Utsikt
Senior Member (Voting Rights)
I remember reading something similar here:View attachment 26556
A very nice, tightly argued paper.
Looking at that excellent Figure 1, it's rather clear that there really wasn't that much of a difference between proportions of hard task choice anyway (the y axis). Most participants are choosing the hard task between 20 and 50% of the time. The regression line is pretty flat - the proportion of completed tasks does not have much effect on the proportion of hard task choices. If you exclude the 2 or at best 3 healthy volunteers who chose the hard task relatively often, there is not much difference between the 'healthy volunteers* and the 'ME/CFS patients* in terms of proportion of hard task choices.
If most of the healthy people look like most of the ME/CFS people in terms of proportion of hard tasks selected, then the measure doesn't have much discriminatory power, and probably isn't telling us much about ME/CFS.
Then, there was that healthy control who was excluded from the study because he was supposedly gaming the system - which was rather ironic given the task was supposedly about making choices to maximise the reward. If I recall correctly (and I may well not be), the reward system was set up so that the best strategy was to complete a few tasks with high reward and fail to complete the rest, maximising the chance that a high reward task would be randomly selected for payout from the completed tasks. I think the exclusion of that person who followed a reward maximising strategy changed the overall finding towards what Walitt wanted to find?
If I'm recalling that situation correctly, it is possible that some of the ME/CFS participants were following a 'work smarter, not harder' strategy, somewhat similar to what the excluded healthy control was. The two healthy controls with higher rates of hard task selection had perhaps failed to understand the implications of the reward scheme, instead being focussed on demonstrating how healthy and physically superior they were.
I can't recall now, but I think there may have also been some issues with the two cohorts in the effort preference test not being well matched on age and sex? Even without any complications arising from those possible differences, the experiment was an uninterpretable mess. The reduced physical capacity of some of the ME/CFS participants, deliberate strategising favouring low rates of completion, and the possible motivations of the healthy controls to demonstrate physical prowess all possibly affecting what people did in this very small study in ways that are rather hard to unravel at this point.
These are just comments fired off on the basis of vaguely remembered facts - so I'm very happy for the authors or others to tell me about things I have got wrong.

The NIH Intramural ME Study: “Lies, Damn Lies, and Statistics” (Part 1)
The infamous intramural National Institutes of Health (NIH) paper on post-infectious Myalgic Encephalomyelitis (ME), a disease affecting many millions worldwide, purports to define the ME phenotype…

It’s too long for me to go through and check again. But game theory is one of my more favoured subjects (and something that was extensively covered in my education), and I remember being quite shocked at what was described, and thinking that the authors of the NIH study got it backwards.