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
This article reviews that neutrinos are one of the fundamental building blocks of nature and a cornerstone of the standard theory of elementary particles. Three types are known to exist: the electron neutrino, the muon neutrino, and the tau neutrino. Electron neutrinos are emitted in vast numbers by the nuclear reactions that energize the sun. They are notoriously hard to detect and require the use of massive, sophisticated devices such as the Sudbury detector. The neutrino detector identifies the interaction between a solar neutrino and a molecule of heavy water inside the acrylic vessel. Bonding structural acrylic panels together is not like gluing a model together; it's more of a casting process so the light does not reflect off the bonds. The curing rate is important because air bubbles can get trapped in the bonding syrup if it hardens too quickly. With a tolerance on the bond gap of an eighth to a sixteenth of an inch, particularly when applied to a 40-foot-diameter sphere, the accuracy of the bonding process is critical.
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 | 0.000 | 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 it