Corpus 1,276 assessed · 1,177 scored · 644 reproduced ≥75 · 170 flagged ·∅ 74/100
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GSE96682

GEO first seen 2018

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

Deep data QC

55/100 · F

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

What this means
claude:haiku

Severely compromised human bulk-RNA-seq with disqualifying adapter contamination (30.77%, scored 0/100). Exacerbated by marginal Q30 bases (78.3%, scored 42/100). High read length (125 bp) suggests attempted long-read protocol with failed adapter removal. Not suitable for reuse.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 0.009 measured
pct q20 bases 87.6 measured
pct q30 bases 78.3 measured
gc content pct 47.6 measured
mean read length 125 measured
mean base quality 33.1 measured
adapter content pct 30.77 measured
duplication rate pct 8.22 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 55/100

The F 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 78.3 measured ×1 42%
mean base quality 33.1 measured ×0.6 85%
adapter content pct 30.77 measured ×0.4 0%
duplication rate pct 8.22 measured ×0.4 100%
QC cost 26 s compute

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