Bhise V, Rajan SS, Sittig DF, Morgan RO, Chaudhary P, Singh H. Defining and measuring diagnostic uncertainty in medicine: a systematic review. J Gen Intern Med. 2018;33(1):103-15.
Kim K, Lee YM. Understanding uncertainty in medicine: concepts and implications in medical education. Korean J Med Educ. 2018;30(3):181-8.
Article PubMed PubMed Central Google Scholar
Shannon CE. A mathematical theory of communication. Bell Syst Tech J. 1948;27:379-423.
Natal J, Ávila I, Tsukahara VB, Pinheiro M, Maciel CD. Entropy: from thermodynamics to information processing. Entropy. 2021;23(10):1340.
Article PubMed PubMed Central Google Scholar
Lacasse JR, Gambrill E. Making assessment decisions: macro, mezzo, and micro perspectives. In: Probst B, ed. Critical Thinking in Clinical Assessment and Diagnosis. Springer International Publishing AG; 2015:69-84.
Hall KH. Reviewing intuitive decision-making and uncertainty: the implications for medical education. Med Educ. 2002;36(3):216-24.
Eddy DM. Anatomy of a decision. JAMA. 1990;263(3):441-3.
Article CAS PubMed Google Scholar
Penner J, Schuwirth L, Durning S. From noise to music: reframing the role of context in clinical reasoning. J Gen Intern Med. 2024;39:851-7.
Article PubMed PubMed Central Google Scholar
Konopasky A, Artino AR, Battista A, et al. Understanding context specificity: the effect of contextual factors on clinical reasoning. Diagnosis. 2020;7(3):257-64.
Rencic J, Schuwirth L, Gruppen L, Durning SJ. A situated cognition model for clinical reasoning performance assessment: a narrative review. Diagnosis. 2020;7(3):227-40.
Vollmer RT. Entropy and information content of laboratory test results. Am J Clin Pathol. 2007;127(1):60-65.
Resnik MD. Choices: an introduction to decision theory. Univ of Minnesota Press; 1987.
Gärdenfors P, Sahlin N, eds. Decision, probability and utility: selected readings. Cambridge University Press; 1988.
Albert DA. Decision theory in medicine: a review and critique. Health Soc. 1978;56(3):362-401.
Hansson SO. Decision theory: a brief introduction. Available at: http://people.kth.se/∼soh/decisiontheory.pdf. Published 1994.
Yoshiyasu N, Kojima F, Hayashi K, Bando T. Radiomics technology for identifying early-stage lung adenocarcinomas suitable for sublobar resection. J Thorac Cardiovasc Surg. 2021;162(2):477-85.
Chang CC, Lin CY, Liu YS, et al. Therapeutic decision making in prevascular mediastinal tumors using CT radiomics and clinical features: upfront surgery or pretreatment needle biopsy? Cancers. 2024;16(4):773.
Article PubMed PubMed Central Google Scholar
Park YW, Ahn SS, Lee SK. Clinically reliable deep learning model for differentiation of glioblastoma from single brain metastasis: estimating uncertainty with deep ensembles. Neuro Oncol. 2022;24(Suppl 7):vii169.
Article PubMed Central Google Scholar
Spaide T, Rajesh AE, Gim N, Wu Y, Zhang Q, Yee AY. Estimating uncertainty of geographic atrophy segmentations with Bayesian deep learning. Ophthalmol Sci. 2024;5(1):100587.
Article PubMed PubMed Central Google Scholar
Dudovitch G, Link-Sourani D, Ben-Sira L, Miller E, Ben-Bashat D, Joskowicz L. Deep learning automatic fetal structures segmentation in MRI scans with few annotated datasets. Int Conf Med Image Comput Comput-Assist Interv. 2020:365–74.
Sathyanarayana A, El Atrache R, Jackson M, et al. Measuring real-time medication effects from electroencephalography. J Clin Neurophysiol. 2024;41(1):72-82.
Dussiau C, Comont T, Knosp C, et al. Loss of hematopoietic progenitors heterogeneity is an adverse prognostic factor in lower-risk myelodysplastic neoplasms. Leukemia. 2024;38:1131-42.
Article CAS PubMed PubMed Central Google Scholar
Levine RD. On the differential and the integral value of information. Entropy. 2025;27(1):43.
Article PubMed PubMed Central Google Scholar
Fu H, Hou D, Xu R, et al. Risk prediction models for deep venous thrombosis in patients with acute stroke: A systematic review and meta-analysis. Int J Nurs Stud. 2024;149:104623.
Tuffaha HW, Gordon LG, Scuffham PA. Value of information analysis in healthcare: a review of principles and applications. J Med Econ. 2014;17(6):377-83.
Croskerry P. A universal model of diagnostic reasoning. Acad Med. 2009;84(8):1022-8.
Norman G. Dual processing and diagnostic errors. Adv Health Sci Educ Theory Pract. 2009;14 Suppl 1:37-49.
Scharffe A, Coates A, Brand K, Michalowski W. Decision threshold models in medical decision making: a scoping review. BMC Med Inform Decis Mak. 2024;24(1):273.
Reyna VF. Theories of medical
Comments (0)