Paper year
2022
Detect emerging, bridge-candidate, and undercited papers inside a curated audio-ML corpus, then expose the signals behind every recommendation.
Paper dossier
Review source metadata, abstract, authors, topics, and local similarity context before moving into explanation and ranking views.
Paper year
2022
Citations
1
Authors
4
Topic labels
3
Source readout
Transactions of the International Society for Music Information Retrieval
tismir
Core corpus
6
Ranking readout
This block uses the same resolved ranking run as Recommended. Ranks here are materialized paper_scores ranks; live Emerging may be reordered by the bounded ML scorer. Family rank is global within each family, but rank is only shown when this paper lands inside the surfaced top 50.
Families present
0
Top 50
0
Run label
shadow-generalization-product-candidate-ranking-v1
Snapshot
source-snapshot-shadow-generalization-v1-20260521
Scope: family global | run rank-83787b91ef
Emerging
No materialized row for this family in the resolved run
This paper did not surface into the current materialized family row set.
Bridge
No materialized row for this family in the resolved run
This paper did not surface into the current materialized family row set.
Under-cited
No materialized row for this family in the resolved run
This paper did not surface into the current materialized family row set.
In this article we provide a case study in the datafication of historical handwritten manuscripts, which diversifies the repertoire, approaches, demographics, and institutional partnerships of MIR. The Kiselgof-Makonovetsky Digital Manuscript Project (KMDMP) is a community-based project to digitize music and text, teach, and make music from facsimiles of manuscripts held by the Vernadsky National Library of Ukraine. The corpus comprises 850 high-resolution photographs of handwritten music manuscripts and catalog pages, with a total of around 1,300 melodies. Much of the music was collected by pioneering Belarusian ethnographer Zusman Kiselgof among Jewish communities in the 'Pale of Settlement' (mostly in modern Ukraine and Belarus) during the An-Ski Expeditions of 1912-1914. The repertoire is mixed, combining typical Jewish dance and non-dance genres, European society and folklore dance music, and a relatively small quantity of songs and liturgical chant settings. The project simultaneously encodes music in formats accessible to computational musicology and enhances a creative musical community and deeply valued heritage. We introduce the project in dialogue with a recent article by Georgina Born on diversity in the field of MIR; present the material, issues for datafication, and results thus far; describe project elements that enhance musical community; demonstrate the diversity of participants with respect to age, gender, nationality, and profession; outline implications for MIR and computational ethnomusicology; and suggest new funding models and partnerships in support of cultural heritage documentation, preservation, continuity, and analysis.
Neighborhood labels
Topic labels are imported metadata and can be noisy; use them as coarse navigation hints, not authoritative classifications.
Diverse Musicological StudiesMusic and Audio ProcessingFolklore, Mythology, and Literature Studies
Neighbor surface
Similar papers use a separately configured neighbor embedding; it may differ from the embedding version used by the current ranked run.
Next handoff
01
Use Recommended to see whether this paper behaves like an emerging or undercited signal in the current ranked feed, or how it appears on the bridge preview / diagnostics view.
02
Use Trends to understand whether its attached labels are heating up or cooling down inside the curated corpus.
03
Use Evaluation to compare the dossier readout against citation and recency baselines for the same resolved family run.