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Record W4416406751 · doi:10.1002/ase.70155

Curriculum to career: A qualitative study of pathologists' assistant graduates' experiences

2025· article· en· W4416406751 on OpenAlexaffabout
Jina J. Y. Kum

Bibliographic record

VenueAnatomical Sciences Education · 2025
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsWestern University
Fundersnot available
KeywordsAccreditationCurriculumQualitative researchFeelingProfessional developmentStandardizationClass (philosophy)Curriculum development

Abstract

fetched live from OpenAlex

The field of pathologists' assistants (PathAs) has evolved significantly, with formal education programs now playing a crucial role in professional training. This study explores the educational experiences of PathA graduates in Canada, focusing on how accredited programs prepare students for professional practice. Eight PathAs who graduated from an accredited PathA program and were currently employed at the London Health Sciences Center in London, Ontario, participated in qualitative interviews about their educational experiences. Key themes were identified regarding motivations for entering the field, strengths and challenges of the training process, and the transition into professional practice. Participants emphasized the benefits of small class sizes, hands-on clinical rotations, and diverse institutional exposure in their education. However, challenges such as the disconnect between didactic and clinical training and the need for improved assessments during clinical rotations were identified. While graduates generally reported feeling well prepared for their roles, some noted that the transition to independent practice required additional adaptation. The study also highlights the increasing standardization of PathA education, the decline of on-the-job training pathways, and the growing need for greater public awareness of the profession. The findings suggest that integrating more practical training earlier in the curriculum, improving clinical assessments, and increasing awareness of the PathA profession through interdisciplinary initiatives could enhance educational outcomes. These insights provide guidance for current and future programs to enhance their curricula, support smooth transitions to practice, and raise awareness of the PathA profession.

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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.324
Threshold uncertainty score0.317

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
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 head0.032
GPT teacher head0.446
Teacher spread0.415 · 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 designQualitative
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
Published2025
Admission routes2
Has abstractyes

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