‘Thin’ loyalty and declining attachment to the African National Congress
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
The African National Congress (ANC) has been an electorally dominant party in South African politics since 1994, with its vote share peaking in 2004 before falling to a low in the most recent 2019 general elections. Simultaneously, there have been much sharper declines in levels of ANC partisanship and assessments of government performance among the party’s own voters. This presents a puzzle: Why do a significant share of ANC voters continue to support a party that they do not ‘feel close’ to and do not believe is adequately managing the economy or the delivery of public goods? Based upon original qualitative data from semi-structured interviews with 111 intended ANC voters, I argue that there is a sizeable portion of ANC voters whose connection to the party is characterised by a conditional loyalty that falls short of a more thoroughgoing partisanship. The persistence of ‘thin’ loyalty alongside habitual and strategic voting for the ANC – especially among the ‘born free’ generation – has obfuscated the extent of decline in the perceived efficacy of voting and overall satisfaction with the outcomes of democratic politics.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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