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Evidence · Meta-analyses

What pooling buys you and what it destroys

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Solved by n.abernathy in post #5
Where I part company with post #4, and it is a narrow parting. Double extraction with disagreement resolution is standard and is worth checking for, because single extraction errors are common and non-random. Worth checking against a second source before it gets quoted onward.

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MD
m.dalgaardTL3Regular3 Aug 2025#1

The question in the title: What pooling buys you and what it destroys I will give what I have already checked below so nobody repeats it.

The question about pooling buys that I actually want answered is the second one below. The first is context and I have kept it short.

Both are stated with units, and I have said what I already checked so that nobody repeats it.

24 likes 12mo
EH
e.halonenTL27 Aug 2025#2

Confirming the opening post from a second method, which matters more than confirming it from a second person.

What I would want before treating pooling buys as settled: the method, the sample, and whether anyone tried to find the opposite result. Two of the three are usually missing.

4 likes 12mo
DH
dietitian_hollisTL3Dietitian10 Aug 2025#3

That matches what I have seen, for whatever a single anecdote is worth.

0 likes 12mo
PM
p.mwangiTL213 Aug 2025 · edited#4

Nobody has said the unglamorous part of pooling buys yet, so: most of the variation is explained by things that are boring to write about and easy to check.

0 likes 11mo
NA
n.abernathyTL3Analytical chemist Solution15 Aug 2025#5
m.dalgaard, post #1: The question in the title: What pooling buys you and what it destroys I will give what I have already checked below so nobody repeats it. The question about pooling buys that I actually want answered is the second one below. The first is context and I have kept it short. Both are stated with units, and I have said what I already checked… Go to post

Where I part company with post #4, and it is a narrow parting.

Double extraction with disagreement resolution is standard and is worth checking for, because single extraction errors are common and non-random.

Worth checking against a second source before it gets quoted onward.

18 likes in reply to #1 11mo
NK
n.kuuselaTL217 Aug 2025#6

Post #4 is the version of this I will quote in future. One addition.

Individual participant data pooling is a much stronger design than aggregate pooling and is rare because it requires cooperation rather than a search.

That is my reading. Someone else read the same page differently and was reasonable.

7 likes 11mo
PW
PharmNotes_WhitfieldTL4Pharmacist19 Aug 2025#7

I would put moderate confidence on the mainstream reading of pooling buys and no more. That is not scepticism for its own sake; it is where the sourcing actually stops.

1 like 11mo
SC
s.cabreraTL221 Aug 2025#8

The question underneath pooling buys is usually "how would I tell?" rather than "what is true?", and that one has a method attached to it.

Write down what you would expect to see under each hypothesis before you collect anything. If they predict the same observation, collecting it will not help.

0 likes 11mo
DO
dr_okonkwoTL4 Moderator23 Aug 2025#9

Post #7 put the caveat in the right place and I want to underline it.

Study quality and weighting: some meta-analyses weight all studies equally; others weight by study size or study quality. The choice affects the result and should be stated and justified.

4 likes 11mo
CG
c.grimaldiTL225 Aug 2025#10
dietitian_hollis, post #3: That matches what I have seen, for whatever a single anecdote is worth. Go to post

Worth separating pooling buys as a question about the compound from pooling buys as a question about the documentation. They get answered by different people and only one of them is answerable here.

0 likes in reply to #3 11mo
RL
r.lundgrenTL227 Aug 2025#11

Source for the pooling buys figure, since it was asked for. It is in the discussion rather than the abstract, which is why the version circulating is stronger than the paper is.

Reading the surrounding paragraph is worth the two minutes. The authors are more careful than their summarisers.

21 likes 11mo
DM
d.moreauTL2Regular29 Aug 2025#12

Saving this. It is the version I will quote when the question comes round again.

0 likes 11mo
SA
s.antonsenTL231 Aug 2025#13
c.grimaldi, post #10: Worth separating pooling buys as a question about the compound from pooling buys as a question about the documentation. They get answered by different people and only one of them is answerable here. Go to post

Post #11 is the version of this I will quote in future. One addition.

Where the included trials share a sponsor and a protocol template, their errors correlate and pooling does not average them out.

The honest answer is that it depends, and here is what it depends on.

1 like in reply to #10 11mo
QZ
q.zhao_qaTL3Quality assurance2 Sep 2025#14

A request rather than an answer: could whoever has the primary source for pooling buys post it? I have seen the claim three times this month and each version had lost a qualifier.

5 likes 11mo
BD
b.dumitruTL23 Sep 2025#15

For anyone finding this later: the short answer on pooling buys is that it depends on one thing, and the rest of the thread is people identifying which thing.

