Skip to content
DraconiticResearch
Search Sources API
203,234 studies31 sourcesUpdated 55 min ago
PreprintAll rights reservedmedRxiv

CARE-MVLM: Counterfactual Abstention and Region-Grounded Evidence in Mammography Vision-Language Models

  • B. Qu
  • W. Liu
  • M. Murrow
  • M. Burger
  • X. Guo
  • M. S. Vaidya
  • S. L. Rose
  • M. Kantarcioglu
  • B. A. Malin
  • Z. Yin1
  1. 1Vanderbilt University Medical Center
Read full textPDFDOICite

Related

  1. Accuracy Overstates Evidence Grounding and Abstention Reliability in Mammography Vision-Language Models
    B. Qu, w. Liu, M. Murrow +7
    medRxivPreprintAll rights reservedFull textMedical imaging & radiologymedRxiv
  2. LENS: A mammography-specific hybrid CNN-Transformer with lesion-aware evidence modeling
    Duc Quy Hoang, Van Kien Cao, Tan Nhu Nguyen +1
    PLOS OnePeer-reviewedCC BY 4.0Full textNeuroscienceMedical imaging & radiologyPLOS
  3. Real-world evaluation of a multilingual agentic retrieval-augmented clinical AI framework for evidence-grounded medical decision support
    Mohammad Hossein Imani, Mohammad Hasannejad, Amir Hossein Imani +1
    Scientific ReportsPeer-reviewedCC BY-NC-ND 4.0Full textEpidemiology & public healthCrossref
  4. Rethinking large language model evaluation in traditional Chinese medicine: toward quality-grounded standards and fine-grained assessment.
    Huaiyu Wang, Ji Wang, Qi Wang
    Medical review (2021)Peer-reviewedCC BY-NC-NDFull textEpidemiology & public healthEurope PMCDOAJ
  5. BanglaDiaHallu: Hallucinations of large language models and the effect of guideline-grounded retrieval-augmented generation in Bangla diabetes question answering
    K. Nahid, M. Anam, M. T. H. Saon +3
    medRxivPreprintCC BYFull textEpidemiology & public healthmedRxiv

Cite

BibTeXRIS
BibTeX
@misc{qu2026caremvlm,
  title = {{CARE-MVLM: Counterfactual Abstention and Region-Grounded Evidence in Mammography Vision-Language Models}},
  author = {B. Qu and W. Liu and M. Murrow and M. Burger and X. Guo and M. S. Vaidya and S. L. Rose and M. Kantarcioglu and B. A. Malin and Z. Yin},
  howpublished = {medRxiv},
  year = {2026},
  month = sep,
  doi = {10.64898/2026.09.23.26363835},
  url = {https://www.medrxiv.org/content/10.64898/2026.09.23.26363835v2},
}
RIS
TY  - UNPB
TI  - CARE-MVLM: Counterfactual Abstention and Region-Grounded Evidence in Mammography Vision-Language Models
AU  - B. Qu
AU  - W. Liu
AU  - M. Murrow
AU  - M. Burger
AU  - X. Guo
AU  - M. S. Vaidya
AU  - S. L. Rose
AU  - M. Kantarcioglu
AU  - B. A. Malin
AU  - Z. Yin
PY  - 2026
DA  - 2026/09/23
PB  - medRxiv
DO  - 10.64898/2026.09.23.26363835
UR  - https://www.medrxiv.org/content/10.64898/2026.09.23.26363835v2
ER  -