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Record W2081816451 · doi:10.1520/jai101898

Preliminary Evaluation of Selected Hockey Equipment Tested according to EN TS15256: Protective Clothing—Hand, Arm, Leg, Genital, and Neck Protectors for Use in Ice Hockey—Protectors for Players Other than Goalkeepers—Requirements and Test Methods

2009· article· en· W2081816451 on OpenAlexaffabout
Patrick J. Bishop

Bibliographic record

VenueJournal of ASTM International · 2009
Typearticle
Languageen
FieldMedicine
TopicWinter Sports Injuries and Performance
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsIce hockeyClothingNeck injuryPhysical therapyPhysical medicine and rehabilitationMedicinePoison controlMedical emergency

Abstract

fetched live from OpenAlex

Abstract Several randomly selected models of three types of protective equipment for ice hockey, protective cups, shoulder pads, and shin pads, were tested according to CEN/TS 15256. Three of the nine models of genital protectors, three of the four models of shoulder pads, and four of the fifteen models of shin pads exceeded the threshold limits defined in the Technical Specification. However, these results were not well correlated with injury data to these regions of the body as provided by Hockey Canada. It would appear that the test protocols stated in TS 15256 are not reflective of the reality of the game of ice hockey and if used are likely to drive very adequately functioning equipment from the hockey market. Substantial changes to the test methods must be considered as standards and technical specifications, or both, for personal protective equipment for ice hockey are developed.

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 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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation 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 score0.451
Threshold uncertainty score0.731

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.052
GPT teacher head0.387
Teacher spread0.335 · 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 teacher head, 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

Citations4
Published2009
Admission routes2
Has abstractyes

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