Bibliographic record
Abstract
It could be argued that the current adult education paradigm aligns with a liberal knowledge economy. A more critical perspective is Paulo Freire's banking education concept that removes criticality from a learner's repertoire and facilitates alignment with the prevalent liberal education and its hegemonic objectives. Drawing from Paulo Freire's (1990) Pedagogy of the Oppressed, Flores (2017) suggested that banking education teaches the oppressed to accept the oppressor's social framework. In this paper, and through the analysis of news media articles and policy documents, the author examines the phenomenon of terrorism and how a Western worldview constructs and engages in meaning-making for the reader. As a result, the author proposes a more critical cognizant adult learning model. Drawing from Habermasian theory, the need to cultivate humanity, and criticality as practiced by Critical Discourse Analysis, the author proposes a learning model construct of evolving criticality, emancipatory in intent, complex in its components and their relationships, with the intent of giving back agency to citizens.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.005 | 0.047 |
| Scholarly communication | 0.014 | 0.017 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".