im very new to this - I have a dataset of some patients with certain symptoms of sleep apnea. They were assessed for the risk of Sleep Apnea using ESS, BQ, SBQ and SACS (different testing methodologies) . So we really do not know which test method is better than the other, so was thinking of creating one collective score based on a patient's individual ESS,BQ,SBQ,SACS scores.

Question is how to achieve this single collective score? if there would be some disadvantages to consider?

  • $\begingroup$ some type of regression maybe? start with linear regression, then try non-linear approaches $\endgroup$ – Nikos M. Jan 15 at 17:21

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