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
My intent here is to explore the relationship between the concepts of validity and reflexivity. Recognizing the long-standing debate over what constitutes validity (e.g., Quite contrary to other scholarly papers I have authored, I do not enter this endeavor with a specific thesis or argument; rather, in the spirit of complex thinking I attempt a "layering that bring(s) forth depth and creation of new meaning" (Doll, 2008, p. 74). My intent is to juxtapose representations of validity and reflexivity as having unambiguous meanings with other possible meanings and to see how this plays out. That is, rejecting the notion that these concepts represent a dichotomy, I explore the intertwined meanings from three paradigms significantly influencing my research (feminism, poststructuralist and positivism) to see what possibilities of meaning may emerge from this "third space" As I am a registered nurse, this exploration takes place in the context of healthcare research, where the stated focus of research is the patient and/or improving patient care. Currently, the majority of healthcare related decisions are grounded in valid quantitative evidence.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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