Teddy Hla Profile picture
Oct 24 12 tweets 4 min read
NEXT: Who's "high risk" in ICU? Nicolas Bennett - Zurich, Switzerland.
reminds me of NELA score development in UK.
Declaration : he now works for industry (known side effect for medics doing data science )
@ESICM #criticalcare #ai #datascience #LIVES2022
@ESICM Interesting : eventually end up writing R package. cran.r-project.org/web/packages/r…

#sepsis classification using MIMIC-3 - time series data. Time-series classficiation.
his labels are also earlier. main improvement is due to missing data Mx. "Missingness" is not random as assumption "more data available" in sicker pts.

Despite performance, did not evaluate further as want to move onto real-time risk development rather than retrospective.
Uses 4 data sets ; MIMIC-III, eICU Pollart et al, HiRID, AUMC Thoral et al.
Time-varying and static variables.

Prediction models considered : NN architectures with transformer models. baseline LGBM, GLM, features: NEWS, MEWS, SIRS,SOFA.
AUROC, precision at 80% recall and median earliness.

Outlook : do we want to rely on treatment-related information? Misalignment between time dynamics of label, data availability and expectations of prediction risk. Uses vasopressor adjusted map value.
interesting view from 1 of senior physicians :: SOFA score has nothing to do with sepsis. it was designed first to detect "abnormalities". Are we barking up the wrong tree ?

- 2nd Q: does prediction matter or makes any difference?speaker is non clinician so said hard to comment

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More from @teddyhla

Oct 25
Carolyn Calfee Clinical and Biological phenotypes of ARDS
- what do they have in common?

ARDS : subgrouping since the begining
- sepsis vs. non sepsis
- hyper vs. hypoinflamm
- reactive vs uninflamed
#ventilation #ards #phenotypes #LIVES2022
Are clinical phenotypes biologically distinct?
looking at Trauma vs. Non trauma

ICAM-1 , SP-D, vWF, sTNFr-1 are different.
What about in "Direct" vs. "indirect"
or "Diffuse" vs "focal" -- sRAGE comes up again.

pubmed.ncbi.nlm.nih.gov/17944012/
#ventilation #ARDS #LIVES2022
Image
Read 13 tweets
Oct 25
Mariangela PELLEGRINI
Uppsala- Sweden
"Do we Need a biological definition of ARDS"

- Berlin definition has NO Diffuse alveolar damage .
- the Berlin defn does not capture well
Frohlich - different definitions specificity of 0.63, 0.42, 0.31 even!
#ventilation #ards #LIVES2022
academic.oup.com/bja/article/11…
The BJA article by Frohlich.
Fibrosis only starts after 7 days
Thille article : atsjournals.org/doi/full/10.11…
In essence, different disease processes are happening to the lung at different times in the "ARDS"
pubmed.ncbi.nlm.nih.gov/24429204/
Read 14 tweets
Oct 25
ARDS - new definition or phenotypes by @GicoBellani refreshing with Kigali definition of ARDS - useful not just low resource but during pandemic in supposedly high income settings and only draw back is no PEEp requirement #ards #ventilation #LIVES2022 @ESICM
@GicoBellani @ESICM Resolved versus confirmed ARDS
- prospectively applying Berlin definition did work but if ya wait 24 hrs and re-measure P/F ratio, you end up stratifying much better.
- Better separation of groups

pubmed.ncbi.nlm.nih.gov/29632996/
#ventilation #LIVES2022
@GicoBellani @ESICM Whichever definition - american european consensus or Berlin or Kigali -- all goes back to Ashbaugh original paper in 1967

thelancet.com/journals/lance…

Why are we so confused when it comes to ARDS definition ?

#ards #ventilation #LIVES2022 @ESICM
Read 11 tweets
Oct 25
Next : Mypinder SEKHON on cardiac arrest in COVID-19 era.

Works in Vancouver
COVID 19 era cardiac arrest ARE a lot less sexy with all the PPE. #als #covid19 #resuscitation #LIVES2022
@ESICM
@ESICM Let's look at epidemiology. Northern Italy, Manhattan - COVID hit hard and has impact on other diseases.

e.g., OHCA in Italy during COVID 19 massive spike.
ImageImageImage
Read 9 tweets
Oct 25
NEXT Speaker : VA ecmo for which patients?
Alain COMBES

Severe cardiogenic shock has different phenotypes
1. medical cardiogenic shock(AMI, end stage dilated CM, myocarditis, septic shock)
2. Post cardiotomy refractory CS (post CABG)
#LIVES2022
@ESICM #ecmo #resuscitation #ALS
@ESICM 2022 what do the guidelines say
- ESC recommends short term MCS should be considred in cardiogenic shock.
IABP may be considered but not routinely recommended in post MI
#LIVES2022
Image
Read 18 tweets
Oct 25
what about in refractory cardiac arrest?
ERC - ESICM guidelines 2021
- timing of CAG if no evidence ofr ST segment evaluation.

which means we will end up treating a lot of patients with stent and anticoagulation
TOMAHAWK trial : delayed or early invasive angiography -- no effec.

#LIVES2022
- immediate catheterisation for non ST elevationrr
Read 4 tweets

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