DDx Papers

#1
by awacke1 - opened

Below is a synopsis of most relative papers found while looking for useful patterns for DDx evaluation using AI, Diagnosis, MRG, LLM, Specialist Agents, Dialogue of Interviews, DDx, DDxT, and Augmented KG based datasets, CNN, and DeepRL.

  1. 2024 - PromptMRG: Diagnosis-Driven Prompts for Medical Report Generation - https://arxiv.org/pdf/2308.12604
  2. 2024 - Beyond Direct Diagnosis: LLM-based Multi-Specialist Agent Consultation for Automatic Diagnosis - https://arxiv.org/pdf/2401.16107
  3. 2024 - Medical Dialogue Generation via Intuitive-then-Analytical Differential Diagnosis - https://arxiv.org/pdf/2401.06541
  4. 2023 - Towards Accurate Differential Diagnosis with Large Language Models - https://arxiv.org/pdf/2312.00164
  5. 2023 - DDxT: Deep Generative Transformer Models for Differential Diagnosis - https://arxiv.org/pdf/2312.01242
  6. 2022 - Refining Diagnosis Paths for Medical Diagnosis based on an Augmented Knowledge Graph - https://arxiv.org/pdf/2204.13329
  7. 2022 - DDXPlus: A New Dataset For Automatic Medical Diagnosis - https://arxiv.org/pdf/2205.09148
  8. 2022 - Towards Trustworthy Automatic Diagnosis Systems by Emulating Doctors’ Reasoning with Deep Reinforcement Learning - https://arxiv.org/pdf/2210.07198
  9. 2021 - Explorative analysis of human disease-symptoms relations using the Convolutional Neural Network - https://arxiv.org/pdf/2302.12075
  10. 2020 - Counterfactual diagnosis - https://arxiv.org/pdf/1910.06772
  11. 2014 - Medical diagnosis as pattern recognition in a framework of information compression by multiple alignment, unification and search - https://arxiv.org/pdf/1409.8053
  12. 2009 - ICD 10 Based Medical Expert System Using Fuzzy Temporal Logic - https://arxiv.org/pdf/1001.1979

Clinical Terminologies and Controlled Vocabularies used:

SNOMED CT (Systematized Nomenclature of Medicine - Clinical Terms): Comprehensive clinical terminology.
ICD-10/ICD-11 (International Classification of Diseases): Disease and condition classification system.
CPT (Current Procedural Terminology): Codes for medical procedures.
UMLS (Unified Medical Language System): Integrates various health and biomedical vocabularies.
LOINC (Logical Observation Identifiers Names and Codes): Standard for identifying medical laboratory observations.
Patient Language Terms: Layman terms used for patient education.

References for Clinical Terminologies
SNOMED CT - https://www.snomed.org/
ICD-10 - https://www.who.int/classifications/classification-of-diseases
ICD-11 - https://icd.who.int/en
CPT - https://www.ama-assn.org/amaone/cpt-current-procedural-terminology
UMLS - https://www.nlm.nih.gov/research/umls/index.html
LOINC - https://loinc.org/

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