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Record W2562696226

Perceptions of Teamwork and Interprofessional Education in Undergraduate Pharmacy Students

2016· article· en· W2562696226 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

VenuePharmacy Education · 2016
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsPharmacyTeamworkInterprofessional educationMedical educationScale (ratio)PerceptionAccreditationLikert scalePsychologyDescriptive statisticsPharmacy educationMedicinePharmacy practiceFamily medicineHealth careGeographyCartographyPolitical science
DOInot available

Abstract

fetched live from OpenAlex

Background: Interprofessional education (IPE) is a mandatory component of accredited pharmacy programs in North America, yet little is known about pharmacy students’ perceptions.Objective: To survey pharmacy students and characterise their attitudes and interest toward IPE, and identify variables associated with positive perceptions of teamwork. Methods: 88.9% of pharmacy students (n=311) in one Canadian university completed a survey consisting of the Readiness for Interprofessional Learning Scale (RIPLS) and additional questions assessing student’s skills, knowledge, and interest in collaboration in September 2015. Descriptive and univariate statistics were calculated between demographic variables and survey scores to identify associations. Results: Reported interest in future interprofessional collaborative training was 94.2%. Mean rank total RIPLS scores were significantly higher in females (p=0.000) and inversely correlated to year of pharmacy, declining by an average of 23 RIPLS points with each year (p=0.000). Conclusion: Pharmacy students are interested in IPE, but their interest but declines with year of study.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.097
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0020.000

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 head0.031
GPT teacher head0.524
Teacher spread0.493 · 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