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
The final bachelor's thesis analyzed the inventory accounting of a manufacturing company. Selected research methods: analysis of scientific literature and information sources, analysis of normative documents, data collection, data systematization, data analysis, analysis of documents and data content, relative, vertical and horizontal analysis. Findings: consumed over a period of one year to earn income for the enterprise, and the classification of inventories within the enterprise is necessary to control and monitor their movement within the enterprise. The share of inventories in current assets did not change significantly and during the analyzed period inventories accounted for about a quarter of total current assets. During the reporting period, revolving inventories were available for 26 days and sold 14 times a year. The cost of sales for the whole period analyzed was around 93%. from sales revenue, the significant impact on the cost of sales is due to the higher cost of raw materials and higher wages. The cost of sales is dominated by raw material and labor costs.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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