Run context
Pinned
Recommended
Ranked recommendations
Under-cited feedMaterialized ranking run
Low-cite candidates that appear stronger than their current attention level.
Papers come from a materialized ranking run. The explanations reflect the recorded signal weights for the resolved run. The undercited family is scoped to a frozen low-citation candidate pool for the same corpus snapshot.
Rows surfaced
15
Top score
0.700
Snapshot
Snapshot 2026-05-21
Showing 15 papers from a materialized under-cited ranking run; 15 include topic labels.
Topic labels are imported metadata and can be noisy; use them as coarse navigation hints, not authoritative classifications.
Focus paper: https://openalex.org/W4405876086 is not in the current top 15 rows for this view, but the run context is still pinned while you switch families.
Technical run metadata
Resolved run label: shadow-generalization-product-candidate-ranking-v1.
Ranking mode: materialized_heuristic.
Run label filter: shadow-generalization-product-candidate-ranking-v1. Resolved run: rank-83787b91ef; snapshot: source-snapshot-shadow-generalization-v1-20260521.
Storage provenance: materialized family rows are read from paper_scores. Result ordering is final_score desc, work_id asc. The undercited pool definition is documented in docs/candidate-pool-low-cite.md.
Live ranking surface
Under-cited results
Family: undercitedOrder: score desc, stable tie-breakLimit: 15
- Under-cited2 topic labelsAdvanced Vision and ImagingImage and Video Stabilization
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0000, topic_growth=1.0000, diversity_penalty=0.0000
- Under-cited1 topic labelMatrix Theory and Algorithms
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0000, topic_growth=1.0000, diversity_penalty=0.0000
- Under-cited3 topic labelsAuthorship Attribution and ProfilingDigital Humanities and ScholarshipMusic and Audio Processing
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0000, topic_growth=0.9420, diversity_penalty=0.0000
- Under-cited3 topic labelsSpacecraft and Cryogenic TechnologiesFluid Dynamics Simulations and InteractionsOil and Gas Production Techniques
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0600, topic_growth=1.0000, diversity_penalty=0.2789
- Under-cited1 topic labelNeural Networks and Applications
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0600, topic_growth=1.0000, diversity_penalty=0.2789
- Under-cited2 topic labelsEngineering Applied ResearchSimulation and Modeling Applications
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0600, topic_growth=1.0000, diversity_penalty=0.2789
- Under-cited1 topic labelDigital Filter Design and Implementation
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0600, topic_growth=1.0000, diversity_penalty=0.2789
Reverse Engineering of Music Mixing Graphs With Differentiable Processors and Iterative Pruning
0.645Under-cited3 topic labelsMusic Technology and Sound StudiesModular Robots and Swarm IntelligenceCellular Automata and ApplicationsLow-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0000, topic_growth=0.9216, diversity_penalty=0.0000
High-Resolution Directivity Measurements of an Artificial Head and Mouth Shaped to Three Vowels
0.630Under-cited3 topic labelsVoice and Speech DisordersPhonetics and Phonology ResearchHearing Loss and RehabilitationLow-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0000, topic_growth=0.9000, diversity_penalty=0.0000
- Under-cited2 topic labelsExtremum Seeking Control SystemsReal-time simulation and control systems
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.1800, topic_growth=1.0000, diversity_penalty=0.5579
- Under-cited1 topic labelColor Science and Applications
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.3600, topic_growth=1.0000, diversity_penalty=0.7831
- Under-cited3 topic labelsMusic Technology and Sound StudiesHuman Motion and AnimationNeuroscience and Music Perception
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0000, topic_growth=0.8740, diversity_penalty=0.0000
- Under-cited3 topic labelsMusic and Audio ProcessingMusic Technology and Sound StudiesDiverse Music Education Insights
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0000, topic_growth=0.8636, diversity_penalty=0.0000
- Under-cited3 topic labelsMusic and Audio ProcessingMusic Technology and Sound StudiesMusicology and Musical Analysis
Low-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0000, topic_growth=0.8636, diversity_penalty=0.0000
Multimodal Raga Classification from Vocal Performances with Disentanglement and Contrastive Loss
0.605Under-cited3 topic labelsMusic and Audio ProcessingAnimal Vocal Communication and BehaviorMusic Technology and Sound StudiesLow-cite candidate pool (see docs/candidate-pool-low-cite.md v0): core corpus, recency floor, citation ceiling, title+abstract gate; popularity penalty among pool members only. Semantic and bridge not yet modeled.
Signals: citation_velocity=0.0000, topic_growth=0.8636, diversity_penalty=0.0000
Current ML boundary
Emerging can be reordered by the bounded ML scorer only when the backend rollout gate is enabled. Bridge and Under-cited are not served by that scorer; their order comes from materialized ranking rows.
Heuristic baseline
The rule-only undercited list (/api/v1/recommendations/undercited) uses the same pool definition but is not tied to a corpus snapshot. For snapshot-scoped A/B against the ranked undercited family, use Evaluation.