Recommended

Ranked recommendations

Bridge previewMaterialized ranking run

Candidate bridge papers with measured cross-cluster signal, presented as a separate experimental view.

Bridge evidence is experimental and run-specific. This page pins Bridge to rank-5a7efa5ca3; canary ML serving requires limit=20.

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.

Run context

Pinned

Rows surfaced

Top score

0.671

Snapshot

Snapshot 2026-05-21

Showing 20 papers from a materialized bridge ranking run; 20 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/W4413720412 is not in the current top 20 rows for this view, but the run context is still pinned while you switch families.

Technical run metadata

Resolved run label: shadow-gen-bridge-score-diagnostic-v1.

Ranking mode: materialized_heuristic.

Bounded Bridge scorer serving is eligible only for Bridge requests with limit=20 and the pinned Bridge run; otherwise the API uses materialized heuristic order.

Bridge run pin: rank-5a7efa5ca3. The global product run label is not sent for Bridge requests. Resolved run: rank-5a7efa5ca3; 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

Bridge preview results

Family: bridgeOrder: score desc, stable tie-breakLimit: 20

Bridge preview shows measured cross-cluster signal for the resolved run. Some rows may not pass the optional bridge gate; use the eligible-only view when you want to hide those rows.

How this Bridge list is ranked

Ordering uses recent attention, topic momentum, and topic breadth penalty.
Cross-cluster signal may be weighted for this family depending on the ranking run.
Semantic match is shown when present but not used in default ordering.

Used in ordering: Recent attention, Topic momentum, Topic breadth penalty
Measured only (transparency): Semantic match, Cross-cluster signal
Full Bridge run details are available in Technical run metadata.

