The 18th Congress of the Baltic Association ofDermatovenerologists, Riga, Latvia, September 22-24, 2022:celebrating advances in dermatology and dermatologic therapy
Bibliographic record
Abstract
AMA Rubins A, Rubins S, Schwartz R. The 18th Congress of the Baltic Association of Dermatovenerologists, Riga, Latvia, September 22-24, 2022: celebrating advances in dermatology and dermatologic therapy. Dermatology Review/Przegląd Dermatologiczny. 2023;110(1):86-87. doi:10.5114/dr.2023.127720. APA Rubins, A., Rubins, S., & Schwartz, R. (2023). The 18th Congress of the Baltic Association of Dermatovenerologists, Riga, Latvia, September 22-24, 2022: celebrating advances in dermatology and dermatologic therapy. Dermatology Review/Przegląd Dermatologiczny, 110(1), 86-87. https://doi.org/10.5114/dr.2023.127720 Chicago Rubins, Andris, Silvestrs Rubins, and Robert A. Schwartz. 2023. "The 18th Congress of the Baltic Association of Dermatovenerologists, Riga, Latvia, September 22-24, 2022: celebrating advances in dermatology and dermatologic therapy". Dermatology Review/Przegląd Dermatologiczny 110 (1): 86-87. doi:10.5114/dr.2023.127720. Harvard Rubins, A., Rubins, S., and Schwartz, R. (2023). The 18th Congress of the Baltic Association of Dermatovenerologists, Riga, Latvia, September 22-24, 2022: celebrating advances in dermatology and dermatologic therapy. Dermatology Review/Przegląd Dermatologiczny, 110(1), pp.86-87. https://doi.org/10.5114/dr.2023.127720 MLA Rubins, Andris et al. "The 18th Congress of the Baltic Association of Dermatovenerologists, Riga, Latvia, September 22-24, 2022: celebrating advances in dermatology and dermatologic therapy." Dermatology Review/Przegląd Dermatologiczny, vol. 110, no. 1, 2023, pp. 86-87. doi:10.5114/dr.2023.127720. Vancouver Rubins A, Rubins S, Schwartz R. The 18th Congress of the Baltic Association of Dermatovenerologists, Riga, Latvia, September 22-24, 2022: celebrating advances in dermatology and dermatologic therapy. Dermatology Review/Przegląd Dermatologiczny. 2023;110(1):86-87. doi:10.5114/dr.2023.127720.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".