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Knock Knock Eye: How Step One Pass/Fail Fueled the Research Arms Race

Episode Description

So last episode I made the case that medical student research should be banned, and I clearly touched a nerve. I got flooded with angry messages arguing against me, and honestly, I expected some backlash since it was a genuinely spicy take. But I want to be clear, I was being facetious, obviously nobody's going to actually ban med student research. What I actually want to unpack this episode is why this topic clearly struck such a nerve, and what's really driving the explosion in med student publications.

I walk through some new data, including a study that found roughly a quarter of recent ophthalmology journal articles may contain AI-generated text, and another from Yale showing a real gap between the publications applicants claim on their residency applications and what's actually verifiable in PubMed. I also get into Goodhart's Law, the idea that when a measure becomes a target, it stops being a good measure, and how that applies perfectly to what's happened since Step One went pass-fail. I share some thoughts on what might actually help, including capping how many publications students can list, and I make it clear I'm not trying to lead some crusade here, I just think this conversation needed to happen.

Takeaways:

  • Since Step One became pass-fail, medical students have shifted their focus to research output as a differentiator, and reported publication numbers have risen sharply as a result.
  • A recent study found that roughly 26% of ophthalmology journal abstracts and 22% of commentaries screened in 2025 scored as likely containing AI-generated text.
  • A Yale-affiliated study found that applicants to ophthalmology residency claimed an average of 4.9 publications, while only 2.4 were actually verifiable in PubMed.
  • Goodhart's Law suggests that once a measure like publication count becomes a target used for residency selection, it stops accurately reflecting research quality or applicant ability.
  • Starting with the 2027 application cycle, the AAMC is renaming the ERAS publications field to "scholarly works" in an attempt to shift emphasis from quantity to quality.

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