Pilot corpus: NIH-funded biomedical datasets. Any DOI can be scored on demand — network effects sharpen as coverage grows.

Semixup: In- and Out-of-Manifold Regularization for Deep Semi-Supervised Knee Osteoarthritis Severity Grading from Plain Radiographs

PubMed(2020)10.48550/arxiv.2003.01944Source: DataRank Database

Semixup: In- and Out-of-Manifold Regularization for Deep Semi-Supervised Knee Osteoarthritis Severity Grading from Plain Radiographs is a research paper published in PubMed (2020). On theSindex it has a DataRank of 0. It has been cited 1 time.

N/A

0DataRank · unranked

Scored on demand from live citation data

Open Access1 citations

Download PDF

Cite:

DataRank reads this dataset's downstream impact straight off the citation graph — no black box, no proprietary weighting. How is this computed?

›Methodology & internals

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Impact (FWCI 0.16)OA: greenTopics (26)IDs (PubMed, OpenAlex)SDGs (1)

FAIR Checklist

Context only (not used in score)

Findable (1/2)

Has DOI

Accessible (1/2)

Open Access

Interoperable (0/2)

Reusable (0/3)

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

Run a calibrated FAIR evaluation for this paper →

We only score data papers we can read in full — never from an abstract alone.

Authors (4)

Simo Saarakkala ORCID,Matthew B. Blaschko ORCID,Aleksei Tiulpin ORCID,Huy Hoang Nguyen ORCID

Live enrichment

PubMed:32804644 OpenAlex:https://openalex.org/W3010171862

FWCI

0.16

Citation Percentile

0.5%

Citation Trend

2021

greenLicense: other-oa

repositoryhttps://arxiv.org/pdf/2003.01944

repositoryhttp://arxiv.org/abs/2003.01944

repositoryhttps://pubmed.ncbi.nlm.nih.gov/32804644

repositoryhttps://lirias.kuleuven.be/bitstream/123456789/658812/3/4520_final.pdf

repositoryhttp://export.arxiv.org/pdf/2003.01944

Fields of Study

Osteoarthritis Treatment and MechanismsRheumatoid Arthritis Research and TherapiesTotal Knee Arthroplasty Outcomes

MeSH Terms

Supervised Machine LearningAlgorithmsHumansRadiographyObserver VariationOsteoarthritis, Knee

Keywords

OsteoarthritisArtificial intelligenceGrading (engineering)Leverage (statistics)RadiographyRegularization (linguistics)Test setMedicineTraining setComputer scienceMathematicsPhysical therapyPattern recognition (psychology)Machine learningRadiologyEngineeringPathology

Sustainable Development Goals

SDG 0: Quality Education