Corpus 1,272 assessed · 1,173 scored · 643 reproduced ≥75 · 168 flagged ·∅ 74.1/100
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GSM3305359

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

89/100 · B

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

What this means
claude:haiku

Human bulk-RNA-seq with 60.5 bp reads at 93.1% Q20 and 90.8% Q30 across 1.60 billion bases provides moderate quality for transcript quantification. The 42% GC and mean quality 33.6 with elevated 1.67% adapter contamination suggest minor preprocessing; suitable for gene-level expression analysis after quality filtering.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 0.002 measured
pct q20 bases 93.1 measured
pct q30 bases 90.8 measured
gc content pct 42 measured
mean read length 60.5 measured
mean base quality 33.6 measured
adapter content pct 1.67 measured
duplication rate pct 53.89 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 89/100

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 90.8 measured ×1 100%
mean base quality 33.6 measured ×0.6 93%
adapter content pct 1.67 measured ×0.4 100%
duplication rate pct 53.89 measured ×0.4 47%
QC cost 19 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 mean score 50