THEORY OF TECHNICAL SYSTEMS – LEARNING TOOL FOR ENGINEERING EDUCATION
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.
Bibliographic record
Abstract
Hubka’s theory of technical systems (TTS)describes what is common to all engineering devices,whatever their physical principles. This theory is basedon a general transformation system (TrfS), which can beused to show engineering in the contexts of society,economics and historic developments. The TS-life cycleconsists of seven major TrfS, each consisting of productspecificTrfS. Each operator of a TrfS is itself a TrfS. Theconnection to the general economy, and its financialconsequences, is shown in the TS-life cycle LC4 with itssupply chain, and stages LC6 and LC6A, the operatingproduct with its supply chain and distribution chain.Transformation systems are hierarchical. Each subsystemcan be viewed as a TrfS in its own right. Each TrfSis a sub-system to a more complex system. Invention andinnovation in TrfS can be shown (historically) to alter thestate of society, beneficially and adversely. From thisTTS, Hubka derived a systematic methodology as guide todesign engineering, novel design and re-design.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it