MétaCan
Menu
Back to cohort
Record W2327010184 · doi:10.5539/ies.v9n4p9

Teacher Attitudes to Professional Development of Proficiency in the Classroom Application of Digital Technologies

2016· article· en· W2327010184 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.

venuePublished in a venue whose home country is Canada.
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

VenueInternational Education Studies · 2016
Typearticle
Languageen
FieldComputer Science
TopicDigital literacy in education
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumClass (philosophy)Mathematics educationUsabilityProcess (computing)PsychologyProfessional developmentTeaching methodPedagogyTechnology integrationEducational technologyComputer science

Abstract

fetched live from OpenAlex

<p class="apa">The paper deals with research focused on the opinions and attitudes of biology teachers on the application of digital technologies in the process of learning and teaching. The respondents were teachers, who participated in the national project called “Modernization of the Educational Process in Elementary and Secondary Schools” realized in Slovakia between 2008–2013.</p><p class="apa">We briefly describe the course and the contents of individual modules, which were focused on the development and acquisition of specific skills in the field of effective use of modern educational technology. The key role in the methodical preparation of teachers was played by the 3rd module, which aimed to present the teachers with the examples of meaningful and methodically well prepared application of digital technologies in the teaching process, especially in connection with current digital educational contents and the curriculum of biology subject.</p><p class="apa">The second part of the study includes analysis of satisfaction among the course participants with the content, level of expertise and difficulty level of the course, as well as the analysis of their opinions and attitudes on usability of created and available model methods in the real school practice. In conclusion, we present suggestions which could, facilitate improving the quality of biology teaching in schools, in order to reflect the real needs of society.</p>

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)0.000
metaresearch head score (Gemma)0.001
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 score0.736
Threshold uncertainty score0.203

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.037
GPT teacher head0.389
Teacher spread0.351 · 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