Integral Metatheory: Beyond Specializations, Theoretical Pluralism, and Conventional Metatheory
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
Recent family and consumer science (FCS) conceptualizations of specialization embrace the notions of interdisciplinary specialist, integration of perspectives, integral specialist and a generalist in transdisciplinarity. These innovations open the door for a conversation around the impact of research methodologies (different from methods) on the profession’s body of knowledge. Conventional metatheory is explained, with four examples from the field of FCS. The paper then introduces the idea of integral metatheory, asking practitioners to strive for a deeper understanding of theoretical pluralism and a new form of synthesis: being able to integrate the results obtained from the integration of several theoretical perspectives. Instead of practicing from a platform of many individual theories, FCS professionals are asked to employ integral metatheory so they can consciously develop links among the theories and multiple perspectives, thereby leading to richer understandings of the complexity of the human condition.
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 | 0.004 | 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 | 0.004 | 0.011 |
| Scholarly communication | 0.001 | 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