The role and stance of francis bacon in initiating environmental crisis occurrences
Bibliographic record
Abstract
© 2014, Canadian Center of Science and Education. All rights reserved. The environmental crises of today are the resultant of human conduct with respect to conceptual, social, political and economical aspects. The conceptual-philosophical factor is the source of all these crises with an undeniable effect. Francis Bacon’s philosophical basics with no doubt are the most influential, regarding bio-environmental phenomena. He deals with the progress of the world in a manner where almost all components that contribute his philosophy to anthropology and or biology and even logic must serve human welfare at nature’s destruction cost. The attempt is made here to explain the domain of his philosophy in a manner where the effects of his opinions in initiating natural disasters are exposed. Our claim is that he is placed in the environmental ethics group of anthropocentrism.
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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 | 0.005 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.025 |
| Scholarly communication | 0.015 | 0.010 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.009 | 0.009 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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".