metadata
license: apache-2.0
datasets:
- HiTZ/casimedicos-squad
language:
- en
- es
- fr
- it
metrics:
- f1
library_name: transformers
widget:
- text: >-
Although other hemorrhagic diseases can have a prolonged thromboplastin
time, due to the intensity of the lesion and the child's sex and family
history, the most likely diagnosis is hemophilia.
example_title: >-
Although other hemorrhagic diseases can have a prolonged thromboplastin
time, due to the intensity of the lesion and the child's sex and family
history, the most likely diagnosis is hemophilia.
- text: >-
Paradoxical pulse is a drop in blood pressure > 10 mmHg during
inspiration;it represents an exaggeration of the physiological phenomenon
consisting ofinspiratory lowering of BP (normal up to 10 mmHg). In cardiac
tamponade,inspiration, which causes an increase in blood flow to the right
chambers,increasing their volume, secondarily causes a displacement of
theinterventricular septum to the left, so that the left heart lodges
andexpels less blood during systole and the pulse, therefore, decreases.
In anormal heart this exaggerated displacement, caused by the pressure
exertedby the tamponade on the RV free wall, does not occur. Sinus X
represents thesystolic collapse of the venous pulse, i.e., the pressure
drop due to atrialrelaxation (also partly due to a downward displacement
of the RV base duringsystole). Sinus Y represents the diastolic collapse
of the venous pulse,i.e., the pressure drop that occurs from the moment
blood enters thetricuspid valve into the ventricle. In cardiac tamponade,
the deep sinus Xis characteristic. In constrictive pericarditis, the deep
Y sinus. For allthese reasons, the correct answer is 5.
example_title: >-
Sinus X represents thesystolic collapse of the venous pulse, i.e., the
pressure drop due to atrialrelaxation (also partly due to a downward
displacement of the RV base duringsystole). Sinus Y represents the
diastolic collapse of the venous pulse,i.e., the pressure drop that occurs
from the moment blood enters thetricuspid valve into the ventricle. In
cardiac tamponade, the deep sinus Xis characteristic. In constrictive
pericarditis, the deep Y sinus. For allthese reasons, the correct answer
is 5.
pipeline_tag: token-classification
mDeBERTa-base for Multilingual Correct Explanation Extraction in the Medical Domain
This model is a fine-tuned version of mdeberta-v3-base for a novel extractive task which consists of identifying the explanation of the correct answer written by medical doctors. The model has been fine-tuned using the multilingual https://huggingface.co/datasets/HiTZ/casimedicos-squad dataset, which includes English, French, Italian and Spanish.
Performance
The model scores 74.64 F1 partial match (as defined in SQuAD extractive QA task) averaged across the 4 languages.
Fine-tuning hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 48
- eval_batch_size: 8
- seed: random
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 20.0
Framework versions
- Transformers 4.30.0.dev0
- Pytorch 2.1.2+cu121
- Datasets 2.16.1
- Tokenizers 0.15.2
Citation
If you use this model please cite the following paper:
@misc{goenaga2023explanatory,
title={Explanatory Argument Extraction of Correct Answers in Resident Medical Exams},
author={Iakes Goenaga and Aitziber Atutxa and Koldo Gojenola and Maite Oronoz and Rodrigo Agerri},
year={2023},
eprint={2312.00567},
archivePrefix={arXiv}
}
Contact: Iakes Goenaga and Rodrigo Agerri HiTZ Center - Ixa, University of the Basque Country UPV/EHU