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 Arguing that ecological thinking can animate an epistemology capable of addressing feminist, multicultural, and other post-colonial concerns, this book critiques the instrumental rationality, hyperbolized autonomy, abstract individualism, and exploitation of people and places that western epistemologies of mastery have legitimated. It proposes a politics of epistemic location, sensitive to the interplay of particularity and diversity, and focused on responsible epistemic practices. Starting from an epistemological approach implicit in Rachel Carson’s scientific projects, the book draws, constructively and critically, on ecological theory and practice, on (post-Quinean) naturalized epistemology, and on feminist and post-colonial theory. Analyzing extended examples from developmental psychology, from medicine and law, and from circumstances where vulnerability, credibility, and public trust are at issue, the argument addresses the constitutive part played by an instituted social imaginary in shaping and regulating human lives. The practices and examples discussed invoke the responsibility requirements central to this text’s larger purpose of imagining, crafting, articulating a creative, innovative, instituting social imaginary, committed to interrogating entrenched hierarchical social structures, en route to enacting principles of ideal cohabitation.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it