Cumhuriyet Döneminde Muhasebe ve Finans Alanına Katkı Veren Öncülerden A. Hikmet Keyman (1905 – 1969)
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
Researching the values that contribute to the field in accounting and finance and transferring it to the next generations will be a guide for determining where the area is coming from and where it will go. In this context, A. Hikmet Keyman, who contributed to both accounting and finance in the first quarter of the Republic and who came to the forefront with the identity of publisher, author and practitioner, was researched. Keyman, who is the subject of the study, has placed three books and more than forty articles in his busy working life. He has fulfilled the mission of establishing, maintaining and transmitting a magazine (Banking Idea and Profession Magazine) as a continuous publication in the field. Keyman, who published one of the first accounting books in the Republican period, is one of the rare accounting practitioners in accounting theories.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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