Physical Modeling of a Spring Reverb Tank Incorporating Helix Angle, Damping, and Magnetic Bead Coupling
0.671
2025 | cites: 1 | jaes
BridgeBridge gate passed3 topic labels
Spacecraft and Cryogenic TechnologiesFluid Dynamics Simulations and InteractionsOil and Gas Production Techniques
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.897.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0210)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.6500)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.0600, topic_growth=1.0000, bridge=0.8972, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
CCMusic: An Open and Diverse Database for Chinese Music Information Retrieval Research
0.663
2025 | cites: 6 | tismir
BridgeBridge gate passed3 topic labels
Music and Audio ProcessingDiverse Musicological StudiesMusic Technology and Sound Studies
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.758.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: medium; used in final ranking (contribution to score: 0.1260)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5373)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.3600, topic_growth=0.8266, bridge=0.7582, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
Modeling Time-Variant Responses of Optical Compressors With Selective State Space Models
0.646
2025 | cites: 3 | jaes
BridgeBridge gate passed2 topic labels
Extremum Seeking Control SystemsReal-time simulation and control systems
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.905.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0630)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.6500)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: -0.0667)
Signals: citation_velocity=0.1800, topic_growth=1.0000, bridge=0.9046, diversity_penalty=0.3333
Open dossier Compare in evaluation Check topic momentum
Toward an Improved Auditory Model for Predicting Binaural Coloration
0.643
2025 | cites: 6 | jaes
BridgeBridge gate passed1 topic label
Color Science and Applications
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.833.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: medium; used in final ranking (contribution to score: 0.1260)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.6500)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: -0.1333)
Signals: citation_velocity=0.3600, topic_growth=1.0000, bridge=0.8332, diversity_penalty=0.6667
Open dossier Compare in evaluation Check topic momentum
Towards an 'Everything Corpus': A Framework and Guidelines for the Curation of More Comprehensive Multimodal Music Data
0.630
2025 | cites: 2 | tismir
BridgeBridge gate passed3 topic labels
Music and Audio ProcessingDiverse Musicological StudiesNatural Language Processing Techniques
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.672.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0420)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5882)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.1200, topic_growth=0.9050, bridge=0.6725, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
ChoraleBricks: A Modular Multitrack Dataset for Wind Music Research
0.624
2025 | cites: 3 | tismir
BridgeBridge gate passed3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesAnimal Vocal Communication and Behavior
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.761.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0630)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5613)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.1800, topic_growth=0.8636, bridge=0.7610, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
Inferring Communities of Medieval Music Manuscripts Using Stochastic Block Models
0.612
2026 | cites: 0 | tismir
BridgeBridge gate passed3 topic labels
Authorship Attribution and ProfilingDigital Humanities and ScholarshipMusic and Audio Processing
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.884.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0000)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.6123)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.0000, topic_growth=0.9420, bridge=0.8835, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
Beyond a Western Center of Music Information Retrieval: A Bibliometric Analysis of the First 25 Years of ISMIR Authorship
0.609
2025 | cites: 1 | tismir
BridgeBridge gate passed3 topic labels
Music and Audio ProcessingDiverse Musicological StudiesInformation Retrieval and Search Behavior
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.827.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0210)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5882)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.0600, topic_growth=0.9050, bridge=0.8267, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
Analysis of Various 3D Acquisition Techniques and Mesh Differences for Head-related Transfer Functions Calculation
0.604
2025 | cites: 1 | jaes
BridgeBridge gate passed2 topic labels
Engineering Applied ResearchSimulation and Modeling Applications
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.895.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0210)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.6500)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: -0.0667)
Signals: citation_velocity=0.0600, topic_growth=1.0000, bridge=0.8953, diversity_penalty=0.3333
Open dossier Compare in evaluation Check topic momentum
The AI Music Arms Race: On the Detection of AI-Generated Music
0.603
2025 | cites: 2 | tismir
BridgeBridge gate passed3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesTime Series Analysis and Forecasting
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.931.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0420)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5613)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.1200, topic_growth=0.8636, bridge=0.9308, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
BPSD: A Coherent Multi-Version Dataset for Analyzing the First Movements of Beethoven's Piano Sonatas
0.600
2024 | cites: 5 | tismir
BridgeBridge gate passed3 topic labels
Music and Audio ProcessingNeuroscience and Music PerceptionMusic Technology and Sound Studies
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.772.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0700)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5304)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.2000, topic_growth=0.8160, bridge=0.7716, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
STAR Drums: A Dataset for Automatic Drum Transcription
0.600
2025 | cites: 3 | tismir
BridgeBridge gate passed3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesDiverse Musicological Studies
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.857.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0630)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5373)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.1800, topic_growth=0.8266, bridge=0.8572, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
Reverse Engineering of Music Mixing Graphs With Differentiable Processors and Iterative Pruning
0.599
2025 | cites: 0 | jaes
BridgeBridge gate passed3 topic labels
Music Technology and Sound StudiesModular Robots and Swarm IntelligenceCellular Automata and Applications
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.909.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0000)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5990)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.0000, topic_growth=0.9216, bridge=0.9093, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
Issues and Challenges of Audio Technologies for the Musical Metaverse
0.595
2025 | cites: 11 | jaes
BridgeBridge gate passed1 topic label
Music Technology and Sound Studies
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.893.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: high; used in final ranking (contribution to score: 0.2310)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.4971)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: -0.1333)
Signals: citation_velocity=0.6600, topic_growth=0.7647, bridge=0.8926, diversity_penalty=0.6667
Open dossier Compare in evaluation Check topic momentum
High-Resolution Directivity Measurements of an Artificial Head and Mouth Shaped to Three Vowels
0.585
2026 | cites: 0 | jaes
BridgeBridge gate passed3 topic labels
Voice and Speech DisordersPhonetics and Phonology ResearchHearing Loss and Rehabilitation
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.834.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0000)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5850)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.0000, topic_growth=0.9000, bridge=0.8339, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
Improved Real-Time Six-Degrees-of-Freedom Dynamic Auralization Through Nonuniformly Partitioned Convolution
0.583
2025 | cites: 0 | jaes
BridgeBridge gate passed2 topic labels
Advanced Vision and ImagingImage and Video Stabilization
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.796.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0000)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.6500)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: -0.0667)
Signals: citation_velocity=0.0000, topic_growth=1.0000, bridge=0.7957, diversity_penalty=0.3333
Open dossier Compare in evaluation Check topic momentum
The GigaMIDI Dataset with Features for Expressive Music Performance Detection
0.572
2025 | cites: 2 | tismir
BridgeBridge gate passed3 topic labels
Music and Audio ProcessingMusic Technology and Sound StudiesNeuroscience and Music Perception
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.812.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0420)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5304)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.1200, topic_growth=0.8160, bridge=0.8121, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
Multimodal Datasets for Studying Expert Performances of Musical Scores
0.572
2025 | cites: 2 | tismir
BridgeBridge gate passed3 topic labels
Music Technology and Sound StudiesNeuroscience and Music PerceptionMusic and Audio Processing
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.746.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0420)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5304)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.1200, topic_growth=0.8160, bridge=0.7461, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
PESTO: Real‑Time Pitch Estimation with Self‑Supervised Transposition‑Equivariant Objective
0.572
2025 | cites: 5 | tismir
BridgeBridge gate passed3 topic labels
Music and Audio ProcessingSpeech and Audio ProcessingMusic Technology and Sound Studies
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.948.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.1050)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.4665)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.3000, topic_growth=0.7178, bridge=0.9482, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum
ImproVision Equilibrium: Toward Multimodal Musical Human-Machine Interaction
0.568
2025 | cites: 0 | tismir
BridgeBridge gate passed3 topic labels
Music Technology and Sound StudiesHuman Motion and AnimationNeuroscience and Music Perception
Near a boundary between k-means cluster centroids in embedding space (squared L2 vs other centroids); bridge family weight is zero so final_score does not use this signal. Semantic score not used.
Bridge signal: measured only. Bridge gate: passed. Bridge score: 0.821.
Cross-cluster (bridge) signal is measured for this run but is not used in final ordering.
Why this surfaced | 2 used | 1 measured | 1 penalty | 1 not computed
Semantic matchnot computed
Semantic match: not computed for this run
Recent attentionused
Recent attention: low; used in final ranking (contribution to score: 0.0000)
Topic momentumused
Topic momentum: high; used in final ranking (contribution to score: 0.5681)
Cross-cluster signalmeasured
Cross-cluster signal: high; measured only, not used in ordering (contribution to score: 0.0000)
Topic breadth penaltypenalty
Topic breadth penalty: reduces score when non-zero (contribution to score: 0.0000)
Signals: citation_velocity=0.0000, topic_growth=0.8740, bridge=0.8209, diversity_penalty=0.0000
Open dossier Compare in evaluation Check topic momentum

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.