Datasets:
Tasks:
Question Answering
Modalities:
Text
Formats:
json
Languages:
English
Size:
10K - 100K
License:
license: mit | |
language: | |
- en | |
pretty_name: "MrGO Anatomist" # Example: SQuAD | |
task_categories: | |
- question-answering | |
model_creator: Chime Ogbuji | |
size_categories: | |
- "10K<n<100K" | |
source_datasets: | |
- "FMA" # Example: wikipedia | |
tags: | |
- medical | |
- health | |
- instruct | |
- finetune | |
# Mr. Grammatical Ontology: Anatomist | |
This dataset was extracted from the [Web Ontology Language (OWL)](https://en.wikipedia.org/wiki/Web_Ontology_Language) | |
[representation](http://purl.org/sig/ont/fma.owl) of the [Foundational Model of Anatomy](http://si.washington.edu/projects/fma) [1] using | |
[Owlready2](https://owlready2.readthedocs.io/en/v0.47/#) to facilitate the extraction of the logical axioms in the FMA | |
into a Controlled Natural Language (CNL) for use in training Medical Large Language Models to be conversant in | |
canonical human anatomy. | |
So, Description Logic expressions such as the following in FMA about fma13245 (Surface of left ventricle): | |
```console | |
fma13245 β fma222938 (Surface of cardiac chamber) | |
fma13245 β β bounds .fma7101 (Left ventricle) | |
fma13245 β β bounds .fma7166 (Left side of heart) | |
fma13245 β β bounds .fma73704 (Wall of left side of heart) | |
fma13245 β β bounds .fma83473 (Wall of biventricular part of heart) | |
fma13245 β fma222938 (Surface of cardiac chamber) | |
``` | |
can be rendered as the following textual definition: | |
``` | |
The Surface of left ventricle is defined in the Foundational Model Anatomy (FMA) as a surface of cardiac chamber. | |
It bounds a left ventricle, a left side of heart, a wall of left side of heart, and a wall of biventricular part of heart | |
``` | |
This dataset includes full definition instructions such as the following, generated from the logical axioms of the FMA ontology: | |
```json | |
{"input": "What is the Cardiac vein?", | |
"output": "The Cardiac vein is defined in the Foundational Model Anatomy (FMA) as a systemic vein. It is a compositionally distinct anatomical element of a heart. It is the venous drainage of a left ventricle, a wall of right side of heart, a wall of left side of heart, a wall of biventricular part of heart, a free wall of left ventricle, a myocardium of basal zone of left ventricle, a myocardium of mid zone of left ventricle, a myocardium of apical zone of left ventricle, a myocardial zone 17, a septal wall of left ventricle, a myocardium, an anterior wall of left ventricle, an inferior wall of left ventricle, and a lateral wall of left ventricle"} | |
``` | |
As well as fine-grained definition instructions such as: | |
```json | |
{"input": "What is the Cardiac vein a compositionally distinct anatomical element of?", | |
"output": "It is a compositionally distinct anatomical element of a heart"} | |
``` | |
The full definition instructions for _15,807 FMA_ terms were extracted into *train.json* and _4,807_ fine-grained | |
definition instructions were extracted into *valid.json* | |
[1] __Rosse, Cornelius, and JosΓ© LV Mejino Jr. "A reference ontology for biomedical informatics: the Foundational Model of Anatomy." Journal of biomedical informatics 36.6 (2003): 478-500.__ |