ReviewFrontiers in psychology2026
Spatial scaffolds or spatial dependency? A structured evidence map of AR/MR interfaces for piano learning and practice.
Review in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Augmented- and mixed-reality (AR/MR) systems for piano learning and practice provide spatially aligned key highlights, piano-roll cues, virtual hands, performance feedback, and gamified guidance. Previous reviews have already identified unresolved questions concerning sight-reading, cognitive load, retention, transfer, and the possibility of interface dependence. The present review therefore does not treat these issues as previously unrecognized research gaps. Instead, it provides a structured evidence map of empirical studies of AR/MR and spatially augmented interfaces for piano learning and practice and examines how interface design relates to the kinds of learning outcomes that have been measured. Backward and forward citation tracking, supplemented by open bibliographic metadata and publisher searches, identified 36 candidate records. After two duplicate, expanded, or preliminary reports were removed or merged, 34 records were screened, 20 reports underwent detailed eligibility assessment, and 18 empirical reports were retained in the core evidence map. The reports were coded according to two dimensions: notation continuity-notation-preserving, notation-bridging, and notation-replacing interfaces-and scaffold withdrawal-persistent, contingent, progressively faded, or removed guidance. The evidence is strongest for proximal outcomes, including immediate note accuracy, task completion, usability, engagement, motivation, and perceived workload. A smaller number of studies examined repeated practice, motor-skill development, or performance after guidance was reduced or removed. However, delayed unaided transfer to conventional staff notation remains weakly tested. The available evidence therefore indicates that spatial guidance can provide effective immediate task support but does not establish that it consistently produces independent music-reading skills or that it necessarily creates dependency. The review's contribution lies in linking notation continuity, scaffold withdrawal, and outcome distance to clarify what existing studies can-and cannot-demonstrate about learning.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.