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
Here, the elementary postulates and foundations of modern accounting, as an information system, are discussed in detail. All the most important accounting methods and techniques used today in business communication and financial reporting are considered. The subject is specifically focused on accounting as an information system. These methods and techniques are scientifically based, legally regulated and generally accepted through positive accounting professional regulations. The basic assumptions from which we proceed are focused on the fact that accounting can be formed as an information system at the level of business entities. Within the framework of the basic hypothesis set out in this way, accounting, as a system, has developed by following changes, adapting to socio-economic systems. As an auxiliary hypothesis, it was taken that accounting, in its essence as an information system, takes data, which it presents in the form of information through financial statements. Therefore, the accounting system has a feedback loop between data related to balance accounts and data related to profit and loss accounts. Accounting as an information system takes the account or bill as the basic functional unit of its system.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.006 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.004 |
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