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Record W2112923356

PREPARING TOMORROW’S HEALTH CARE PROVIDERS FOR INTERPROFESSIONAL COLLABORATIVE PATIENT-CENTRED PRACTICE TODAY

2010· article· en· W2112923356 on OpenAlexvenueno aff
Aaron Chan, Victoria Wood

Bibliographic record

VenueUBC Faculty of Medicine medical journal · 2010
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsnot available
Fundersnot available
KeywordsInterprofessional educationEconomic shortageHealth careNursingCurriculumMedicineHuman servicesMedical educationPsychologyPedagogyPolitical science
DOInot available

Abstract

fetched live from OpenAlex

Interprofessional collaborative patient-centred practice is increasingly recognized as a means of addressing the challenges facing today's health care environment, such as patient safety issues, human resource shortages, and populations with complex health care needs. However, in order to be able to practice collaboratively, future health care providers need to receive an education that gives them the competencies necessary for being an effective team member. Interprofessional education provides opportunities for students to develop the knowledge, skills, and attitudes required to work as a member of an interprofessional team. This paper discusses some of the main arguments in support of moving towards collaborative practice models and advocates the need to train future health care providers using an interprofessional approach in support of this shift. This paper provides a survey of the literature in support of incorporating interprofessional education into health and human service curricula.

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)0.002
metaresearch head score (Gemma)0.021
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.777
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0010.000

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 head0.027
GPT teacher head0.456
Teacher spread0.428 · 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.

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

Citations29
Published2010
Admission routes1
Has abstractyes

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