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
Актуальность проблемы грамотного учета затрат в организации объясняется периодическим повышением штрафов за неправильное исчисление налогов и сборов или несвоевременную их уплату. Затраты влияют на определение налогооблагаемой базы по налогу на прибыль организаций, а он является одним из важнейший в РФ и крупных по размеру. Наибольшее количество нарушений, которые регистрирует налоговая службы, касаются именно расчета налога на прибыль организаций и именно в части завышения затрат, и тем самым занижения налогооблагаемой базы. Распределение затрат как по видам продукции, так и по видам самих затрат производится организацией самостоятельно на основе закрепленных способов. Грамотность определения этих способов также является объектом проверки со стороны контролирующих органов. Важно не просто использовать те или иные нормы законодательства, а правильно их интерпретировать. The relevance of the problem of competent cost accounting in the organization is explained by the periodic increase in fines for incorrect calculation of taxes and fees or their late payment. Costs affect the determination of the taxable base for corporate income tax, and it is one of the most important in the Russian Federation and large in size. The largest number of violations registered by the tax authorities relate specifically to thecalculation of corporate income tax and precisely in terms of overestimating costs, and thereby underestimatingthe taxable base. The distribution of costs both by type of product and by type of costs themselves is carried out by the organization independently on the basis of fixed methods. The literacy of the definition of these methods isalso the object of verification by the regulatory authorities. It is important not only to use certain norms of legislation, but to interpret them correctly.
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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