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Record W2785346018 · doi:10.25304/rlt.v26.1989

Professional learning design framework: supporting technology integration in Alberta

2018· article· en· W2785346018 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 in Learning Technology · 2018
Typearticle
Languageen
FieldComputer Science
TopicOpen Education and E-Learning
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsLearning designTechnology integrationProfessional developmentEducational technologyComputer scienceKnowledge managementPedagogyEngineering managementSociologyEngineering ethicsMultimediaMathematics educationEngineeringPsychology

Abstract

fetched live from OpenAlex

Researchers around the world are interested in knowing how to support teachers in developing both their technology skills and their understanding of how educational technologies can provide opportunity to engage all learners at their skill and interest level in learning activities that were not possible without technology. The solution involves the design and development of teacher professional learning (PL). This study examines a snapshot of one school district, which has experienced a growth in available digital student technology occurring at the same time when teachers experienced a loss of traditional pen and paper resources. Qualitative and quantitative data were gathered and analysed to determine what features of PL would best support teachers in this district. These findings were then considered within the scope of government suggested policy, frameworks and reports. The final suggested framework is for a PL that is collaborative, grade and subject relevant; offers hands-on opportunities; is supported by coaching; is based on research; and is supported by leadership which provides both time and a collaboratively developed vision.Published: 5 February 2018Citation: Research in Learning Technology 2018, 26: 1989 - https://dx.doi.org/10.25304/rlt.v26.1989

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)0.007
metaresearch head score (Gemma)0.015
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.480
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0050.008
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0020.001
Research integrity0.0010.008
Insufficient payload (model declined to judge)0.0000.001

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 head0.076
GPT teacher head0.435
Teacher spread0.359 · 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