How the World Economic Forum damages the credibility of climate science
Bibliographic record
Abstract
Abstract The World Economic Forum (WEF) was established in 1971 with the nominal purpose of bringing together leaders to discuss global problems. However, it is well on its way to becoming the most powerful institution in the world, merely by setting forth an agenda for global management that is attractive to many political and business leaders. Two of the central issues on which the WEF has focused are climate change and the pandemic. The first has a depth of scientific support, but the WEF's stance and official pronouncements on the latter were never based on normal scientific review procedures. Since the WEF was a catalyst in the rush to judgment on COVID‐19 lockdowns and vaccine mandates, this suggests that the WEF is primarily guided by political motives, not by science. In fact, the way the WEF approaches the climate issue—as an excuse to restrict freedom without promoting renewable energy sources—makes evident the true motives of the WEF. As a result of the WEF's political use of the climate issue, the validity of climate science has been tarnished in the public mind. If there were true political will to solve the existential problem for future generations, the following could be undertaken immediately: To convert the oil industry to renewable energy, national governments of the world could agree to require that the fossil fuel companies receiving tax dollars convert to renewable energy at a rate of 7%–8% per year. Compounded, within 10 years, these companies would still be dominating the energy game, but with safe sustainable alternatives.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".