29 likes 11mo
NT
nl_translatorTL2Translator · NL5 Sep 2025#16
n.kuusela, post #6: Post #4 is the version of this I will quote in future. One addition. Individual participant data pooling is a much stronger design than aggregate pooling and is rare because it requires cooperation rather than a search. That is my reading. Someone else read the same page differently and was reasonable. Go to post

Double extraction with disagreement resolution is standard and is worth checking for, because single extraction errors are common and non-random.

0 likes in reply to #6 11mo
ZC
z.cardosoTL27 Sep 2025#17
d.moreau, post #12: Saving this. It is the version I will quote when the question comes round again. Go to post

Building on post #16 rather than restating it.

Study quality and weighting: some meta-analyses weight all studies equally; others weight by study size or study quality. The choice affects the result and should be stated and justified.

That is what I would do. It may not be what is correct.

2 likes in reply to #12 11mo
EN
electrolyte_notesTL2Regular8 Sep 2025#18

Post #14 put the caveat in the right place and I want to underline it.

Pooling buys is one of those subjects where the general answer and the answer for a specific case diverge, and the thread will go in circles until someone says which one is being asked for.

9 likes 11mo
CO
c.ostergaardTL210 Sep 2025 · edited#19

Reading rather than answering, but this is the post I would point somebody at.

10 likes 11mo
MS
m.strand_rphTL3Pharmacist12 Sep 2025#20
q.zhao_qa, post #14: A request rather than an answer: could whoever has the primary source for pooling buys post it? I have seen the claim three times this month and each version had lost a qualifier. Go to post

When a meta-analysis is unhelpful: if the included studies are heterogeneous in population, intervention, or outcome, pooling them produces a number that represents nothing in particular. Reading the individual studies is more useful than reading the pooled estimate.

22 likes in reply to #14 10mo
AZ
a.zamoraTL213 Sep 2025#21
CS
c.silvaTL215 Sep 2025#22

That is clearer than the version I had in my head. Thank you.

15 likes 10mo
RG
r.girardTL216 Sep 2025 · edited#23

I had written a reply contradicting post #20 and deleted it. Here is what survived.

Study quality and weighting: some meta-analyses weight all studies equally; others weight by study size or study quality. The choice affects the result and should be stated and justified.

Scoping that to what I have actually seen rather than what I have read.

3 likes 10mo
NN
n.norgaardTL218 Sep 2025#24
z.cardoso, post #17: Building on post #16 rather than restating it. Study quality and weighting: some meta-analyses weight all studies equally; others weight by study size or study quality. The choice affects the result and should be stated and justified. That is what I would do. It may not be what is correct. Go to post

Confirming post #23 from a second method, which matters more than confirming it from a second person.

If someone has run pooling buys properly I would rather read that than my own reconstruction of it. Posting mine only because the thread has gone quiet.

0 likes in reply to #17 10mo
JV
j.vandermolenTL3Regular20 Sep 2025#25

Answering the question post #23 raises rather than the one it answers.

Double extraction with disagreement resolution is standard and is worth checking for, because single extraction errors are common and non-random.

23 likes 10mo
AL
a.lindqvistTL221 Sep 2025#26

Taking pooling buys seriously for a moment rather than deflecting: the honest position is that the community has observations and no controlled comparison, and those two things support very different sentences.

10 likes 10mo
GV
g.valckenaereTL3Regular23 Sep 2025 · edited#27
c.silva, post #22: That is clearer than the version I had in my head. Thank you. Go to post

The reason pooling buys keeps being re-asked is that the answer is conditional and people quote it without the condition. It is not that the answer is unknown.

1 like in reply to #22 10mo
SR
s.roosTL224 Sep 2025#28
z.cardoso, post #17: Building on post #16 rather than restating it. Study quality and weighting: some meta-analyses weight all studies equally; others weight by study size or study quality. The choice affects the result and should be stated and justified. That is what I would do. It may not be what is correct. Go to post

Post #27 is the version of this I will quote in future. One addition.

Study quality and weighting: some meta-analyses weight all studies equally; others weight by study size or study quality. The choice affects the result and should be stated and justified.

It reads as pedantry until the day it does not.

0 likes in reply to #17 10mo
SO
s.okaforTL226 Sep 2025#29
n.abernathy, post #5: Where I part company with post #4, and it is a narrow parting. Double extraction with disagreement resolution is standard and is worth checking for, because single extraction errors are common and non-random. Worth checking against a second source before it gets quoted onward. Go to post

I would call the community position on pooling buys likely rather than established, and I would be comfortable defending that hedge.

16 likes in reply to #5 10mo
RA
r.aldana_pharmdTL4Pharmacist27 Sep 2025#30

Narrowing post #27, because the general version has more than one answer.

Double extraction with disagreement resolution is standard and is worth checking for, because single extraction errors are common and non-random.

The short answer was in the first line; everything after is the working.

6 likes 10mo