Corpus 1,276 assessed · 1,177 scored · 644 reproduced ≥75 · 170 flagged ·∅ 74/100
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GSE96914

GEO first seen 2019

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

31/100 · F

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

What this means
claude:haiku

Human bulk RNA-seq severely compromised and unsuitable for reuse; near-total base-calling collapse with Q30=1.3% and mean Q=21.3% (both scored 0/100) indicates terminal sequencing or demultiplexing failure. Reject entirely.

Data type / assay
bulk-RNA-seq
Organism
Homo sapiens
Metrics (value · how obtained)
n content pct 0 measured
pct q20 bases 72.3 measured
pct q30 bases 1.3 measured
gc content pct 54.3 measured
mean read length 140.4 measured
mean base quality 21.3 measured
adapter content pct 0 measured
duplication rate pct 37.16 measured
How this grade was computed
Weighted mean of 4 scored metric(s) → 31/100

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 1.3 measured ×1 0%
mean base quality 21.3 measured ×0.6 0%
adapter content pct 0 measured ×0.4 100%
duplication rate pct 37.16 measured ×0.4 84%
QC cost 27 s compute

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