Probabilistic Diagnostic Modeling

Probabilistic Diagnostic Modeling is a computational framework within diagnostic decision support that employs probabilistic reasoning to represent and infer the likelihood of diseases given observed symptoms, thereby distinguishing itself from deterministic methods by explicitly quantifying uncertainty in diagnostic hypotheses.

434

Publications

23.7K

Citations

1.3K

Authors

540

Institutions

Publications per year

2017–2026

Parents

Diagnostic Decision Support

Publications

434

Analysis of Probability as an Aid in the Clinical Diagnosis of Coronary-Artery Disease

George Diamond, James S. Forrester · New England Journal of Medicine · 1979 · 2.7K citations

Medicine, Cardiology, Internal Medicine +17

Refining clinical diagnosis with likelihood ratios

David A. Grimes, Kenneth F. Schulz · The Lancet · 2005 · 828 citations

Public Health, Biostatistics, Diagnostic Assessment +7

International application of a new probability algorithm for the diagnosis of coronary artery disease

Robert Detrano, Andras Janosi, W Steinbrunn et al. · The American Journal of Cardiology · 1989 · 673 citations

Medicine, Cardiology, Internal Medicine +10

Estimation of diagnostic-test sensitivity and specificity through Bayesian modeling

Adam J. Branscum, Ian A. Gardner, Wesley O. Johnson · Preventive Veterinary Medicine · 2005 · 538 citations

Computing, Biostatistics, Bayesian Biostatistics +13

Leveraging uncertainty information from deep neural networks for disease detection

Christian Leibig, Vaneeda Allken, Murat Seçkin Ayhan et al. · Scientific Reports · 2017 · 473 citations · Full text

Computing, Computer Science, Clinical Decision Support +16

1–5 of 434

Authors

1.3K

JH
Jørgen Hilden
University of Copenhagen, Denmark
6 publications · 323 citations
6
h-index
GF
Gregory F. Cooper
University of Pittsburgh, United States
6 publications · 477 citations
6
h-index
AO
Agnieszka Oniśko
University of Pittsburgh Medical Center, United States
6 publications · 177 citations
5
h-index
MJ
Marek J. Drużdżel
University of Pittsburgh, United States
5 publications · 158 citations
5
h-index
DH
David Heckerman
Microsoft (United States), United States
5 publications · 517 citations
5
h-index

1–5 of 1.3K

Institutions

540

1–8 of 540

Venues

Methods of Information in Medicine
20 publications · 1.1K citations
16
h-index
PubMed
Repository · 21 publications · 869 citations
14
h-index
Medical Decision Making
MDM · 15 publications · 730 citations
13
h-index
Expert Systems with Applications
10 publications · 369 citations
10
h-index
Statistics in Medicine
9 publications · 308 citations
9
h-index

1–5