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U.S. and Canadian Dental School Involvement in Extramural Programming

2001· article· en· W2418048748 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

VenueJournal of Dental Education · 2001
Typearticle
Languageen
FieldSocial Sciences
TopicService-Learning and Community Engagement
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineFamily medicinePublic healthDentistryNursing

Abstract

fetched live from OpenAlex

This project was undertaken from July 1999 to August 2000 to identify the status of extramural programming (that is, a program that has undergraduate dental students providing any aspect of dental care to individuals in settings outside the main clinical facility of the school) in North American dental schools. A survey instrument was mailed to all United States and Canadian dental schools concerning student involvement in extramural programming. The response rate was 79.7 percent. Of the schools responding, 3.9 percent did not offer extramural programming. The type of extramural sites, the percentage of schools offering each type of site, and the mean number of weeks students are at each site were as follows: hospital clinics--71 percent, 2.5 weeks; public health clinics--65 percent, 6 weeks; schools and day care centers--49, 1.7 weeks; private dental offices--37 percent, 2 weeks; and "other"--29 percent, 2.5 weeks. The average number of weeks spent at extramural site(s) per class was: freshman 1.9 weeks (SD=4.3); sophomores 2.3 weeks (SD=4.2); juniors 2.6 weeks (SD=1.9); and seniors 5.3 weeks (SD=6.7). Of total student time in extramural programming, 43.3 percent was spent delivering basic clinical services, 24.4 percent comprehensive clinical services, 11.8 percent health education, 11.8 percent preventive dentistry, and 8.7 percent community activities. From the data collected it is apparent that the majority of North American dental schools are providing a variety of extramural experiences for their dental students. It was found that student involvement in extramural programming increases gradually from the freshman to the senior year.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.507
Threshold uncertainty score0.716

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 communication0.0000.000
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 head0.025
GPT teacher head0.326
Teacher spread0.301 · 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