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
Objective: The aim of this study to determine the levels of Total triiodothyronine (T3) in patients with first episode ofEndogenous depression (prior to medical treatment) and in matched controls. Setting: Punjab Institute of Mental Health. Period: BetweenJan. and Dec.2011. Material & Methods: 100 newly diagnosed depressive patients in the age range of 18-65 years were included in thestudy. 60 healthy controls were taken from dermatological clinic. Total triiodothyronine (T3) was estimated using enzyme - immunoassay. The results obtained were analyzed using Statistical package of social sciences, Version 7.0 (SPSS 7.0). Results: No significantdifference in levels of Total triiodothyronine (T3) was found in depressive patients and control. Conclusions: Lower levels of T3 indepressive patients could lead to subclinical hypothyroidism and refractiveness. Therefore, thyroid profile in refractive patients issuggested.
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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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