Role of Hormones in Oral Squamous Cell Carcinoma - An Update
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
Background: Hormones have been recognized as regulator of the cell growth, differentiation and maturation. It has become increasingly evident that hormone may play a crucial role in the genesis and progression of several cancers like those of breast, ovary, testis, thyroid, prostrate including oral cancer. Aim: Present overview aims to discuss and provide data on possible role of various hormones including stress hormone, sex hormone, parathyroid and related hormone protein, melatonin and active metabolite of vitamin D3 in causation and progression of Oral squamous cell carcinoma (OSCC). Data Acquisition: A systematic search of existing literature was carried out for the keywords like hormones and cancer, hormones and oral cancer or OSCC utilizing the Google, Google Scholar and PubMed databases for extraction, assortment and compilation of data. Inference: In conclusion, we found that hormones are directly or indirectly involved in the pathogenesis of the OSCC and can be utilized in its management and prevention.
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