Bibliographic record
Abstract
Search for 'fracking' on the Internet and you'll find a host of videos from 'fracking 101' and 'No fracking way' to 'fracking hell', and yes, 'frack off'. This very public backlash against fracking - or hydraulic fracturing, the process of extracting natural gas from shale formations - follows the release of 'Gasland' in January 2010. The oscar-nominated documentary tracks the lives and chronic health problems of US families living in regions where shale gas drilling has taken place. Its claims of groundwater pollution amid images of flaming faucets not only angered US citizens but also roused concern at the White house. Today, the US environmental Protection agency (ePa) is investigating the safety and risk implications of hydraulic fracturing while the New York State Senate has imposed a moratorium halting all practices within its State. other US Senates, as well as canadian province Quebec, are poised to follow and the first legal claims for contamination caused by the drilling have been filed.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.001 | 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".