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
Why do negotiations between the State and the North Slope gas producers ignore LNG [liquefied natural gas] export proposals, including that of the Alaska Gasline Port Authority [AGPA]? The three main North Slope gas producers [ConocoPhillips, BP and ExxonMobil], and Alaska’s Murkowski Administration, agree that an overland pipeline from Prudhoe Bay, crossing Canada to the U.S. Midwest, is the most promising transport system under present and foreseeable conditions, for marketing Arctic gas. Nevertheless, plans to ship LNG in “cryogenic” [low-pressure refrigerated] tankers from a Southcentral Alaska port such as Valdez or Kenai, to the Lower 48 or East Asia remain technically plausible marketing alternatives to a transcontinental gas pipeline. Currently, the most prominent proposal for such an alternative is sponsored by the Alaska Gasline Port Authority [AGPA], a coalition of three municipalities—the North Slope and Fairbanks North Star Boroughs, and the City of Valdez—which are located North to South along the route of the TransAlaska oil pipeline from the Arctic Ocean to Prince William Sound.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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