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Record W4295953383 · doi:10.4050/f-0078-2022-1319

Sikorsky Seal Leakage Criteria and Prevention Methods

2022· article· en· W4295953383 on OpenAlex
Altayeb Hashim, Joseph Buzzeo, Cody Donecker, Anthony Chory

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicMechanical Failure Analysis and Simulation
Canadian institutionsLockheed Martin (Canada)
Fundersnot available
KeywordsLeakage (economics)CrewEngineeringSeal (emblem)Labyrinth sealForensic engineeringMarine engineeringAutomotive engineeringAeronauticsMechanical engineering

Abstract

fetched live from OpenAlex

Helicopter gearbox seals typically exhibit a zero-leakage condition, especially on new helicopters. Improved lip seal materials and molding techniques, special attention to grinding seal liners, application of break-in grease, and smooth lead-in chamfers to prevent assembly damage have all contributed to excellent seal performance. Operational leakage criteria, especially for military aircraft is established for completion of missions and exceeds what is expected by operators of new helicopters or by crew chiefs and pilots who are accustomed to zero leakage or minor seal wetness. There are, on occasion, conditions where wetness or drips occur that are questioned by operators because a norm has been established. There are also occurrences where miniscule scratches in seal liners barely visible by the naked eye or microscopic nicks in seal rubber can allow minor seepage. Seal replacement can result in removal of rotors or shafting, requiring reservicing with all new lubricants and serviceability inspections, which can cause mission or delivery delays and put an extra burden on maintenance crews. This paper describes methods to eliminate leakage and provides recommended leakage criteria for safe and reliable operation.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.833
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.022
GPT teacher head0.334
Teacher spread0.312 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it