Response to paper by Binkowska et al. Risk of venous thromboembolism during the use of oral estrogen-progestogenhormone therapies in light of most recent research findings. Commentary: Oestradiol is not the holy grail in the quest forthe ideal oestrogen therapy
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
AMA Douxfils J, Foidart J, Gaspard U, et al. Response to paper by Binkowska et al. Risk of venous thromboembolism during the use of oral estrogen-progestogen hormone therapies in light of most recent research findings. Commentary: Oestradiol is not the holy grail in the quest for the ideal oestrogen therapy. Menopause Review/Przegląd Menopauzalny. 2023;22(2):117-119. doi:10.5114/pm.2023.128815. APA Douxfils, J., Foidart, J., Gaspard, U., Chatel, G., Taziaux, M., & Jost, M. et al. (2023). Response to paper by Binkowska et al. Risk of venous thromboembolism during the use of oral estrogen-progestogen hormone therapies in light of most recent research findings. Commentary: Oestradiol is not the holy grail in the quest for the ideal oestrogen therapy. Menopause Review/Przegląd Menopauzalny, 22(2), 117-119. https://doi.org/10.5114/pm.2023.128815 Chicago Douxfils, Jonathan, Jean-Michel Foidart, Ulysse Gaspard, Guillaume Chatel, Mélanie Taziaux, Maud Jost, and Céline Gérard et al. 2023. "Response to paper by Binkowska et al. Risk of venous thromboembolism during the use of oral estrogen-progestogen hormone therapies in light of most recent research findings. Commentary: Oestradiol is not the holy grail in the quest for the ideal oestrogen therapy". Menopause Review/Przegląd Menopauzalny 22 (2): 117-119. doi:10.5114/pm.2023.128815. Harvard Douxfils, J., Foidart, J., Gaspard, U., Chatel, G., Taziaux, M., Jost, M., Gérard, C., and Morimont, L. (2023). Response to paper by Binkowska et al. Risk of venous thromboembolism during the use of oral estrogen-progestogen hormone therapies in light of most recent research findings. Commentary: Oestradiol is not the holy grail in the quest for the ideal oestrogen therapy. Menopause Review/Przegląd Menopauzalny, 22(2), pp.117-119. https://doi.org/10.5114/pm.2023.128815 MLA Douxfils, Jonathan et al. "Response to paper by Binkowska et al. Risk of venous thromboembolism during the use of oral estrogen-progestogen hormone therapies in light of most recent research findings. Commentary: Oestradiol is not the holy grail in the quest for the ideal oestrogen therapy." Menopause Review/Przegląd Menopauzalny, vol. 22, no. 2, 2023, pp. 117-119. doi:10.5114/pm.2023.128815. Vancouver Douxfils J, Foidart J, Gaspard U, Chatel G, Taziaux M, Jost M et al. Response to paper by Binkowska et al. Risk of venous thromboembolism during the use of oral estrogen-progestogen hormone therapies in light of most recent research findings. Commentary: Oestradiol is not the holy grail in the quest for the ideal oestrogen therapy. Menopause Review/Przegląd Menopauzalny. 2023;22(2):117-119. doi:10.5114/pm.2023.128815.
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 | 0.006 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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