The Beauty Of Settled Science

Read the original at Astral Codex Ten ↗
Cite

Alexander, S. (2026, August 18). The Beauty Of Settled Science. Astral Codex Ten. https://www.astralcodexten.com/p/the-beauty-of-settled-science

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 2026-08-18 · by Scott Alexander commentary

Quick Summary

The author of the article is retracting a previous statement about psychology research being "mostly fine" and has been convinced to focus on the difference between settled science and novel research. The author cites several established findings in psychology as examples of settled science, including the role of dopamine in learning and behavior, the effects of psychedelic drugs, and the localization of cognitive functions to specific brain areas. These findings are mentioned as being well-established with little debate or controversy, while other areas of research may be more uncertain or in flux. The author notes that some of these findings have been complicated by recent research, but argues that they remain a solid foundation for understanding human psychology.
Written locally by qwen2.5:14b on 2026-08-20, using this article's own text rather than the other coverage of the same event (that is the story summary below).

AI analysis runs on qwen2.5:14b, locally

Story summary

Scott Alexander, a blogger from Astral Codex Ten, discusses his previous article "Psychology Research Is Mostly Fine" and acknowledges that he may have inadvertently contributed to a negative perception of psychology as a whole. He notes that while some subfields of psychology, such as social priming studies, have failed to replicate, many other areas of research have had more positive results. Alexander points out that his own commentary on the field emphasized the difference between social priming and other subfields, but failed to clearly distinguish between established knowledge (settled science) and new, untested research ideas. He highlights several examples of well-established psychology findings, including research on brain function, the effects of psychedelic drugs, and cognitive localization in specific brain areas.

Written for “Global Warming Debate” on 2026-10-17, grounded in this article and the 0 other(s) covering the same event.

Story

📰 Global Warming Debate
Science · 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
61
sentences that state something as happening or true
Uncertain
10%
6 of 61 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
Science
Same framing elsewhere
1
articles that frame the event the way this one does
Analyzed 2026-08-20 · source text last changed 2026-08-20 · 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 · 55 article(s) · 3 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
47 article(s) here · 1 carrying a prediction
🔮 [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.
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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
🔮 My wife and I could make healthy embryos, but none of the transfers were sticking.
2026-10-02 · assertive framing · Our AI Midwife
🔮 The challenger in that race, Jamie Joyce, contacted me and asked me to change my mind (both candidates will be facing off again in the general election).
2026-09-28 · assertive framing · Open Thread 453
🔮 [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.
2026-09-25 · assertive framing · Your Book Review: Lee Kuan Yew's Memoirs
🔮 In the public debates after the release of AI 2027, some people accused us of misleading readers by positing “neuralese recurrence”, a hypothetical technology that would allow AIs to think dangerous thoughts without getting detected.
2026-09-24 · assertive framing · The Specter Of Neuralese
🔮 If you trained an AI to give the 19th-century names for birds (eg identify the American Pipit by its 19th-century name “Brown Titlark”), then the AI would behave like a 19th-century person in general (for example, assert that a woman’s proper place is in the home).
2026-09-23 · assertive framing · Mysteries Of AI Generalization
Also by Scott Alexander
Your Book Review: Storm Of Steel
2026-10-16 · Astral Codex Ten
AI Safety Is Not A Corporate Plot
2026-10-15 · Astral Codex Ten
Open Thread 455
2026-10-13 · Astral Codex Ten
Your Book Review: We Present Television
2026-10-10 · Astral Codex Ten
Nothing else under this byline is closely related to this article, so these are simply their most recent.
All 47 articles by Scott Alexander →

Topics

Ambien

Subjects

Broca PERSON · 1× Wernicke PERSON · 1×

Narrative

It’s very cool, they said, to know how many neurons are in which brain lobe, but the main way that Psychology affected their lives was through bad clickbait studies used to buttress dumb policies; some p = 0.049 study says that exposure to microaggressions makes minorities’ brains shrivel into raisins, and now their company has to implement punitive DEI or be sued for hazardous work conditions. I won’t dispute this as an accurate description of how the sausage gets made, but it’s worth examining the trains of thought that connect this observation to a campaign against psychology in general: The dumb woke psychology was wrong and bad, and I don’t have good heuristics for distinguishing dumb woke psychology from other psychology, so I’m going to assume it’s all wrong and bad. The dumb woke psychology was wrong and bad; it seems useful to punish/discredit psychology as a whole to assist my campaign against it, so for propaganda purposes I will try to discredit psychology as a whole. To people in the first camp, my response is: come on, your heuristics aren’t that bad.
framing: assertive · carried by 1 article(s) · first seen 2026-08-20
🔮 Mental hospitalization can sometimes defuse immediate crises but work less well than mental hospitals would like, with some studies showing overall negative effects.
2026-08-20 · Astral Codex Ten
The Beauty Of Settled Science · assertive framing

Claims (61 extracted, 6 hedged)

