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Posts by Michel Cucherat

Practical elements to consider when emulating a target trial When carefully designed and analyzed, target trial emulation, i.e., the analysis of observational data through the explicit emulation of the design components of randomized controlled trials (RCT), ca...

How is it that a paper that claims to show how to do target trial emulation does not address confounding by indication and its ramifications for data collection? www.jclinepi.com/article/S089... #EpiSky #StatsSky

1 month ago 21 6 4 1
Practical elements to consider when emulating a target trial When carefully designed and analyzed, target trial emulation, i.e., the analysis of observational data through the explicit emulation of the design components of randomized controlled trials (RCT), ca...

Practical elements to consider when emulating a target trial - Journal of Clinical Epidemiology www.jclinepi.com/article/S089...

1 month ago 5 2 0 0

Brilliantly written with one small caveat: Towards the end the article implies that observational data may be useful for studying heterogeneity in treatment effects. Don't know why that would be the case. But great work Darren! #StatsSky #EpiSky

1 month ago 13 1 1 0

We should rename these types of funnel plots to ‘avalanche plots’

1 month ago 26 4 0 0

My own university has a "strategic goal" to increase research "outputs" by 10% annually (7 year doubling time). Your university is almost surely working towards the same. University rankings are now the main driver of this damaging institutional behavior. Publication is an out-of-control arms race.

9 months ago 144 39 18 9

Too many meta-analyses have findings equivalent to: “If you average the cost of a loaf of bread, car insurance for a year and a movie ticket, you get $752.36”

2 months ago 52 11 2 1
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AI Is Inventing Academic Papers That Don't Exist -- And They're Being Cited in Real Journals Academic articles from authors using large language model are creating an ecosystem of fake research that threatens human knowledge itself.

Do not cite an academic paper unless you’ve read it

4 months ago 2055 692 66 205

We are excited to share a recently published article in Clinical Trials which investigated confirmatory evidence supporting single pivotal trials for new drug approvals. (1/8)

5 months ago 0 1 1 0
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Assessing outcomes emerging after conversion to regular approval for cancer drug indications granted accelerated approval, 1992-2021 AbstractBackground. The FDA’s accelerated approval pathway expedites cancer drug approvals based on surrogate measures, while clinical benefit is assessed

Assessing outcomes emerging after conversion to regular approval for cancer drug indications granted accelerated approval, 1992-2021 url: academic.oup.com/jnci/article...

5 months ago 0 0 0 0
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OpenAI admits AI hallucinations are mathematically inevitable, not just engineering flaws In a landmark study, OpenAI researchers reveal that large language models will always produce plausible but false outputs, even with perfect data, due to fundamental statistical and computational limi...

La dernière étude d'OpenAI prouve mathématiquement que les grands modèles linguistiques produiront toujours des résultats plausibles mais faux (hallucinations), même avec des données parfaites, à cause de la nature statistiques des algorithmes en jeu.

www.computerworld.com/article/4059...

7 months ago 93 63 5 3
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Someone was trying to take a portrait of their two fave Chickens, and this happened.

7 months ago 11051 2966 169 478
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CRISPR is amazing

7 months ago 108 14 3 4

C'est joli les scores, ça fait des publications, ca donne l'air malin, ca dit que les patients tres malades sont très malades et ont plus de risque de mourir, c'est poussé par des KOL

Et quand on les évalue correctement...

7 months ago 7 1 2 1
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INSPECT-SR: a tool for assessing trustworthiness of randomised controlled trials The integrity of evidence synthesis is threatened by problematic randomised controlled trials (RCTs). These are RCTs where there are serious concerns about the trustworthiness of the data or findings....

www.medrxiv.org/content/10.1...

INSPECT-SR: A tool for assessing trustworthiness of randomised controlled trials.

7 months ago 66 36 3 8
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Alzheimer : polémique autour du Leqembi, un médicament à quelques milliards d’euros

Alzheimer : polémique autour du Leqembi, un médicament à quelques milliards d’euros

Par @olivierhertel.bsky.social

9 months ago 6 4 1 0

If you are analyzing clinical data, you almost certainty don't need a multivariable model unless you are building a prognostic model or asking causal questions. Statistics shouldn't be a performance.

9 months ago 41 6 5 2
People often say their goal is to identify “risk factors”. But what does that mean? Some people use the term to indicate potential causes of outcomes. Then just say cause. Others use it to identify predictors of outcomes. Then just say predict. And, sadly, too many others use it as shorthand for factors that are “statistically associated” with outcomes. In this case, say nothing at all, since this “goal” has no clinical utility whatsoever (beyond what it might suggest about causation or prediction). So once you have framed your research question as description, prediction, causation or measurement, there is no longer a need to talk about risk factors. It's basically just a catch-all phrase to cover up muddy thinking.

People often say their goal is to identify “risk factors”. But what does that mean? Some people use the term to indicate potential causes of outcomes. Then just say cause. Others use it to identify predictors of outcomes. Then just say predict. And, sadly, too many others use it as shorthand for factors that are “statistically associated” with outcomes. In this case, say nothing at all, since this “goal” has no clinical utility whatsoever (beyond what it might suggest about causation or prediction). So once you have framed your research question as description, prediction, causation or measurement, there is no longer a need to talk about risk factors. It's basically just a catch-all phrase to cover up muddy thinking.

