Top Tweets for #MethodsMatter

With calibrated filtering on modification probability, stoichiometry, and coverage, false positives drop sharply.
High confidence sites remain.
Without controls, most low stoichiometry m6A calls do not hold up.
#DataQuality #MethodsMatter #ReproducibilityCrisis #RNAbiology
Most m6A pipelines skip the very controls that would tell us how many calls are wrong.
That gap matters more than basecaller choice.
New reviewed eLife preprint puts numbers under pressure.
#m6A #Nanopore #Bioinformatics #RNAseq #Epitranscriptomics #Genomics #MethodsMatter

One of the best research habits: read the methods before the conclusion. The details change everything.
#ResearchTips #MethodsMatter #ScientificMindset #CriticalThinking #ResearchHabits #DataDriven #ResearchMethodology #AcademicSuccess

Complex II clarity: the substrate is succinate, not “FADH₂”. Precision here prevents pathway confusion.
#Bioenergetics #Mitochondria #ComplexII #ScientificWriting #MethodsMatter #OroborosInstruments

Using pyruvate? It can competitively reverse cyanide inhibition of CIV, reducing reliability. Consider azide for robust CIV inhibition.
#O2k #Bioenergetics #MethodsMatter

ICYMI: "Clinical prediction models using machine learning in oncology: challenges and recommendations"
--> https://t.co/xAk69snwBk
#machinelearning #digitalhealth #predictionmodels #methodsmatter
This is how the inside of a female giant tropical bont tick looks like.
This, and more information, in this #openaccess article:
https://t.co/IiuoDHh2Ss

Agreed. When I first started working in genomics, I printed and read protocols for all common single-cell genomics assays— I learned a lot. #methodsmatter
If you work regularly with molecular data, but don't prep it yourself, highly recommend reading the user manual for a kit you interact with cover to cover. Every little step is there for a reason + will teach you interesting biology. Small deviations at the bench often perturb your chunk of data in subtle ways.

Network science + TDA + frequency clustering + phase thresholds → a “field curvature” score of self: how symbolic/emotional geometry bends with awareness. Methods before metaphors. Would you publish your curve? #MethodsMatter #TDA
Research Terms to Know: Sampling Bias
When a study includes a group that doesn’t represent the population, the results can skew. For example: Measuring “average” height using only basketball players—even the guards—will distort the findings.
#MethodsMatter #KLKResearchGroup

@EmersonPolling @JuliaTerruso @PIX11News @thehill Just saw another one TODAY that @MikieSherrill was 5% ahead...
#MethodsMatter
NEW paper "Clinical prediction models using machine learning in oncology: challenges and recommendations"
--> https://t.co/n9uOpE9A0D
#machinelearning #methodsmatter #digitalhealth

Descriptive piece, not a rigorous study; 8-mo counts≠rates/CIs; “highly educated” undefined (read: BA); distinguish W-2 vs. 1099 vs. founders. In a depressed jobs market, data matters. #WomensWorkforce #JobsEconomy #MethodsMatter
@texasrunnerDFW Women’s exits are real. The method isn’t: 8-mo headcount ≠ rate; “highly educated” undefined; mothers ≠ all women; childcare ≠ proven cause; govt cuts/RTO ignored; 25–54 is dated (misses 45–64); no denominators/CI. Show LFPR/EPOP + CIs and clear cohorts. #MethodsMatter
@texasrunnerDFW Women’s exits are real. The method isn’t: 8-mo headcount ≠ rate; “highly educated” undefined; mothers ≠ all women; childcare ≠ proven cause; govt cuts/RTO ignored; 25–54 is dated (misses 45–64); no denominators/CI. Show LFPR/EPOP + CIs and clear cohorts. #MethodsMatter
What methods can be employed to determine orientation?
.......
#DetermineYourOrientation
#LetsTalkMethods
#ExploringOrientation
#CommunityInsights
#EngageWithUs
#OrientationTalk
#CuriousMinds
#MethodsMatter
#ShareYourThoughts
#UnderstandingOrientation
#OpenDiscussion

B risk you want to see in world. #DataSecurity #AI
$AI is not magic. #MethodsMatter
Functional literacy speaks for itself. Builders Build.
Local, rooted, personal leverage in cloud relationships win every day over the data tracking/looting, advertising surveillance for masses.
Thus with large n, we can hedge against the risk of model misspecification and maintain high statistical power. Even if we think that the distribution of the data is negative binomial. This theoretical insight underpins our method. #methodsmatter
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