The Beauty Of Settled Science

Astral Codex Ten · collected 2026-08-18 · by Scott Alexander commentary
Read the original at Astral Codex Ten ↗

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 by the local model 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).

Signals How these are calculated →

Claims extracted
61
claim-shaped sentences
Uncertain
10%
6 of 61 hedged
Leaning
not scored
needs a local LLM pass
Publisher trust
not scored
Commentary is not rated for newsroom trust
Outlets on this story
1
Science
Narrative spread
1
articles carrying this framing
Analyzed 2026-08-20 · source text last changed 2026-08-20 · how these are computed

AI analysis (generated at analysis time, not now)

Story summary

Here's a summary of the article

A blog post by Scott Alexander discusses how some people use flawed or exaggerated research studies in psychology to justify their opposition to psychology as a whole. Alexander argues that while some subfields of psychology, such as social priming, have been shown to be unreliable, many other areas of psychology are considered settled science and have strong evidence behind them. He cites several examples of established findings in psychology, including the role of reinforcement learning in brain development, the effects of psychedelic drugs on the 5-HT2A receptors, and the localization of certain cognitive functions to specific brain areas. Alexander suggests that critics of psychology often conflate these legitimate areas of research with the flawed studies they aim to discredit.

Written for “Climate Change Denial Debunked” on 2026-08-31, grounded in this article and the 0 other(s) covering the same event.
Why this leaning score
This article does not take a side on a contested political question, so it has no leaning score. That is an answer rather than a gap: a match report or a rescue can be warmly or critically written without being left or right, and scoring it anyway is how approval of a subject gets recorded as a political position.
No political leaning scored for article 1082 · logged 2026-08-25

Story

📰 Climate Change Denial Debunked
Science · 1 article(s) covering the same event. This is the one the site leads with.

How this is being covered How these are calculated →

Article leaning vs. publisher reliability
Source leaning vs. consistency

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.

Publisher

Astral Codex Ten · 25 article(s) · 2 correction(s) detected

Commentary. The three signals behind a trust score all measure a newsroom's record with its own reporting, so they are not computed for this source. How trust is scored.

No corrections detected for this publisher. That may mean careful reporting, or simply that nothing has been checked.

Who wrote this

Scott Alexander
25 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.
🔮 This year’s survey will probably take 30 - 45 minutes.
2026-08-27 · assertive framing · Take The 2026 ACX Survey
🔮 It’s not necessarily wrong to deprioritize a topic because it vaguely reminds you of something that you have negative affect toward, but I would prefer these people admit they’re dismissing/ignoring it rather than claim to be engaging with it.
🔮 I don’t know, but he may have misinterpreted my original tweet as saying income doesn’t matter at all, in which case this data functions as an effective rebuttal.
2026-08-25 · assertive framing · Re: Re: Re: Pritchard On Liberal Happiness
🔮 [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.
🔮 Matt says his highest priority colleges that don’t have an organizer yet are MIT, Claremont, Northwestern, Carnegie Mellon, Amherst, Notre Dame, Duke, CalTech, Georgetown, UCLA, Dartmouth, Vanderbilt, Harvard, NYU, Williams, GWU, American University, Rutgers, and UNC Chapel Hill.
2026-08-24 · assertive framing · Open Thread 448
🔮 We (ACX and an effective altruist organization called Nest who are sponsoring this) will give you free advertising and cover your costs.
2026-08-21 · assertive framing · College EA Meetups Everywhere: Call For Organizers
🔮 I remember when arguments about AI were things like “Sure, if you could magically get billions of dollars of compute, and magically scale AI up a thousand times, and magically get rid of hallucinations…” and the whole implausibility hinged on the word “magic”!
🔮 On average, commenters will end up spotting evidence that around two or three of the links in each links post are wrong or misleading.
2026-08-19 · assertive framing · Links For July 2026 (Part 2)
🔮 There are many reasons to believe in such assistance: Napoleon’s rise from Corsican nobody to Emperor and would-be world conqueror was a bizarre deviation from the usual pattern of history.
2026-08-19 · assertive framing · Why I'm Staying Out Of The Substack Religion Debate
Also by Scott Alexander
Open Thread 449
2026-08-31 · Astral Codex Ten
Hidden Open Thread 448.5
2026-08-28 · Astral Codex Ten
Take The 2026 ACX Survey
2026-08-27 · Astral Codex Ten
Nothing else under this byline is closely related to this article, so these are simply their most recent.
All 25 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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