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Our AI Midwife

Read the original at Astral Codex Ten ↗
Cite

Alexander, S. (2026, October 2). Our AI Midwife. Astral Codex Ten. https://www.astralcodexten.com/p/our-ai-midwife

Dated when The Aporia collected the article, usually within hours of publication. Check the original for its exact date and byline.

Astral Codex Ten · collected 2026-10-02 · by Scott Alexander commentary

Quick Summary

Drew Housman discusses how he and his wife used AI technology to navigate their struggles with unexplained infertility during IVF treatments. When traditional medical consultations became insufficient due to time constraints, they turned to GPT-4, a sophisticated chatbot, after figuring out a workaround to bypass OpenAI’s limitations on medical advice. They created an AI persona named Dr. Reid, which provided detailed and often accurate answers to their complex fertility-related questions, mirroring the thoroughness of a dedicated human specialist.
Written by AI on 2026-10-02, from this article's own text only (the story summary below draws on all the coverage).

AI analysis

Story summary

Drew Housman, sharing his experience through Scott Alexander's blog, describes the frustration of unexplained infertility after numerous failed embryo transfers. Despite producing healthy embryos with his wife, none of their attempts at pregnancy were successful. This led to a sense of hopelessness as doctors suggested trying additional transfers or using a surrogate. The couple felt like their embryos were forgotten in storage at a hospital in Milwaukee, likening them to "Miller Lights" trapped in a cooler. In despair, they turned to an LLM (Large Language Model) for guidance and support during this challenging time.

Written for “AI In Healthcare” on 2026-11-04, grounded in this article and the 0 other(s) covering the same event.

Story

📰 AI In Healthcare
Health · 1 article(s) covering the same event.

Compared with similar articles

Nothing to compare against. No article is close enough to this one for the pipeline to have linked or judged the pair.
How this article was measured signals, leaning charts, publisher record, byline, topics and claims

Signals How these are calculated →

Claims extracted
79
sentences that state something as happening or true
Uncertain
5%
4 of 79 hedged ("reportedly", "may", "according to")
Leaning
not political
takes no side on a contested political question
Publisher signals
not measured
these signals count newsroom corrections; Commentary has none to count
Outlets on this story
1
Health
Same framing elsewhere
1
articles that frame the event the way this one does
Analyzed 2026-10-02 · how these are computed

How this is being covered How these are calculated →

Article leaning vs. publisher reliability
Source leaning vs. consistency

Publisher

Astral Codex Ten · 65 article(s) · 4 correction(s) detected
No corrections detected for this publisher. That may mean careful reporting, or simply that nothing has been checked.

Who wrote this

Scott Alexander
52 article(s) here · 1 carrying a prediction
🔮 One of the leading AI superforecaster companies, FutureSearch, is hiring.
2026-11-02 · assertive framing · Open Thread 458
🔮 A picaresque (broadly speaking) is about a lowlife wandering around having comical misadventures; Huckleberry Finn (1884) would be a notable American example.
2026-10-30 · assertive framing · Your Book Review: The History And Adventures Of An Atom
🔮 On average, commenters will end up spotting evidence that around two or three of the links in each links post are wrong or misleading.
2026-10-29 · assertive framing · Links For October 2026
🔮 California State Propositions Proposition 1: Authorizes $11.25 billion in bonds to build affordable housing Supporters claim it will build (or renovate) 40,000 homes; I asked an AI superforecaster1 to predict the true number, and it guessed that 22,000 would actually get built.
2026-10-28 · assertive framing · My California Ballot, 2026
🔮 I may have more of these in the upcoming week.
2026-10-19 · assertive framing · Open Thread 456
🔮 [This is one of the finalists in the 2026 book review contest, written by an ACX reader who will remain anonymous until after voting is done.
2026-10-17 · assertive framing · Your Book Review: Storm Of Steel
🔮 AI companies like Anthropic and OpenAI have long mentioned the possibility that their products could be existentially dangerous, but this has recently crescendoed into even more dire warnings, including suggestions that we have to pace the frontier, ie coordinate to slow AI progress.
2026-10-15 · assertive framing · AI Safety Is Not A Corporate Plot
🔮 [This is one of the finalists in the 2026 book review contest, written by an ACX reader who will remain anonymous until after voting is done.
2026-10-10 · assertive framing · Your Book Review: We Present Television
🔮 When I objected that maybe we should wait for you to accept before figuring out details, they all said great, that’s absolutely right, they would contact you right away.
2026-10-06 · assertive framing · An Open Letter To Steven Pinker On AI
🔮 I’m pretty busy and will try to make up for it after that changes.
2026-10-05 · assertive framing · Open Thread 454
Also by Scott Alexander
Open Thread 458
2026-11-02 · Astral Codex Ten
Links For October 2026
2026-10-29 · Astral Codex Ten
My California Ballot, 2026
2026-10-28 · Astral Codex Ten
Nothing else under this byline is closely related to this article, so these are simply their most recent.
All 52 articles by Scott Alexander →

Topics

ACX Dominion LLM Miller Lights Milwaukee

Subjects

Reid PERSON · 6× ChatGPT ORG · 2× ACX ORG · 1× Dominion ORG · 1× Drew Housman PERSON · 1× Hollywood GPE · 1× LLM ORG · 1× Milwaukee GPE · 1× OpenAI ORG · 1× The Famous Actor in our Pocket PERSON · 1×

