Asma infantil: la nueva relación médico-paciente en la era de Internet
Bibliographic record
Abstract
Internet, queramoslo o no, esta transformando los sistemas sanitarios en todo el mundo. Internet es no solo una fuente de informacion con un alcance sin precedentes, sino tambien un medio de comunicacion sin paralelo. Aun cuando es imposible predecir la forma exacta en la que Internet va a evolucionar, la trayectoria que ha seguido su evolucion hace facil intuir que una de sus mayores repercusiones las sentira la relacion medico-paciente. Obtener el maximo beneficio de Internet con respecto a la relacion medico-paciente, sin embargo, no sera facil. Esto requerira, en muchos casos, cambios sustanciales en los niveles de educacion del publico, en la estructura y politica del sistema de salud, y aun, en la forma en la que los seres humanos pensamos y nos comportamos. En esta sesion, los participantes tendran la oportunidad de:
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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 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 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 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".