Bibliographic record
Abstract
'For the past half-century Frank Field has been an outstanding parliamentarian, social reformer and champion of the disadvantaged. He joined the Labour Party at the age of 16 and was expelled from it at the age of 78.' -Brian & Rachel Griffiths 'Frank Field is one of the most important, iconoclastic and remarkable politicians of his generation. This book is told with his Christian belief, regrets and all, and his trademark searing honesty.' -Nick Timmins In the increasingly dirty world of British politics, one man has stood out for unimpeachable integrity – the former Labour Member of Parliament for Birkenhead, Frank Field. In this touching but also profound memoir, the veteran former Labour MP and social campaigner Frank Field reveals the poverty of his own childhood and the deep and lasting effect of his Christian socialism. Field has spent his life fighting poverty in Britain, and has found allies on all sides of the political spectrum. In this book, Field talk about his activism, his foundational work with the Child Poverty Action Group and his work passing legislation for the Minimum Living Wage. He explains why he has dedicated his life to speaking out against the corruption of greed and power and writes with great alacrity about the titans of his political age, including Tony Blair and Margaret Thatcher. In the end, Field’s zeal for reform was too much for too many people, and, in 2015, he was deselected by his own local Labour party. Politics, Poverty and Belief is an implicit indictment of modern British politics – the world of cash for questions, Partygate and all the rest – in which the poor get poorer and the rich get richer.
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.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.016 | 0.026 |
| Scholarly communication | 0.011 | 0.007 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.008 | 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".