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

Accurate treatment effect estimation using inverse probability of treatment weighting with deep learning

JAMIA Open(2025)10.1093/jamiaopen/ooaf032Source: DataRank Database

Accurate treatment effect estimation using inverse probability of treatment weighting with deep learning is a research paper published in JAMIA Open (2025). On theSindex it has a DataRank of 0. It has been cited 2 times.

N/A

0DataRank · unranked

Scored on demand from live citation data

Open Access2 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:Funding (2 grants)Impact (FWCI 3.11)OA: goldTopics (25)IDs (PubMed, PMC, OpenAlex)

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)

Simin Ma ORCID,Nicoleta Serban ORCID,Shihao Yang ORCID,Junghwan Lee ORCID

Live enrichment

PubMed:40290454 PMC:PMC12033031 OpenAlex:https://openalex.org/W4409867059

National Institutes of Health

Grant: P30DK111024

National Institutes of Health

Grant: 3P30DK111024-07S2

Georgia Center for Diabetes Translation Research

FWCI

3.11

Citation Percentile

0.9%

Citation Trend

2025

goldLicense: cc-by

journalhttps://doi.org/10.1093/jamiaopen/ooaf032

publisherhttps://doi.org/10.1093/jamiaopen/ooaf032

publisherhttps://academic.oup.com/jamiaopen/article-pdf/8/2/ooaf032/63015020/ooaf032.pdf

repositoryhttps://pubmed.ncbi.nlm.nih.gov/40290454

repositoryhttps://www.ncbi.nlm.nih.gov/pmc/articles/12033031

Fields of Study

Advanced Causal Inference TechniquesMachine Learning in HealthcareDigital Mental Health Interventions0202 electrical engineering, electronic engineering, information engineering02 engineering and technology

Keywords

Computer sciencePropensity score matchingInterpretabilityArtificial intelligenceMachine learningWeightingInverse probability weightingAverage treatment effectDeep learningConfoundingArtificial neural networkFeature (linguistics)Data miningStatisticsMathematicsMedicinePropensity ScoreElectronic Health RecordsTreatment Effect EstimationResearch and Applications