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Record W2023723700 · doi:10.1080/14623943.2011.601562

Advancement of guided creative and critical reflection in the professional development of enterprising individuals in business and nursing

2011· article· en· W2023723700 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueReflective Practice · 2011
Typearticle
Languageen
FieldPsychology
TopicCounseling, Therapy, and Family Dynamics
Canadian institutionsToronto Metropolitan UniversityFraser InstituteFraser Health
Fundersnot available
KeywordsAcknowledgementNarrativeMetaphorContext (archaeology)SociologyProfessional developmentPedagogyStorytellingNarrative inquiryEngineering ethicsPsychologyEngineeringComputer science

Abstract

fetched live from OpenAlex

Abstract Using narrative inquiry theoretical framework with creative and critical reflection to explore the personal and the professional lives of enterprising individuals reveals how metaphors, when used within the context of professional development in business and nursing, may open gates to expand and deepen reflective process and growth. Business and nursing individuals participate in guided creative and critical reflection on their lived experiences to recreate knowledge and understanding of themselves as workers in order to reconstruct their professional profiles for improved workplace discourse. The article explores the potential of guided creative narrative reflection and metaphor in the professional development of enterprising individuals in business and nursing. Keywords: narrative inquiryreflectionmetaphorenterprising individualsprofessional development Acknowledgement This work was supported by the Travel Grant, awarded to J.K. Schwind, May 2010, by the Faculty of Community Services, Ryerson University, Toronto, Canada.

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.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.808
Threshold uncertainty score0.363

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.081
GPT teacher head0.448
Teacher spread0.367 · 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