Demo corpus. Scores are computed on a select set of biomedical paper/datasets and may be inaccurate for papers outside this corpus — DataRank relies on network effects that improve with scale. We aim to expand this into a fully open resource pending additional funding.

The Role of Ecology in Speciation by Sexual Selection: A Systematic Empirical Review

Journal of Heredity(2014)10.1093/jhered/esu037Source: DataRank Database

The Role of Ecology in Speciation by Sexual Selection: A Systematic Empirical Review is a research paper published in Journal of Heredity (2014). On theSindex it has a DataRank of 1.8. It has been cited 67 times, with 54 citing works in its 1-hop citation network.

N/A

1.8DataRank · unranked

1.8

67 citations · base score 4.2

Cite:

datarank_citation_only_1hop_v6· scope data_onlyMethodology

›Data sources & pipeline

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Pending

FAIR Checklist

Context only (not used in score)

Findable (2/2)

Has DOI
Indexed in repositories

Accessible (0/2)

Interoperable (2/2)

DataCite relations
Linked datasets

Reusable (0/3)

FAIR checklist signals are shown for context only and do not affect DataRank scoring.

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DataRank Breakdown

Base Score 35%Citation Network 65%

Base Score Contribution

0.633

From this paper's citation signal

Citation Network Contribution

1.2

From 45 citing papers with measurable signal

Learn more about DataRank methodology →

Top 2 citers driving the network score

Ranked by citation count — the same ordering the engine uses when summing log1p(C_q) over citers.

PARALLEL EVOLUTION OF SEXUAL ISOLATION IN STICKLEBACKS
Evolution2005236 citationsDataRank 7.4
The role of sexual isolation during rapid ecological divergence: Evidence for a new dimension of isolation in Rhagoletis pomonella
Journal of Evolutionary Biology20236 citationsDataRank 0.318

Why this DataRank?

DataRank blends this paper's own citation count with the influence of the papers that cite it. Here, roughly 35% comes from its base citations and 65% from the citation network (45 citing papers contributed measurable signal).

Base score B(p): log1p(citation_count) — grows sub-linearly, so a paper with 1,000 citations is not 10× a paper with 100.
Network N(p): Σ over citers of log1p(C_q) ÷ max(outdegree_q, 1). Being cited by a highly-cited paper with few references counts most.
Damping factor d = 0.85: DataRank = (1−d)·B(p) + d·N(p) — the two cards above are each already multiplied by their share.
Self-citations excluded: Citers sharing any OpenAlex author ID with this paper are filtered out before the network sum.

Citers are pulled from OpenAlex sorted by cited_by_count:descand capped per paper, so when the cap binds we keep the highest-signal references and the score is reproducible across reruns.

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Node colors:CenterData PaperData + Open AccessNon-dataSelected & links| Node size = percentile rank

Authors (4)

Laurel B. Symes,Tamra C. Mendelson,Rebecca J. Safran,Elizabeth S. C. Scordato