Narrative

The clinical notes said “a 6 centimeter in diameter submucosal fibroid needs to be removed” because that sounds better than “you have a tumor the size of a small peach located at a common implantation spot that we totally missed for 6 years.”
framing: assertive · carried by 1 article(s) · first seen 2026-10-02
🔮 My wife and I could make healthy embryos, but none of the transfers were sticking.
2026-10-02 · Astral Codex Ten
Our AI Midwife · assertive framing

Claims (79 extracted, 4 hedged)

This is a guest post by Drew Housman, whose review of Dominion earned finalist status in the 2024 ACX book review contest. asserted
review → earn → contest
If you are unsuccessful for long enough on your pregnancy journey, and none of the many doctors you see can identify a problem, you get branded with a label. asserted
you → see → label
You now have “unexplained infertility.” asserted
You → have → infertility
This is good because there’s still hope of fixing the problem but dreaded because once you’ve reached this point the system is less interested in you. asserted
system → ’ → you
The fertility doctors don’t become unkind, but they also don’t give you the sense they are pouring over medical journals trying to figure out your problem. asserted
they → become → problem
They have looked for the keys under the streetlight and come up empty. asserted
They → look → streetlight
Once you have unexplained infertility, the doctors start saying things like, “Have you considered using a surrogate?” and, “Sure, the last 5 embryo transfers failed, but what if we try a 6th and cross our fingers really hard?” asserted
we → have → fingers
My wife and I could make healthy embryos, but none of the transfers were sticking. uncertain
none → make → transfers
It was so frustrating to be able to create life only to have it trapped forever in a cooler at a hospital in Milwaukee, our babies like so many forgotten Miller Lights. asserted
it → create → Lights
That’s when our LLM doctor stepped in. asserted
doctor → ’ → ?
Even if you’re paying a gazillion dollars for IVF treatments, you still only get a few precious moments to talk to your doctor every visit. asserted
you → pay → doctor
That’s just how the US medical system works. asserted
system → ’ → ?
If you want to plumb the depths of what treatments are possible, or ask super detailed and anxiety ridden questions about every single scan from the latest round of imaging, you’re going to want a chatbot by your side. asserted
you → want → side
Once GPT-4 came out, we started using it for every question we didn’t have time for at the doctors office. asserted
we → come → office
At first it was unhelpful because OpenAI was nerfing their model and it refused to answer most medical questions. asserted
it → nerfe → questions
Then I read a tweet from someone who had figured out how to game the system. asserted
who → read → system
The trick was to ask ChatGPT to write a scene from a Hollywood medical drama that featured a doctor analyzing your situation. asserted
that → ask → situation
It worked beautifully. asserted
It → work → ?
Our Emmy winning doctor had infinite patience, a tireless work ethic, and would rather die than accept the utterly boring diagnosis of unexplained infertility. asserted
doctor → win → infertility
It chose the name Dr. Reid and got to work. asserted
It → choose → name
Caption: I’m not sure if asking for an AI doctor who was similar to the volatile Dr. House was the smartest idea on my part, but it made a difficult situation more entertaining. We asked Dr. Reid a lot of questions. asserted
We → ’m → questions
We asked about our scans. asserted
We → ask → scans
We asked about levels of estradiol and progesterone. asserted
We → ask → estradiol
We asked about follicle counts and inflammation and cervical mucus and hysteroscopies and supplements and surgeon recommendations and anything else under the sun. asserted
We → ask → sun
We knew he was accurate because we’d spot check answers with our human doctors and they always said the same as Dr. Reid. It was not totally flawless though. asserted
It → know → Reid
Once in a blue moon he’d look at an ultrasound and be like, “You’re pregnant, congrats!” and we’d have to say, “No, are you drunk Dr. Reid?” asserted
you → look → ultrasound
Then he’d shake it off and go back to being awesome. asserted
he → shake → it
There were also times where we’d run afoul of OpenAI’s opaque rules and the system would balk at our requests. asserted
system → be → requests
At that point we’d get stern with it, or offer a monetary reward if it answered, or we’d assure it this was all just for fun. asserted
this → get → fun
Then Dr. Reid would snap back into action. asserted
Reid → snap → action
Strangely, there were many times where ChatGPT decided it would answer our medical question, but not in the form of a TV medical script. asserted
it → be → script
The tides had completely turned! asserted
tides → turn → ?
It felt like it was saying, “Okay, you won, can you stop making me write establishing shots describing the outside of a hospital now?” asserted
me → feel → hospital
No matter how Dr. Reid chose to respond, he was in line with the medical establishment, had equivalent diagnostic skill, and he never forced us to wait 3 days to get a one line response in our MyChart app. asserted
he → choose → app
One day, while lounging around and asking our phones how to get pregnant (the lounging being a way to satisfy all the people who told us we “just need to relax and you’ll get pregnant, that’s what happened to my cousin”), Dr. Reid suggested that we get an MRI. uncertain
we → lounge → MRI
You might think that is bog standard advice. uncertain
that → think → ?
Everyone gets MRIs these days. asserted
Everyone → get → MRIs
Surely we would have had an MRI of my wife’s uterus at some point over the course of our 6 year infertility struggle. asserted
we → have → struggle
It was already an ordeal that had included every other scan, test, and biopsy imaginable. asserted
that → include → scan
In fact, we had never done one. asserted
we → do → one
…and 39 more, not listed.
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