Corpus 1,273 assessed · 1,174 scored · 643 reproduced ≥75 · 169 flagged ·∅ 74.1/100
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GSM3579836

GEO sample

Provenance — who produced it, who reused it

Linked to 1 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.

Reused by

1 further paper cites this accession but reuse could not be confirmed.

Deep data QC

74/100 · C

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 (Capra hircus) with C-grade score (74/100). Severe duplication (67.4%, scoring 17/100) and reduced Q30 bases (84.4%, scoring 72/100) indicate library complexity failure or over-amplification; shorter 50bp reads and HTTP fetch error further limit confidence. Provisional reading only; deep measured pass pending despite all metrics being measured.

Data type / assay
bulk-RNA-seq
Organism
Capra hircus
Metrics (value · how obtained)
n content pct 0.007 measured
pct q20 bases 91.7 measured
pct q30 bases 84.4 measured
gc content pct 51.9 measured
mean read length 50 measured
mean base quality 34.5 measured
adapter content pct 0 measured
duplication rate pct 67.4 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 74/100

The C 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 84.4 measured ×1 72%
mean base quality 34.5 measured ×0.6 100%
adapter content pct 0 measured ×0.4 100%
duplication rate pct 67.4 measured ×0.4 17%
QC cost 10 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 89