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Record W7016187813

Writing, Developing, and Publishing Your Aviation Book

2018· article· en· W7016187813 on OpenAlexaff

Bibliographic record

VenueScholarly Commons (Embry–Riddle Aeronautical University) · 2018
Typearticle
Languageen
FieldArts and Humanities
TopicPublishing and Scholarly Communication
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsAviationPublishingPresentation (obstetrics)Project commissioningEconomic shortage
DOInot available

Abstract

fetched live from OpenAlex

As the aviation industry faces a projected shortage of aviation professionals internationally, it is increasingly important to guide and support the next generation on their path towards competence. Part of this support will require skilled teachers and researchers to contribute to aviation education through the publication of their knowledge and expertise within books. A challenge is that, through their educational journey, most aviation academics are taught the process of writing and publishing their research within academic journals. Very little direct guidance on the process, types, and publication venues of books is available. The purpose of this presentation is to outline the different pathways to book publication for aviation academics and educators: vanity publishers, academic monographs (solely authored or edited volumes), and textbooks. Each will be discussed, along with pitfalls to be avoided along the path to publication. In addition, as a significant body of research exists which outlines the features of books that best support student learning and engagement, a discussion of how to develop the structure, flow, and instructional design elements of a high-quality book will be included.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.991
Threshold uncertainty score0.194

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0090.004
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0580.062

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 head0.062
GPT teacher head0.237
Teacher spread0.175 · 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.

Study designNot applicable
Domainnot available
GenreMethods

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
Published2018
Admission routes1
Has abstractyes

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