Constarium
← Search

Data · dataset · 2026

"Effects of Artificial Intelligence and Virtual Reality Assisted Instruction in Rehabilitation Education: A Meta-Analysis" (analysis code and extracted data)

Listed in ScienceDB

This dataset supports the reproducibility of all quantitative results reported in the paper "Effects of Artificial Intelligence and Virtual Reality Assisted Instruction in Rehabilitation Education: A Meta-Analysis".

Description

It contains: (1) study-level extracted data and effect sizes (Hedges' g / OR) for 29 included studies (13 on artificial intelligence and 16 on virtual reality, comprising 25 randomized controlled trials and 4 quasi-experimental studies) across four outcomes (theoretical knowledge, practical skills, higher-order abilities, and teaching satisfaction); (2) complete Python analysis code implementing random-effects pooling, subgroup analysis with Bonferroni correction, Knapp-Hartung adjustment, sensitivity analyses (S1–S3), outlier and leave-one-out analyses, Egger's and Begg's tests with the trim-and-fill method, meta-regression, and Peto cross-validation, yielding results consistent with the R metafor package; (3) environment specifications and a reproduction guide.

Running the code reproduces all pooled effect estimates, forest plots, and funnel plots reported in the manuscript and its supplementary materials.

Links

Where it is published

Catalogue records · 1

Topics

Provenance · 1 source records, 13 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.011ps10 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · scidb cnconnector:scidb_cn@1.0.0
concepts[field].anzsrc:group:4201enrichment · scidb cntaxonomy-embedding@1.0.0title+keywords+description (70%)
concepts[field].local:field:computer-science-aimapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:engineeringmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:humanitiesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:medicine-healthmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
licensesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/rights
publication_datesource · scidb cnconnector:scidb_cn@1.0.0
titlesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/title