2nd Doctors Without Borders Pediatric Days, Dakar December 15-16, 2017
Bibliographic record
Abstract
SF Paediatric Days est une rencontre visant a `ame ´liorer la qualite ´des soins pe ´diatriques dans les contextes humanitaires.A `notre connaissance, c'est la seule rencontre existante en pe ´diatrie humanitaire.Les secondes journe ´es se sont de ´roule ´es a ` Dakar, au Se ´ne ´gal, du 15 au 16 de ´cembre 2017, et ont re ´uni 210 participants de 53 pays, dont des membres du personnel de terrain et du sie `ge de MSF, des experts universitaires et des colle `gues non-MSF travaillant dans des contextes humanitaires.Les principaux sujets aborde ´s e ´taient l'asphyxie pe ´rinatale, les soins critiques en neurologie pe ´diatrique, la prise en charge de la douleur et les soins palliatifs.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.255 | 0.065 |
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 source (direct Gemma or distilled Codex), 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".