Bibliographic record
Abstract
"Si deseamos pensar bien", dice D. Jaime Balmes en EL CRITERIO, "hemos de procurar conocer la verdad; es decir, la realidad de las cosas. ¿De qué sirve discurrir con sutileza, o con profundidad aparente, si el pensamiento no está conforme con la realidad? Un sencillo labrador, un modesto artesano, que conocen bien los objetos de su profesión, piensan y hablan mejor sobre ellos que un presuntuoso filósofo que, en encumbrados conceptos y altisonantes palabras quiere darles lecciones sobre lo que no entiende". Aparece, ahora pues, que una filosofía digna de aceptación por parte del estudiante y generalmente del hombre letrado, debe ser vital en doble sentido: debe ser filosofía viviente tanto como filosofía establecida sobre principios y términos que pueden ser traducidos de la teoría a la práctica, de la letra a la vida. En vista de esto, una filosofía de tal carácter tiene que tomar sus raíces y bases en la realidad: tiene que ser filosofía realista. (…)
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 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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 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; both teacher heads agree on what is shown here.
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".