KARAMBIOSCIENCE
EST. 2026
EVIDENCE / 02
Tools / Research workbench

LESS GUESSWORK.
BETTER QUESTIONS.

Seventeen working tools for comparing evidence, checking arithmetic, and building research briefs. Equations and assumptions are visible. Your inputs are processed in this browser.

AI-generated cellular concept illustration
Concept illustration · not experimental data
New / CRISPR decision tools

Compare the method. Plan the evidence. Qualify the scope.

Editing method comparison

Seven approaches, transparent filtering and matrix export.

Functional endpoint planner

Draft a function, identity and safety framework for specialist review.

Project-readiness checklist

Identify unresolved commissioning questions without a safety score.

Δ / σ
COMPARE / Browser-based

Effect-size workbench

Calculate pooled standard deviation, Cohen’s d, and small-sample-corrected Hedges’ g for two independent groups.

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n = ?
PLAN / Browser-based

Sample-size sketch

Explore an approximate per-group sample size for a two-sided, balanced comparison of two independent means.

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x̄ ± s
MEASURE / Browser-based

Replicate precision

Inspect the mean, sample standard deviation, standard error, and coefficient of variation of a numeric series.

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C₁V₁
CHECK / Browser-based

Dilution arithmetic

Check a simple laboratory-reagent dilution with explicit units and a final-volume constraint.

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log₂
MODEL / Browser-based

Population doubling time

Estimate growth over an interval using a simple exponential model and two cell-count observations.

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Δᵢ
COMPARE / Browser-based

Paired change analysis

Compare matched before-and-after values without treating the pairs as independent groups.

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[ ✓ ]
AUDIT / Browser-based

Evidence completeness check

Document what a research record reports—and what you still need to retrieve.

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? →
DECIDE / Browser-based

Translation gap mapper

Generate the next evidence questions for a selected study model and outcome.

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µm / px
MEASURE / Browser-based

Microscopy scale check

Convert a pixel measurement using a known scale bar in the same image.

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p → q
CHECK / Browser-based

Multiple-testing workbench

Apply the Benjamini–Hochberg step-up adjustment to a list of p-values.

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A / B
EXPLORE / Browser-based

Study comparator

Compare up to three Atlas records side by side without collapsing different models into one score.

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{ … }
WRITE / Browser-based

Research brief builder

Turn a research question into an editable, downloadable brief. All text stays in this browser unless you choose to share it.

Open tool↗

These utilities are educational and research-planning aids. They do not diagnose disease, prescribe treatment, estimate a person’s biological age, or replace a qualified statistical or scientific review.

New / Commercial research tools

Plan the engagement.