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[D] Pregnancy in a multi gender model (alien.top)

submitted 10 months ago by Gadod_mais@alien.top to c/machinelearning@academy.garden

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Hey guys, begginers doubt:

I am preparing a dataframe for a machine learning model. The purpose of the model is to predict whether people infected with COVID will die or not.

To do this, I am looking for some conditions and symptoms, such as sore throat, cough, comorbidities, gender, and others, and binarizing them into "yes" or "no" or "male" and "female".

I have a problem. One of the variables is "pregnant", but only individuals of the female sex can be pregnant. How can I deal with this variable?

Can I keep it in the dataframe and assign the value "not pregnant" to all male individuals? Or could this harm the model?

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[–] 314per@alien.top 1 points 10 months ago (4 children)

Keep in mind that it is possible but rare for men to be pregnant (eg trans men, some kind of intersex people).

https://www.healthline.com/health/transgender/can-men-get-pregnant#if-you-have-a-uterus-and-ovaries

[–] Pyrite_Pro@alien.top 1 points 10 months ago (3 children)

Trans men, you mean… women?

[–] liquidInkRocks@alien.top 1 points 9 months ago

It's been nice having you on Reddit, but prepare to be banned. They don't tolerate any variance from the Progressive mindset.

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