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How to Report Your Statistics in a Methods Section Reviewers Won't Question
Reviewers examining 100 clinical papers found 65% needed revisions just to explain what their statistical tests were for, and 64% had omitted effect sizes entirely. Statistical reporting problems are rarely about running the wrong analysis; they're about not writing down enough for a reader to judge it. Here's what belongs in the section, built on the SAMPL guidelines: seven things to state in your methods, the results formats that draw fewest queries, and a template you can
2 days ago5 min read


ANCOVA Protocol: A Step-by-Step for Comparing Groups While Controlling for a Covariate
Your treated and control wells started at different confluence, so comparing endpoints with a plain ANOVA measures your treatment effect plus the head start. ANCOVA fixes that by adjusting for a continuous covariate, and usually buys power too. This step-by-step ANCOVA protocol runs 24 numbered steps from covariate choice through reporting, with the assumption checks in the order they need to happen, including the parallel-slopes test most people skip.
Aug 127 min read


Technical vs. Biological Replicates: The Pseudo-replication Trap That Sinks Papers
An audit of 200 published animal studies found only 22% had replicated the right thing, and 46% counted repeated measurements of one biological unit as independent samples. That error, pseudoreplication, inflates your n, shrinks your error bars, and manufactures significance that won't replicate. Here's what separates technical vs biological replicates, why the mistake inflates false positives, and what actually counts as a biological replicate in cell culture.
Aug 107 min read


Effect Size Explained: Reporting Cohen's d and Why p-Values Aren't Enough
Your p-value can confirm an effect is real and say nothing about whether it's big enough to matter. Effect size answers that second question, and for a two-group comparison Cohen's d is the standard measure: the mean difference divided by the pooled standard deviation. This guide covers how to calculate and report Cohen's d, why to report it alongside every p-value and confidence interval, and how to interpret it without leaning on the 0.2/0.5/0.8 benchmarks that often don't
Jul 278 min read


Scratch Assay Imaging: How to Capture Clear, Quantitative Wound Healing Images for Reliable Analysis
A perfect scratch becomes unusable if the field drifts out of focus, the illumination shifts between time points, or the wound edges are too low-contrast to segment. The biggest scratch assay imaging mistakes aren't dramatic failures, they're small inconsistencies that quietly distort wound area. This guide covers the imaging principles behind reproducible wound healing assays on any microscope: imaging mode, objectives, Köhler illumination, and locking your optics.
Jul 159 min read


CLYTE Launches Soφ AI: The AI Lab Assistant Set to Transform Biomedical Research
Soφ AI, the world's first AI lab assistant specifically engineered for biomedical and healthcare research! Soφ AI is set to revolutionize the industry by empowering scientists to overcome the reproducibility crisis, troubleshoot assays with ease, write detailed protocols, and analyze complex data. This is more than just a tool; it's a new partner in the lab that will accelerate the pace of discovery and usher in a new era of innovation in healthcare.
Aug 6, 20252 min read


CLYTE Technologies Set to Launch Soφ , the World’s First AI Lab Assistant Engineered for Biomedical & Healthcare Research
CLYTE Technologies is set to launch SOφ (Sophie), a groundbreaking AI biomedical lab assistant that will revolutionize the research industry. This cutting-edge AI can troubleshoot assays, write detailed protocols, and analyze data, empowering scientists to overcome the reproducibility crisis and accelerate the pace of discovery. SOφ is poised to be the next big thing in biomedical research, offering a level of support and expertise that is unmatched in the market. A new era o
Jul 30, 20254 min read
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