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Evidence · Meta-analyses · continued

Revisiting: What pooling buys you and what it destroys posts 91–108

This is a continuation of a long topic, addressed by post number rather than by page. Start at post 1 · go to the accepted answer.

TL
t.lindqvistTL214 Jul 2026#91

This is the answer, and the reason it is the answer is the more useful part.

29 likes 14d
M
MSaarinenTL3Regular15 Jul 2026#92

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.

15 likes 13d
IB
i.brobergTL216 Jul 2026 · edited#93

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.

3 likes 12d
JD
j.delacroixTL3Regular16 Jul 2026#94
s.duarte, post #11: Adding a null result on pooling buys. I looked, carefully, and found nothing, and null results deserve posting precisely because they never are. Go to post

This follows post #92 rather than contradicting it.

Where I have landed on pooling buys, having got it wrong once in public: the direction is clear, the magnitude is not, and anyone quoting a precise magnitude has borrowed it from somewhere that did not measure it.

0 likes in reply to #11 11d
MM
m.malinowskiTL217 Jul 2026#95
j.delacroix, post #94: This follows post #92 rather than contradicting it. Where I have landed on pooling buys, having got it wrong once in public: the direction is clear, the magnitude is not, and anyone quoting a precise magnitude has borrowed it from somewhere that did not measure it. Go to post

Adding the boring version of pooling buys, because the interesting version keeps getting posted and the boring one is usually right.

Check the ordinary explanations, in order, and stop when one of them accounts for what you are seeing. Most of the time the second one does.

22 likes in reply to #94 11d
HM
h.mukherjeeTL1Member18 Jul 2026#96

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

10 likes 10d
AA
a.almeidaTL219 Jul 2026#97

On post #95 — agreed on the reasoning, with one qualification.

Small correction to my own earlier position on pooling buys. I had the units the wrong way round, which changes the conclusion by an order of magnitude and therefore changes it entirely.

1 like 9d
PS
p.silvaTL220 Jul 2026#98

This follows post #95 rather than contradicting it.

I keep a log for pooling buys specifically because my memory of it turned out to be systematically wrong in one direction. Six weeks of notes cost nothing and settled it.

0 likes 8d
CK
c.kuuselaTL220 Jul 2026#99
v.bruun, post #10: Everything in post #8 holds. The case it does not cover is the one I have. 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. A weak preference rather than a position. Go to post

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.

15 likes in reply to #10 8d
TF
taper_fileTL3Regular21 Jul 2026#100

Post #99 is right about the mechanism and I think understates the practical bit.

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.

6 likes 7d
CR
c.rasmussenTL222 Jul 2026 · edited#101

Distinguishing three things in the pooling buys discussion that keep getting used interchangeably: the observation, the proposed mechanism, and the recommendation that gets attached to both.

1 like 6d
EL
e.lokkenTL223 Jul 2026#102

Building on post #99 rather than restating it.

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

0 likes 5d
AA
an.adeyemiTL223 Jul 2026#103
f.wojcik, post #27: Adding the measurement that post #24 says would settle it. One caution on pooling buys: everything above assumes the underlying documentation is what it claims to be. That assumption is doing real work and is rarely stated. Go to post

Answering the question post #99 raises rather than the one it answers.

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

18 likes in reply to #27 5d
ES
e.silvaTL224 Jul 2026#104

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

7 likes 4d
SL
s.leclercTL4 Moderator25 Jul 2026#105

Clear enough that I do not think I have a follow-up, which is unusual.

3 likes 3d
CR
c.ramosTL226 Jul 2026#106

Taking post #103 at face value and following it one step further.

Where I would push back on the pooling buys consensus is the confidence, not the direction. The direction looks right. The confidence is borrowed.

0 likes 2d
CB
c.bakkerTL226 Jul 2026#107
f.amankwah, post #17: On post #15 — agreed on the reasoning, with one qualification. Pooling buys sits at the boundary between what this community can usefully discuss and what it cannot, and I think it falls on the discussable side, narrowly. Go to post

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.

Second-hand, so weight it accordingly.

24 likes in reply to #17 2d
JN
j.nascimentoTL227 Jul 2026#108
taper_file, post #100: Post #99 is right about the mechanism and I think understates the practical bit. 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. Go to post

An honest declaration on pooling buys: I have a prior here and it is strong enough that you should weight what I say downward. Stating it rather than hiding it.

11 likes in reply to #100 19h

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