Corpus 1,273 assessed · 1,174 scored · 643 reproduced ≥75 · 169 flagged ·∅ 74.1/100
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GSM1020645

GEO sample

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

88/100 · B

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

What this means
claude:haiku

Mouse bulk RNA-seq. Grade B (provisional). Solid measured Q30 (87.9%) and base quality (34) are offset by moderate duplication (51.49%) suggesting PCR bias; however, metadata fetch error prevents full verification. Deep measured re-pass is pending.

Data type / assay
bulk-RNA-seq
Organism
Mus musculus
Metrics (value · how obtained)
n content pct 0.014 measured
pct q20 bases 95.4 measured
pct q30 bases 87.9 measured
gc content pct 44.8 measured
mean read length 36 measured
mean base quality 34 measured
adapter content pct 0 measured
duplication rate pct 51.49 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 88/100

The B 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 87.9 measured ×1 90%
mean base quality 34 measured ×0.6 100%
adapter content pct 0 measured ×0.4 100%
duplication rate pct 51.49 measured ×0.4 52%
QC cost 33 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 reproduced mean score 90