Panergy Analysis: Tool for Decision-Making in Economy, Energy, Environment and Engineering
Bibliographic record
Abstract
The PANERGY concept, presented for the first time in 2009, is taken up, revised, and better explained.Panergy is a potential belonging to any "object" having a physical entity and economic value (product, service, activity, organization, institution).It consists of the amount of energy, in any form, incorporated and/or released by the object itself during its functional life.The Panergy theory establishes the complete equivalence between economic value (in monetary currency) and embodied global energy (in units of energy) at any given moment.Based on this, economic dynamics can be described with the same tools used for thermodynamics.The report introduces a further conceptual element, the "Dark Panergy", which improves the theory and shows how the Panergy Analysis, through thermodynamic methodologies, makes available and simplifies the solutions of problems that involve decisionmaking choices in economics, environment, engineering and environmental policies.Examples of application in these topics are given and in many cases the results are unorthodox.
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.
How this classification was reachedexpand
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".