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Record W2399705302 · doi:10.1177/1747016116649992

Evaluating the efficacy of the education and training program of the TCPS 2

2016· article· en· W2399705302 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

VenueResearch Ethics · 2016
Typearticle
Languageen
FieldMedicine
TopicEthics in Clinical Research
Canadian institutionsQueen's University
Fundersnot available
KeywordsEngineering ethicsModalitiesMedical educationPolitical scienceResearch ethicsSet (abstract data type)PsychologySociologyEngineeringComputer scienceMedicine

Abstract

fetched live from OpenAlex

In 2011, the Secretariat on Responsible Conduct of Research launched a set of educational opportunities to facilitate and enhance the dissemination of TCPS 2, the 2nd edition of the Tri-Council Policy Statement: Ethical Conduct for Research Involving Humans (2010), which guides Canadian research ethics. Three educational modalities were implemented to aid participants in developing or refining their ethical understanding and practice: (i) Regional Workshops, which brought together diverse disciplinary perspectives; (ii) the CORE tutorial, which enabled individuals to discover the various aspects and applications of the Policy; and (iii) Webinars, which provided participants with the opportunity to explore deeper dimensions of research ethics. This article reports on the findings of a national program evaluation team which measured the effectiveness of the educational program and provided recommendations for future opportunities.

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)0.062
metaresearch head score (Gemma)0.446
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.790
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0620.446
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.004
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.006
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 head0.926
GPT teacher head0.777
Teacher spread0.149 · 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