Commenters convinced me I made a subtle mis-step in my framing of Psychology Research Is Mostly Fine. asserted
Research → convince → framing
My framing emphasized that social priming studies had failed to replicate, but that many other subfields of psychology hadn’t. asserted
subfields → emphasize → psychology
This naturally led commenters to point to failed replications in other subfields. asserted
This → lead → subfields
Instead of emphasizing the difference between social priming and other subfields, I should have emphasized the difference between settled science and novel research. asserted
I → emphasize → science
The brain is sculpted by reinforcement learning, and a key driver of this learning is a prediction-error-based algorithm located in the nucleus accumbens and implemented through dopamine. asserted
driver → sculpt → dopamine
Psychedelic drugs exert their effects through 5-HT2A receptors, pointing to a role for these receptors in some sort of construct like the balance between priors and new evidence. asserted
drugs → exert → priors
Certain cognitive functions are localized to certain brain areas (for example, impulse control to the frontal lobes; linguistic structure to Broca’s area, linguistic meaning to Wernicke’s area. asserted
functions → localize → area
But injure one of these areas, or render a certain function useless (eg a blind person having no more use for their visual cortex), and these mappings can gradually shift - suggesting that neurons are general-purpose compute whose specialization is a contingent fact about convenience and efficiency rather than a necessity. Most personality traits and general capabilities are about 50% genetic and 50% random, with little role for family environment or childhood history, with a few notable exceptions like partisan preference. asserted
traits → injure → preference
Recent research complicates this story, but the further you go from this basic picture, the gnarlier the chains of indirect causation you require. asserted
you → complicate → causation
Neurons fire together in “brain waves”, whose exact frequency corresponds with the character of consciousness; These divide neurons into natural subpopulations and linked graphs. asserted
These → fire → subpopulations
The gamma rhythm corresponds surprisingly well to items in conscious awareness. asserted
rhythm → correspond → awareness
GABA receptors seem to be involved in something like relaxation. asserted
receptors → seem → relaxation
By hitting different GABA receptors in different ways, you can modulate the exact type of relaxation you produce. asserted
you → hit → relaxation
Hitting GABA-A directly is too powerful and can cause dangerous levels of sedation, but allosteric modulation of GABA is an incredibly fruitful strategy that underlies drugs from benzos to barbituates to alcohol. asserted
that → hit → alcohol
If you know your GABA-A subunits, you can target specific subtypes of relaxation; for example, Ambien hits GABA-A1 and induces sleep. asserted
Ambien → know → sleep
Memory divides somewhat fuzzily into bins of immediate-sensory, short-term, and long-term, with separate retrieval and storage functions, and separate systems for declarative vs. procedural learning. asserted
Memory → divide → learning
These can be harmed selectively, usually by hippocampal injury, so that some patients can remember their life stories but not form new long-term memories, or learn new skills like bike-riding but not new facts. asserted
patients → harm → riding
The exact substrate of memory is unclear but seems to involve new synaptic connections between neurons in at least some way. uncertain
substrate → seem → way
The ability of modern psychology and psychiatry to treat mental illness is real but limited. asserted
ability → treat → illness
SSRIs work for half or slightly fewer than half of patients; antipsychotics work with extreme side effects; benzodiazpines work but produce addiction and tolerance in many (not all) people. asserted
benzodiazpines → work → people
Most supplements are stuck in Poor Quality Study Replication Crisis Hell, but melatonin and l-theanine stand out as especially promising. asserted
melatonin → stick → Hell
Psychotherapy works with moderate effect size, but (with a few exceptions) seems to be more about the relationship with the provider than the details of the therapy itself. asserted
Psychotherapy → work → therapy
Mental hospitalization can sometimes defuse immediate crises but work less well than mental hospitals would like, with some studies showing overall negative effects. asserted
studies → defuse → effects
Schizophrenia is mostly genetic, but risk also increases with prenatal infection (especially rubella) and obstetric complications; there is suggestive evidence for roles of social stress and drug use (with psychedelics and marijuana making things worse, and nicotine if anything making things better). asserted
things → increase → anything
Bipolar and schizophrenia are so closely linked on a pathophysiological level that it seems like they might be the same disease; on the clinical level, they do seem to follow two separate courses/prognoses but can sometimes surprise clinicians by eg someone who seemed condemned to permanent schizophrenia unexpectedly recovering. uncertain
who → link → schizophrenia
The brain’s native reinforcement learning algorithms cash out in the phenomena of classical and operant conditioning; different reinforcement schedules reinforce at different levels, which can be exploited by bad actors to make especially compelling products (eg slot machines). asserted
which → cash → products
But they’re all a step above one p = 0.049 paper that might not replicate. uncertain
that → ’re → paper
If they get overturned, they’ll be overturned by the same sort of genuine scientific shift that replaced Ptolemy with Copernicus or Lamarck with Darwin, not some sort of sordid discovery about someone entering random numbers into a spreadsheet. asserted
someone → overturn → spreadsheet
In 2008, Eliezer Yudkowsky wrote about The Beauty Of Settled Science: asserted
Yudkowsky → write → Science
If you only care about scientific issues that are controversial, you will end up with a head stuffed full of garbage. asserted
you → care → garbage
The media thinks that only the cutting edge of science is worth reporting on. asserted
edge → think → science
How often do you see headlines like “General Relativity still governing planetary orbits” or “Phlogiston theory remains false”? asserted
theory → see → orbits
So, by the time anything is solid science, it is no longer a breaking headline. asserted
it → break → time
“Newsworthy” science is often based on the thinnest of evidence and wrong half the time—if it were not on the uttermost fringes of the scientific frontier, it would not be breaking news. asserted
it → base → news
Scientific controversies are problems so difficult that even people who’ve spent years mastering the field can still fool themselves. asserted
who → spend → themselves
That’s what makes for the heated arguments that attract all the media attention. asserted
that → ’ → attention
If you want to pretend to be sophisticated, go find a play to sneer at. asserted
you → want → play
If you just want to have fun, remember that simplicity is at the core of scientific beauty [ asserted
simplicity → want → beauty
] A steady diet of science news is bad for you: You are what you eat, and if you eat only science reporting on fluid situations, without a solid textbook now and then, your brain will turn to liquid. asserted
brain → eat → liquid
n=5paper in Annals Of Recently-Breaking News showing that large portion sizes increase support for terrorism asserted
sizes → break → terrorism
…and 21 more, not listed.
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