Relevant:

(from statsepi.substack.com/p/sorry-what... ICYMI)

9 months ago 28 8 2 0

I'm not saying you can't generate a hypothesis from data.

I'm just saying that generating a hypothesis from the entirety of human knowledge that preceded your data is a much safer bet.

9 months ago 45 11 5 0
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Inclusion of Retracted Studies in Systematic Reviews and Meta-Analyses of Interventions This systematic review and meta-analysis identifies reports of systematic reviews that included retracted studies in their meta-analyses, and assesses the impact of these retracted studies on the resu...

Read our paper in JAMA Internal Med with a great editorial. Wonderful collaboration with @gcabanac.cpesr.fr

Retracted papers are included in meta-analyses published in HIF journal. Inclusion of the retracted studies changed
effect estimates.
jamanetwork.com/journals/jam...

1 year ago 6 5 0 0
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Evidence triangulation in health research - European Journal of Epidemiology For many important questions about influences on clinical and public health outcomes, no single study can provide a decisive answer. The perfect study—a large, diverse, well-conducted trial randomizin...

Triangulation of evidence in medical research explained, in work led by Sirena Gutierrez and @mariaglymour.bsky.social Will do a thread when I get a moment
link.springer.com/article/10.1...

1 year ago 23 7 2 0

Provenance and funding of extremely cited biomedical papers published in 2003- 2004, 2013-2014 and 2023-2024

1 year ago 5 3 0 0
Definitions of Validity Terms for Use in Discussions of Randomized Controlled Trials We review existing definitions and usages of validity terms and propose a single definition for each term for use in communicating inferences from Randomized Controlled trials (RCTs).

Definitions of Validity Terms for Use in Discussions of Randomized Controlled Trials - Journal of Clinical Epidemiology www.jclinepi.com/article/S089...

1 year ago 10 2 0 0
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Analysis of indications for selectively missing results in comparative registry-based studies in medicine: a meta-research study - Research Integrity and Peer Review Background We assess if there are indications that results of registry-based studies comparing the effectiveness of interventions might be selectively missing depending on the statistical significance...

Analysis of indications for selectively missing results in comparative registry-based studies in medicine: a meta-research study

1 year ago 1 1 1 0
Image shows website.

Image shows website.

Viewpoint: Proposals to lower or eliminate the @fda.gov's preapproval effectiveness requirements for drugs are unnecessary and dangerous, as they undermine patient safety and public health. https://ja.ma/4brnk39

1 year ago 15 7 0 1
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‘Arbitrary’ Hodgepodge of Composite Endpoints Used Across ASCVD Trials ‘Arbitrary’ Hodgepodge of Composite Endpoints Used Across ASCVD Trials hdellabella@crf.org Thu, 02/20/2025 - 16:31 Michael O'Riordan A minority of studies used the standard three-point MACE endpoint, and many tweaked their endpoints along the…

ICYMI: ‘Arbitrary’ Hodgepodge of Composite Endpoints Used Across ASCVD Trials

1 year ago 0 2 0 0

This is sad...

1 year ago 25 6 2 0
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A Comparison of Statistical Methods for Time‐To‐Event Analyses in Randomized Controlled Trials Under Non‐Proportional Hazards While well-established methods for time-to-event data are available when the proportional hazards assumption holds, there is no consensus on the best inferential approach under non-proportional hazar...

doi.org/10.1002/sim....

Our paper "A Comparison of Statistical Methods for Time-To-Event Analyses in Randomized Controlled Trials Under Non-Proportional Hazards" got published today 🎉

We describe commonly used methods, and compare their performance in a simulation study across different scenarios.

1 year ago 18 10 2 0
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Figure.  Regression Discontinuities of Nirmatrelvir-Ritonavir Prescription, COVID-19–Related Hospitalization, and All-Cause Hospitalization and Death Rates per 100 000 Older Adults, April 1–November 30, 2022, Ontario

Figure. Regression Discontinuities of Nirmatrelvir-Ritonavir Prescription, COVID-19–Related Hospitalization, and All-Cause Hospitalization and Death Rates per 100 000 Older Adults, April 1–November 30, 2022, Ontario

A more than doubled rate of nirmatrelvir-ritonavir prescriptions was not associated with reductions in hospitalizations or mortality among highly vaccinated older adults in Canada.

ja.ma/3ENOh4U

#MedSky

1 year ago 11 3 0 1
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Evidence Lacking for Many AI Tools Used in Primary Care This Medical News article is an interview with study author María Villalobos-Quesada, PhD, a researcher at the National eHealth Living Lab at the Leiden University Medical Centre in the Netherlands.

"We cannot think that our AI systems will not be biased. There will always be a risk of bias."

María Villalobos-Quesada, a researcher at Leiden University Medical Centre, discusses the need for transparent and consistent reporting of quality for #AI tools with JAMA+ AI.

#MedSky

1 year ago 19 10 1 1
Author’s reply : “The importance of properly specifying your target trial emulation: commentary on Mésidor et al.” Not applicable.

Author’s reply : “The importance of properly specifying your target trial emulation: commentary on Mésidor et al.” - Journal of Clinical Epidemiology www.jclinepi.com/article/S089...

1 year ago 1 1 0 0