Eficacia de las células estromales mesenquimales (MSC) como tratamiento para pacientes con enfermedad obstructiva crónica (EPOC): Revisión Sistemática
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
Objetivo: Determinar la eficacia del tratamiento con células estromales mesenquimales (MSC), en pacientes con enfermedad pulmonar obstructiva crónica (EPOC). Materiales y métodos: Análisis descriptivo, corte transversal, orientado hacia una revisión sistemática de artículos en inglés, publicados durante los últimos 6 años, en bases de datos como: PubMed, ScienceDirect, ClinicalTrials.gov; a través del uso de descriptores (DeCS) y operadores booleanos como: “Mesenchymal Stromal Cells¨ AND ¨Therapy¨ AND ¨COPD¨. Resultados: Se determinó que las MSC son prometedoras para aplicaciones terapéuticas en EPOC, dada la facilidad para obtenerlas, su escasa inmunogenicidad, sus propiedades reparadoras tisulares e inmunomodulación. Conclusiones: El éxito de esta terapia a las semanas o meses de la terapia con MSC, van a depender de la fase de la enfermedad, la presencia de exacerbaciones y factores de riesgo asociados a cada paciente.
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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.006 |
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