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
Abstract Empiricism had dominated scientific activities for about three centuries but beginning with the 20th Century a new philosophy, phenomenology, began to develop and certain scientists who conducted research with humans began to turn to phenomenology as the basis for their scientific work rather than empiricism. What was known as the Utrecht School in Holland just after World War II , psychologists at Duquesne University during mid-twentieth century, pedagogists in Canada at about the same time and nurses later in the twentieth century all began to base their research on phenomenological philosophical principles rather than on empiricism. Certain philosophers criticized the approach of these scientists and offered their own praxis based directly on phenomenological philosophy. However, one of the members of the Duquesne University’s group strongly criticized the evaluation of his approach by the philosophers and demonstrated the significant errors of their criticism. The psychologist then clarified his scientific phenomenological approach toward psychological phenomena and emphasized the role of the phenomenological epoche’ and reduction for Husserlian scientific phenomenology.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it