MétaCan
Menu
Back to cohort
Record W4405009609 · doi:10.1016/j.nepr.2024.104220

The class of BSN 1959: Education, careers and life

2024· article· en· W4405009609 on OpenAlexaffabout
Elvi Whittaker

Bibliographic record

VenueNurse Education in Practice · 2024
Typearticle
Languageen
FieldNursing
TopicNursing education and management
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsClass (philosophy)PsychologyMedical educationMedicineComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

AIM: To document, over sixty-eight years from 1956 to 2023, the educational experiences and life choices of forty women in a Canadian baccalaureate nursing program. The longitudinal research spans initial expectations, the educational process, the commitment to a moral culture, the phase of marriage and domesticity, the ultimate choice of careers and culminating in decisions about the profession. BACKGROUND: Studies of baccalaureate nursing students has not linked early imaginings to education and its difficulties, or to later life and careers. DESIGN: The longitudinal focus covers six decades. Methodologically and theoretically, it is phenomenological and symbolic interactionist, focusing on the perspectives of the nurses as an interactive aggregate. METHODS: The work employs qualitative methods with recorded structured and unstructured interviews, informal group discussions, focus groups and ethnographic fieldwork in the training hospital, in the nurses' residence and other venues. The quantitative work involves questionnaires at selected times during their education and later lives. RESULTS: Traditional plans such as marriage and domesticity, the expected career for nurses, is altered. Attrition of half of the class from the profession is documented. The choices of types of nursing careers and careers in alternate fields are discussed. CONCLUSION: Within the context of sixty-eight years of social and ideological change, the research considers a class of nurses from their earliest career plans to final commitments. It highlights the historical options in women's lives, in nursing education and in careers.

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 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)0.002
Version: codex-gemma-dda1882f352aValidation 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: Empirical · Consensus signal: none
Teacher disagreement score0.866
Threshold uncertainty score0.383

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.012
GPT teacher head0.360
Teacher spread0.348 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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
Published2024
Admission routes2
Has abstractyes

Explore more

Same venueNurse Education in PracticeSame topicNursing education and managementFrench-language works237,207