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Record W2899582743 · doi:10.3148/72.1.2011.37

Professional Socialization in Dietetics: A Review of the Literature

2011· article· en· W2899582743 on OpenAlexaffvenue
Debbie MacLellan, Daphne Lordly, Jacqui Gingras

Bibliographic record

VenueCanadian Journal of Dietetic Practice and Research · 2011
Typearticle
Languageen
FieldHealth Professions
TopicDietetics, Nutrition, and Education
Canadian institutionsMount Saint Vincent UniversityToronto Metropolitan UniversityUniversity of Prince Edward Island
Fundersnot available
KeywordsProfessionalizationSocializationProcess (computing)Relevance (law)PsychologyMedical educationProfessional developmentNursingPedagogyMedicineSociologySocial psychologyPolitical scienceSocial scienceComputer science

Abstract

fetched live from OpenAlex

The process of professionalization has been widely studied in nursing, but little is known about it in dietetics. We explored the process of professionalization using an integrative review of nursing literature. Three research questions were addressed: 1. What are the stages of professional socialization? 2. Who are the participants in the socialization process? 3. What challenges are associated with the socialization process? From an initial list of 322 articles compiled from a search of relevant databases, 49 English-language primary research papers were selected for review. A form of constant comparative analysis was conducted to extract relevant data into categories based on the research questions. Findings suggest that the process of professional socialization is a complex and stressful process, which occurs in three phases and begins before entry into the formal education system. Within the formal education system, faculty and preceptors can have a positive or negative impact on an individual's professional growth and development. Much work is needed to develop an understanding of this process in dietetics, but the findings will have immediate relevance to dietitians' educational and practice contexts.

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)0.005
metaresearch head score (Gemma)0.012
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: Review · Consensus signal: Review
Teacher disagreement score0.009
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0090.013
Science and technology studies0.0010.002
Scholarly communication0.0030.004
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.200
GPT teacher head0.507
Teacher spread0.307 · 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
GenreReview

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

Citations42
Published2011
Admission routes2
Has abstractyes

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Same venueCanadian Journal of Dietetic Practice and ResearchSame topicDietetics, Nutrition, and EducationFrench-language works237,207