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Record W1565626857 · doi:10.1108/08880451011087667

The integration of course support materials into the information literacy research process

2010· article· en· W1565626857 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueThe Bottom Line Managing Library Finances · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicLibrary Science and Information Literacy
Canadian institutionsnot available
Fundersnot available
KeywordsInformation literacyOriginalityProcess (computing)Value (mathematics)Quarter (Canadian coin)Information needsCourse (navigation)Computer scienceEngineering managementKnowledge managementEngineeringPsychologyWorld Wide Web

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to explore how course informational needs are being satisfied by materials outside of traditional library resources. Design/methodology/approach The design is based on the results of a survey of instructional faculty at Central Washington University during fall quarter 2008. Findings The findings show that course support materials available through publishers meet in many cases the immediate informational needs of students. Additionally, these materials are directly tied to specific course/research needs and activities. The paper also demonstrates that these materials permit students to bypass the initial and fundamental steps of the information literacy process. Practical implications The implications may be that libraries will continue to see stagnant funding as the informational needs of students are being met through other means. The lack of complaints regarding adequate material budgets will remain strong within the library but largely silent at the campus level. Another implication is that the cost of access is now being borne by the immediate user, the student, and that the library is repurchasing similar materials for the university as a whole. Originality/value The paper provides useful information on whether course informational needs are being satisfied by materials outside of traditional library resources.

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)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication
Consensus categoriesScholarly communication
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.858
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.001
Scholarly communication0.0020.031
Open science0.0020.000
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 head0.025
GPT teacher head0.362
Teacher spread0.338 · 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