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Record W4396739486 · doi:10.3138/9781487547721-002

FOREWORD

2023· book-chapter· en· W4396739486 on OpenAlexaboutno aff
Michael Hood, Tom Jenkins

Bibliographic record

VenueUniversity of Toronto Press eBooks · 2023
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsPhilosophy

Abstract

fetched live from OpenAlex

marks the 100th anniversary of a richly storied organization: the Royal Canadian Air Force or RCAF.We are pleased to take you on a remarkable journey spanning 100 years of the RCAF-the people, the aircraft, and the operations.Pathway to the Stars: 100 Years of the Royal Canadian Air Force is a story about courage, innovation, loyalty, honour, and sacrifice, but mostly, it describes a history created by some of Canada's most visionary and courageous problem solvers.It is also a book of firsts.The RCAF contributed many advances in aviation over the past 100 years, from helping to invent the G-suit to developing the first helicopter landing system on a naval ship, to designing the first flight safety organization to investigate crashes.It is a story about Canada and its place in the world over the past century.From humble beginnings at the birth of the first heavierthan-air flight, to global humanitarian assistance, to endeavours that reached beyond the limits of the earth itself.The RCAF's story unfolds at a time of great tragedy.In the midst of the First World War, a small group of Canadians within the British Empire began to experiment with a new form of combat: dogfighting.These pilots were similar to medieval knights that jousted in another era.Names such as Barker and Bishop would become known as legends in this nascent group of Canadian aviators.From these auspicious beginnings, the RCAF was formally created by royal decree in 1924 and would soon come into its own during another great conflict, the Second World War.During this war, Canada contributed well beyond its weight in support of combat operations globally through the creation, implementation, and operation of a massive air training organization for the entire British Commonwealth.The endeavour helped to secure peace for the Allies and left a legacy of aviation that exists to this day.At the end of

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)0.001
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.775
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0040.001
Scholarly communication0.0070.004
Open science0.0020.003
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.7750.750

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 head0.027
GPT teacher head0.205
Teacher spread0.178 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueUniversity of Toronto Press eBooks→Same topicCanadian Identity and History→French-language works237,207→