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
Modernization theory (MT) developed in the context of de‐colonization and Cold War in which there were threats to the economic‐geopolitical security of the US from a poverty‐stricken Global South attracted to communism. Out of the consequent need to promote socioeconomic development in the Global South, MT emerged as an intellectual project in which many disciplines, including geography, participated. It elaborates the differences between “traditional” and “modern” societies and explains these basically by the absence of modern sociocultural values. MT has numerous problems, including its ethnocentrism and stagist thinking and its neglect of the materiality of culture and of imperialism. MT has lost some of its original popularity but continues to inform development thinking and practice. However, whether it is the traditional version of MT or any of its modern refinements or indeed the postmodernist ideas appearing to be critical of MT as a Western grand theory, the point common to all is that they fail to mount a fundamental intellectual‐political challenge to the dominance of the capitalist and imperialist economic system.
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 | 0.000 | 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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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