MétaCan
Menu
← Back to cohort
Record W6928917457 · doi:10.4224/40003412

Safe securement and containment of mobility aids in the cargo compartment (phase 2)

2022· report· en· W6928917457 on OpenAlexaffvenueabout

Bibliographic record

VenueNPARC · 2022
Typereport
Languageen
Field
Topic
Canadian institutionsNational Research Council Canada
Fundersnot available
KeywordsContainment (computer programming)StakeholderAgency (philosophy)WheelchairBest practiceIdentification (biology)

Abstract

fetched live from OpenAlex

Passengers travelling with a powered mobility aid face many challenges as they travel by air, including the potential of being separated from their only mode of transportation, leaving themselves in full trust of the airlines and airports. To be proactive in addressing the issues surrounding the transportation and safe storage of wheelchairs, the Canadian Transportation Agency (CTA) mobilized an International Working Group (IWG) in 2018. One major outcome of this initiative, and of this current study, was the identification of functional and performance guidelines as well as best practices for the airlines and other stakeholders on the securement or containment of mobility aids in the cargo compartment. The CTA, Transport Canada (TC) and the National Research Council (NRC) collaborated on this study to complete the objectives of the initiative. The NRC interviewed stakeholders from all sides of the accessible air travel experience including ground services, wheelchair manufacturers, aircraft manufacturers, airlines, and travellers. To efficiently address the stated concerns, the NRC completed an in-depth investigation resulting in best practices and recommendations regarding mobility aid handling and transport. Through interviews and observations, we identified the current pain points faced during securement and containment of mobility aids in the cargo hold. The collected data helped us understand the needs of handlers and ramp personnel when they are interacting with a traveller’s powered mobility aid. Based on the observations and analysis, we were able to identify a total of 9 significant pain points and critical handler tasks. Following this, 22 interviews were conducted across 7 stakeholder groups. The results of the task analysis and interviews revealed that the process for safe securement and containment of mobility aids extends beyond the cargo hold. At a high level, our study recommends and provides the following elements related to handling powered mobility aids; • 9 functional guidelines for the safe securement and containment of powered mobility aids; • functional job aid guidance that includes clearly defined high-level steps for securement and containment, written in lay language, with visuals for quick reference; • a detailed training needs analysis (TNA) that can identify gaps in skills and knowledge for handlers with respect to securing wheelchairs. In addition to recommendations related to handling mobility aids, our study also provides recommendations related to handling powered mobility aids at a systems level: • that mobility aid original equipment manufacturers (OEMs) provide a brief document with visuals and clearly defined steps for safely disassembling and reassembling the mobility aid; • that mobility aid OEMs include securement brackets as part of their design, and that the brackets themselves be designed to be more visible; • that communication between travellers and airlines be improved by further developing the Mobility Aid Passport and Mobility Aid Handling Checklist, identified as short-term recommendations within the Mobility Aids and Air Travel Final Report (Hunter-Zaworski, 2019); • that training regulations continue to require recurrent training to prevent errors associated with skill fade; • that current training be adjusted, whether through regulation or through recommendations to airlines, as there is a gap between the current training content and the knowledge that handlers possess and are able to effectively apply on the job; 8 training-related recommendations are provided to this effect.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.018
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0020.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0100.002

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 head0.060
GPT teacher head0.350
Teacher spread0.290 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2022
Admission routes3
Has abstractyes

Explore more

Same venueNPARC→French-language works237,207→