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Monday, May 20, 2019

Science is already almost as distrusted as politics -- Studies on "spin" and propagation of falsified data

In the junk science of 
wild guess predictions
of the future climate,
what gets published
seems to be based
on how scary the
predictions are !

But predictions of the future
climate are wrong so often
that whatever the "consensus"
is, I'd bet on the minority.

Medical studies,
getting published,
in medical journals,
are more important.

They are read by doctors.

And new drugs, 
a typical subject, 
could affect 
your health, and
possibly your life.

So you'd hope medical
journals were very careful
about what they publish.




It's a well known fact that
study abstracts are not 
a reliable summary of studies.

There have been studies
to prove that.

If I have a study to read,
I never read the abstract.

There's a natural desire 
to show something positive ,
for a great deal of work
on a scientific study.

Looking solely at an abstract, 
or a press release is not 
sufficient to understand
the findings of a study.

The next question is whether
articles about studies, when
published in scientific journals,
are more reliable summaries 
than study abstracts.




In the world of "publish-or-perish" 
academics, the more attention 
your research creates, the
more attractive you can become 
to funding sources, public or private.

No one seems to care about 
study funding sources or 
conflicts of interest, 
as long as they aren't 
traced to the private sector. 

So most of the good science 
from industry is not published. 

We see it in products that work,
from cell phones to drugs. 

Most of the published papers 
and spin comes from universities 
funded by our tax dollars.






(A)
A study of "spin" in  
published journal articles 
about medical studies:

Source: 
"Level and Prevalence of Spin 
in Published Cardiovascular 
Randomized Clinical Trials Reports 
with Statistically Nonsignificant 
Primary Outcomes? 

JAMA Network Open DOI: 
10.1001/jamanetworkopen2019.2622

Study authors 
looked at RCTs
( randomized clinical trials )
the double-blind 
"gold standard"
of science.

Authors searched 
six high impact 
medical journals 
searching for reports
with a clearly defined 
primary outcome 
and no statistical 
significance, 
a p-value >0.05. 

They identified about 600 studies 
from 2015 to 2017, but only
93 studies met their criteria. 

The authors searched for "spin" 
which they defined as the 
“use of specific reporting strategies, 
for whatever motive, to highlight 
that the experimental treatment 
is beneficial, despite a statistically 
nonsignificant difference 
for the primary outcome, 
or to distract the reader from 
statistically nonsignificant results.”

The first 
problem is that 
scientific journals 
favor studies with 
positive findings.

They assume no one
cares about any study
that fails to 
prove something.

So, if study 
conclusions are not 
“statistically significant",
the report authors 
will want to use "spin" 
to make their report 
of the study
seem important.


Unfortunately, 
"spin" was 
everywhere:

-- In 11% of study 
report titles, and in 
40% to 50% of the results 
and conclusion sections, 
of both abstracts 
and full text.

-- 60% of abstracts or full text 
had at least one section of spin, 
and in 26% of studies, 
spin was found 
in every part 
of the report.

“… industry-funded 
(for profit) research 
had a lower proportion 
of spin (27%) than nonprofit
funded research.” (40%)

“in approximately 67% of CV 
(cardiovascular) 
RCT reports, the reporting 
and interpretation 
of outcomes is inconsistent 
with actual results 
in at least on e section 
of the article.”

The articles reviewed 
were later cited 
by other studies, 
a median of 7 times 
after their publication, 
which amplifies their spin.







(B)
Propagation and 
amplification 
of falsified data 

Source:
"Evaluation of the 
Inclusion of Studies 
Identified by the FDA 
as Having Falsified Data 
in the Results of Meta-analyses: 
The Example of the Apixaban trials"

JAMA Internal Medicine DOI: 
10.1001/jmainternmed.2018.7661


A group of researchers 
tracked the propagation 
of falsified data, 
the worst form of “spin”.

Apixaban, a new anticoagulant, 
was compared to the standard use 
of warfarin (Coumadin) in treating a
trial fibrillation, an arrhythmia 
of the heart, in a widely publicized 
clinical trial. 

The FDA found falsified data 
in the clinical trial, altering 
the outcome of the study 
from a beneficial effect 
of apixaban over warfarin 
to a neutral position.

The known flawed study, 
was later cited in 
22 English language 
meta-analysis papers.

Almost half of these 
meta-analyses 
had conclusions 
that would be altered 
by eliminating the one 
questionable study. 

And in a third of the cases, 
reanalysis resulted in 
a very different outcome, 
where more apixaban 
was no longer favored.