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Record W7005469052

Principles of Leadership & Management

2022· book· en· W7005469052 on OpenAlexaboutno aff

Bibliographic record

VenueKhazar University Institutional Repository (Khazar University) · 2022
Typebook
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicCell Image Analysis Techniques
Canadian institutionsnot available
Fundersnot available
KeywordsNeuroleadershipLeadership developmentTransactional leadershipReflection (computer programming)Shared leadershipLeadership studiesSpace (punctuation)Educational leadership
DOInot available

Abstract

fetched live from OpenAlex

This textbook is an open educational resource (OER) that represents just one stage of many journeys begun by others. Building on what earlier writers have compiled, predominantly on management, the book expands its focus to leadership principles with additional material on gender, diversity, inclusion, and Indigenous leadership. It also includes a Canadian perspective. There are case studies to help provide real world knowledge and the development of critical thinking and problem solving capabilities, as well as exercises, assignments and reflection for students to analyze and expand their own leadership skills. The text is directed toward students studying leadership from the viewpoint of multiple disciplines. Like the study and development of leadership itself, it is not yet complete, nor is it likely to ever be. The words of education expert Amy Collier apply well to the path of leadership and to this text: “Not-yetness is not satisfying every condition, not fully understanding something, not check-listing everything, not tidying everything, not trying to solve every problem…but creating space for emergence to take us to new and unpredictable places, to help us better understand the problems we are trying to solve” (Collier, A., 2015, para. 3). \nThere is great debate on the difference between leaders and managers. Beginning in Chapter 2, you will begin to see the terms leader and manager intermingled throughout the text. For some, this may be an affront to leadership (or management) principles, but the fact remains that good managers are leaders. Read more to support this concept by professor and researcher Henry Mintzberg. This text has been created for a course called Managing Leaders and Leadership in graduate certificate programs at Fanshawe College, and the content is geared not only toward students who are or will become formal leaders (with titles bestowed by an organization), but to those readers who may never fill an official leadership role. We all show regular everyday leadership as we go about our day-to-day lives of working, socializing, parenting, etc. – whether we are aware of it or not. The text addresses myriad leadership concepts to empower the emergence of your own personal leadership, and to assist you in allowing others to do the same. I wish you well as your authentic leadership emerges, and as you enable that emergence in others. May you find joy in the journey – both personally and professionally.

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)0.002
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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.025
Threshold uncertainty score0.083

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0020.006
Scholarly communication0.0080.003
Open science0.0020.003
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0250.022

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 head0.024
GPT teacher head0.204
Teacher spread0.180 · 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
Published2022
Admission routes1
Has abstractyes

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