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
In this paper, we describe an event during a pediatric oncology research meeting that prompted the discussion of the ways in which hermeneutics brings a different kind of understanding to both research and practice. We claim that oncology is the practical science of handling natural science research and as such practice in oncology is deeply hermeneutic in character in its recognition of the importance, vitality, and generativity of the “individual case†even in the face of amassed, verified, and aggregate knowledge that is given from the natural science research. Oncology is always contingent, next case handling, and is not identifiable simply as something determined and guided by natural sciences alone. In the face of this, we propose that there is an obvious, profound, and natural fit of hermeneutic research in understanding the lives, relationships, suffering, and experiences that are affected by cancer.  Keywords: childhood cancer, Gadamer, hermeneutics, pediatric oncology, Robert Buckman Â
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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