Technology education : international concepts and perspectives
Bibliographic record
Abstract
Contents: Gabriele Graube/Michael J. Dyrenfurth/Walter E. Theuerkauf: Preface - Gabriele Graube/Michael J. Dyrenfurth/Walter E. Theuerkauf: Introduction - Peter Meyer-Dohm: Technology Education and its Importance for Society - Michael Hacker: The Politics of the Technology Education Reform - Michael J. Dyrenfurth/Walter E. Theuerkauf/Gabriele Graube: Industry Needs and their Relationship to Technological Education - Scott D. Johnson: A Model for Enhancing Thinking and Learning Through Technology Education - Manfred Lutherdt/Bernd Hill: Structuring Innovation-Orientated Approaches to Teaching Technology - Rolf Oberliesen/Jorg Schudy: Work Orientation - Concept of Technology Education in Germany - Felix Rauner: Modern Professionality and Knowledge of the Working Process - Implications for vocational training and general education - Gabriele Graube/Walter E. Theuerkauf: Information in Technical Processes and their Significance in Real live Context - Thomas T. Liao: Engineering-Based Paradigm for K-12 Technology Education - Michael J. Dyrenfurth: Technology Education for Developing Nations - P. John Williams: Technology Education in Australia - Francisca Elton: Technology Education - A new Subject for the Chilean School Curriculum - Rudolf Pfeifer: Basic Technology and Work Education in China - Situation and Trends - Richard Kimbell: Critical Concepts Underpinning the Design and Technology Curriculum in England - Jari Lavonen/Ossi Autio: Technology Education in Finland - Joel Lebeaume: Overview on the French School System - Olaf Czech: Technology Education in Brandenburg, Germany - Moshe Barak/Arley Tamir: Technology Education in Israel - Aiming to Develop Intellectual Abilities and Skillsvia Technology Studies - Marc De Vries: Technology Education in The Netherlands - Magareta Pavlova: Technology Education in Russia and the Process of Modernisation - Michael J. Kahn/K. Mathews Mphahlele/John D. Volmink: Modernizing the Curriculum - the Politics of Technology Education in South Africa - William E. Dugger, Jr.: ITEA's Standards for Technological Literacy: Content for the Study of Technology - Gabriele Graube: Design in the Acting Field « Building and Dwelling - Anne Marie Hill: Secondary School Technology Education in Canada - Martin Fischer/Franz Stuber: Work Process Knowledge in Technology Education - Peter Eyerer/Bernd Hefer/Dorthe Krause: Interfacing between Schools, Universities and Industry by Project Work - The Education Model TheoPrax - Gabriele Graube/Walter E. Theuerkauf: Technology Education - Concepts and Possible Prospects.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.003 | 0.010 |
| Scholarly communication | 0.012 | 0.009 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.025 | 0.005 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".