I know there are quite a few LLM tools being showcased in our community. However, I wonder if any are specific to death data which sometimes has more than one cause of death as its source value.
A few examples:
- Heart failure, ventricular fibrillation, cardiac arrest
- Cardiac arrest, tobacco use disorder, coronary artery disease
- DKA, cardiac arrhythmia
As you can see from the examples, this isn’t a straight mapping. If there is >1 cause, a decision on which one to map would need to be made. For examples 1 and 2, I would pick cardiac arrest as the cause of death. The other conditions listed would be contributing factors. For example #3, diabetic ketoacidosis can contribute to your death. And cardiac arrhythmia can contribute or cause death, but people can live long lives with cardiac arrhythmias.
Is there a tool which ranks the conditions within a source_value field and then maps the condition to a standard concept_id? If yes, how does the ranking logic work?