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
Classical double entry accounting has provided the foundation for accounting within the firm for many centuries. The digitally signed receipt, an innovation from financial cryptography, gives rise to exactly duplicated entries for each of 3 parties or roles, the outcome of which we call triple entry accounting. This presents a challenge to double entry bookkeeping by expanding the use of accounting from inside firms to activity between the firms. When applied to digital cash and digital assets, the approach of negotiating a single signed receipt between parties lowers costs by delivering reliable data to support stronger accounting, and makes much stronger governance possible in a way that positively impacts on the future needs of corporate and public accounting. By turning the opinions of firm owners into facts agreed between firms, triple entry bookkeeping creates the bulletproof accounting layer to support aggressive uses and adversarial users such as are found in the Bitcoin system of transactions.
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) | 0.000 | 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