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Record W7084264501

Practice as Conversation: Information Literacy in Pre-Doctoral Dentistry Programs

2025· other· en· W7084264501 on OpenAlexaboutno aff

Bibliographic record

VenueIUScholarWorks (Indiana University) · 2025
Typeother
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsInformation literacyInformation systemLiteracyCurriculumMEDLINE
DOInot available

Abstract

fetched live from OpenAlex

opinion when no published research evidence exists; and considering the influence of bias in non-experimental study designs.For example, randomized controlled trials are often not available in dentistry, and a well-considered case report is often good evidence if it includes real-world constraints faced by practicing dentists. 4igher education focuses on academic pursuits, such as research and scholarship; however, dentists are often practitioners rather than scholars and are therefore far more focused on developing skills they deem most relevant.According to a 2022 survey from the American Dental Education Association (ADEA) of graduating seniors, over half of respondents (53 percent) intended to go directly into private practice upon graduation.Of the 38 percent pursuing advanced education, 57 percent were doing so in a residency that would provide advanced training in general dentistry, such as a general practice residency or advanced education in general dentistry. 5Therefore, focusing information literacy instruction on applying knowledge in a general practice context has proven more helpful than focusing instruction on conducting research.This requires librarians to shift our definition of "scholarship" to involve dentists discussing treatments with patients, assessing clinical variables, and arriving at informed decisions.In light of this focus on clinical application, dental librarians needed to reconcile information literacy concepts, including the ACRL Framework for Information Literacy for Higher Education, with meeting the needs of clinically-focused dental students. 6The authors of this chapter were members of a team who created the Dental Competencies and Information Literacy Concepts Rubric (the Rubric). 7We believe that the lessons learned in developing and using this tool may be applicable to librarians working with other practice-focused disciplines.Rubric development began in 2017 when a group of dental librarians from across the United States and Canada started work on what would become the Rubric. 8The Rubric allows librarians and dental faculty to calibrate learning outcomes with professional competencies while maximizing the expertise of the two disciplines in the education environment.It aligns dental competencies from American and Canadian accrediting bodies (Commission on Dental Accreditation and the Academy of Canadian Faculties of Dentistry, respectively) with concepts from the Framework and Bloom's Taxonomy. 9Since its publication in 2021, the Rubric has been downloaded 542 times (as of July 7, 2023).A more detailed discussion of the Rubric's development may be found in Schvaneveldt, et al., 2021. 10 In this chapter we will discuss the ways the Framework-influenced Rubric has improved our work with a practice-focused discipline.We will provide examples and insight into how we use the Rubric to improve instruction and librarian collaboration both inside and outside the classroom.Finally, we briefly discuss how the Rubric can be used as a professional development tool for librarians. Using the Rubric in Curricular InstructionRubric development integrated several resources primarily aimed at classroom instruction, making it exceptionally useful for this purpose.The Rubric can be used to determine

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.269
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.003
Open science0.0010.000
Research integrity0.0010.001
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 head0.010
GPT teacher head0.283
Teacher spread0.273 · 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
GenreOther

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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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