. Tanno, A. Wang, B. Li, M. Amin, N. Tomasev, S. Azizi, K. Singhal, Y. Cheng, L. Hou, A. Webson, K. Kulkarni, S. S. Mahdavi, C. Semturs, J. Gottweis, J. Barral, K. Chou, G. S. Corrado, Y. Matias, A. Karthikesalingam, and V. Natarajan · 2024
Later among the works it cites.
PATIENT- ψ \psi : Using large language models to simulate patients for training mental health professionals
R. Wang, S. Milani, J. C. Chiu, J. Zhi, S. M. Eack, T. Labrum, S. M. Murphy, N. Jones, K. V. Hardy, H. Shen, F. Fang, and Z. Chen · 2024
Later among the works it cites.
Medco: Medical education copilots based on a multi-agent framework, 2024
H. Wei, J. Qiu, H. Yu, and W. Yuan · 2024
Later among the works it cites.
Clinicallab: Aligning agents for multi-departmental clinical diagnostics in the real world, 2024
W. Yan, H. Liu, T. Wu, Q. Chen, W. Wang, H. Chai, J. Wang, W. Zhao, Y. Zhang, R. Zhang, L. Zhu, and X. Zhao · 2024
Later among the works it cites.
Self-evolving multi-agent simulations for realistic clinical interactions, 2025
M. Almansoori, K. Kumar, and H. Cholakkal · 2025
Closest in time.
Ai hospital: Benchmarking large language models in a multi-agent medical interaction simulator
Z. Fan, L. Wei, J. Tang, W. Chen, W. Siyuan, Z. Wei, and F. Huang · 2025
Closest in time.
Y. Hicke, J. Geathers, N. Rajashekar, C. Chan, A. G. Jack, J. Sewell, M. Preston, S. Cornes, D. Shung, and R. Kizilcec · 2025
Closest in time.
Agent hospital: A simulacrum of hospital with evolvable medical agents, 2025
J. Li, Y. Lai, W. Li, J. Ren, M. Zhang, X. Kang, S. Wang, P. Li, Y.-Q. Zhang, W. Ma, and Y. Liu · 2025
Closest in time.
Qwen2.5 technical report, 2025
Qwen, :, A. Yang, B. Yang, B. Zhang, B. Hui, B. Zheng, B. Yu, C. Li, D. Liu, F. Huang, H. Wei, H. Lin, J. Yang, J. Tu, J. Zhang, J. Yang, J. Yang, J. Zhou, J. Lin, K. Dang, K. Lu, K. Bao, K. Yang, L. Yu, M. Li, M. Xue, P. Zhang, Q. Zhu, R. Men, R. Lin, T. Li, T. Tang, T. Xia, X. Ren, X. Ren, Y. Fan, Y. Su, Y. Zhang, Y. Wan, Y. Liu, Z. Cui, Z. Zhang, and Z. Qiu · 2025
Closest in time.