Pool size
528
Evaluation
Evaluation v0: ranked feed vs simple baselines
Emerging familyDistributional checks only
This page calls GET /api/v1/evaluation/compare so you can inspect the same candidate pool under three orderings: materialized ranking, citation-sorted, and date-sorted. Nothing here measures whether researchers would find the papers useful; it only shows distributional checks on short lists. For Emerging, this compares the materialized paper_scores order, not the bounded ML scorer reorder.
Run label
shadow-generalization-product-candidate-ranking-v1
Embedding
shadow-generalization-text-embedding-v1
Generated at
2026-06-26
Run label filter: shadow-generalization-product-candidate-ranking-v1
Focus paper: https://openalex.org/W4415315857 | compare limit 12 Visible in: date baseline.
Interpretation guardrails
Interpretation notes
These outputs help compare ranking behavior and expose drift; they are not expert-reviewed evidence that papers are useful to researchers.
- Side-by-side lists share the same candidate pool for the selected recommendation family and corpus snapshot.
- Recency, citation, and topic summaries are coarse proxies over the short lists shown; they do not measure whether a researcher would find a paper useful.
- Topic overlap uses Jaccard similarity on topic labels attached to papers in this corpus, not semantic similarity of full text.
- Use ranked outputs for product behavior; use this endpoint to sanity-check drift against naive orderings.
Run context
Run and pool
Run shadow-generalization-product-candidate-ranking-v1 | rank-83787b91ef | snapshot source-snapshot-shadow-generalization-v1-20260521 | embedding shadow-generalization-text-embedding-v1 | pool size 528
All included works in the corpus snapshot (same candidate set as the ranking run's emerging/bridge families).
Topic labels are imported metadata and can be noisy; use them as coarse navigation hints, not authoritative classifications.
List overlap
Topic label overlap between lists
Jaccard index on the set of OpenAlex topic labels appearing in the top tags of each paper in the list. High overlap means similar topic mix, not similar intellectual content.
- Ranked vs citation baseline
- 0.5625
- Ranked vs date baseline
- 0.1250
- Citation vs date baseline
- 0.1818
Ranked (family)
List size 12Focus paper: https://openalex.org/W4415315857 is not visible in this arm.
Materialized ranking run: order by final_score descending, then work_id (stable tie-break). Blend and signals follow this run's persisted family_weights and paper_scores (semantic may be used for Emerging when configured).
Order: final_score DESC, work_id ASC
Mean year
2024.8
Median cites
5.0
Unique topics
15
Proxy stats (list-only; not relevance)
- Recency
- mean year 2024.75; min-max 2024-2025; share in latest two years 100.0%
- Citations
- mean 6.67; median 5.00; range 1-25
- Topic mix
- 15 unique labels in list; top: Music Technology and Sound Studies, Music and Audio Processing, Diverse Musicological Studies, Color Science and Applications, Extremum Seeking Control Systems
- Music Technology and Sound Studies
- Color Science and Applications
- Music and Audio ProcessingDiverse Musicological StudiesMusic Technology and Sound Studies
- Extremum Seeking Control SystemsReal-time simulation and control systems
- Music and Audio ProcessingSpeech and Audio ProcessingMusic Technology and Sound Studies
- Music and Audio ProcessingMusic Technology and Sound StudiesAnimal Vocal Communication and Behavior
- Hearing Loss and RehabilitationTactile and Sensory InteractionsImage and Video Quality Assessment
- Music and Audio ProcessingNeuroscience and Music PerceptionMusic Technology and Sound Studies
- Music and Audio ProcessingDiverse Musicological StudiesNatural Language Processing Techniques
- Neural Networks and Applications
- Music and Audio ProcessingMusic Technology and Sound StudiesTime Series Analysis and Forecasting
Citation baseline
List size 12Focus paper: https://openalex.org/W4415315857 is not visible in this arm.
Popularity-style baseline on the same pool: highest citations first (not a relevance judgment).
Order: citation_count DESC, year DESC, openalex_id ASC
Mean year
2024.7
Median cites
6.0
Unique topics
10
Proxy stats (list-only; not relevance)
- Recency
- mean year 2024.67; min-max 2024-2025; share in latest two years 100.0%
- Citations
- mean 8.50; median 6.00; range 4-25
- Topic mix
- 10 unique labels in list; top: Music Technology and Sound Studies, Music and Audio Processing, Hearing Loss and Rehabilitation, Tactile and Sensory Interactions, Image and Video Quality Assessment
- Music Technology and Sound Studies
- Hearing Loss and RehabilitationTactile and Sensory InteractionsImage and Video Quality Assessment
- 3D Surveying and Cultural Heritage
- Music and Audio ProcessingDiverse Musicological StudiesMusic Technology and Sound Studies
- Color Science and Applications
- Music and Audio ProcessingSpeech and Audio ProcessingMusic Technology and Sound Studies
- Music and Audio ProcessingNeuroscience and Music PerceptionMusic Technology and Sound Studies
Date baseline
List size 12Focus paper: https://openalex.org/W4415315857 appears in this arm.
Pure recency baseline on the same pool: newest year first (not a relevance judgment).
Order: year DESC, openalex_id ASC
Mean year
2026.0
Median cites
0.0
Unique topics
3
Proxy stats (list-only; not relevance)
- Recency
- mean year 2026.00; min-max 2026-2026; share in latest two years 100.0%
- Citations
- mean 0.08; median 0.00; range 0-1
- Topic mix
- 3 unique labels in list; top: Music and Audio Processing, Music Technology and Sound Studies, Image Processing and 3D Reconstruction
- Focus paper
- Music and Audio ProcessingMusic Technology and Sound StudiesImage Processing and 3D Reconstruction
Generated at 2026-06-26T21:26:50.576914Z. This page shows citation and date baselines plus distributional checks on short lists. For roadmap-style framing, see /api/v1/evaluation/summary.