Corpus 1,273 assessed · 1,174 scored · 643 reproduced ≥75 · 169 flagged ·∅ 74.1/100
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GSE175430

GEO

Provenance — who produced it, who reused it

Linked to 0 papers in the literature. Roles are inferred factual signals (who deposited the data vs who reused it), with counts — never a judgement about any author.

No linked papers found in the corpus yet.

Deep data QC

98/100 · A

Standardized, field-standard QC computed by touching the data — every metric states how it was obtained · evidence: measured

What this means
claude:haiku

Bulk RNA-seq of Mus musculus. Grade A, 98/100 with all metrics measured. Slightly lower Q30 bases (89%) and elevated duplication (30.8%) drive minor deductions; duplication may bias transcript abundance estimates, particularly for moderately-expressed genes. Suitable for differential expression with moderate preprocessing caution.

Data type / assay
bulk-RNA-seq
Organism
Mus musculus
Metrics (value · how obtained)
n content pct 0.004 measured
pct q20 bases 95.1 measured
pct q30 bases 89 measured
gc content pct 47.8 measured
mean read length 98 measured
mean base quality 35 measured
adapter content pct 0.12 measured
duplication rate pct 30.85 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 98/100

The A grade is a transparent weighted average. Each metric below scored from 0–100% against the published bulk-RNA-seq thresholds, weighted by its importance; nothing is hidden or subjective.

pct q30 bases 89 measured ×1 95%
mean base quality 35 measured ×0.6 100%
adapter content pct 0.12 measured ×0.4 100%
duplication rate pct 30.85 measured ×0.4 98%
QC cost 7 s compute

measured = computed from the data · extrapolated/reported = derived or from the repository · dq-1.0

Scientific quality

Based on hands-on reproduction of the papers that use this dataset. A reproducible paper that stands on this data is positive evidence; a flagged one is a prompt to look closer — never a verdict on the dataset itself without the evidence.

1 studies use it 1 flagged mean score 26