Bibliographic record
Abstract
Lim was a founder-member of the People's Action Party (PAP), a fact rarely, if ever, acknowledged in the city-state, and was a rising political star in the 1950s and 1960s. He was, from all accounts, a fiery and dynamic orator and was also blessed with good organizational skills. When he took over as Secretary-General of the Singapore Factory and Shop Workers' Union (SFSWU), the union's membership swelled from 375 in April 1954 to nearly 30,000 by the end of 1955. In 1955, Lim was elected as the Assemblyman for Bukit Timah and attended the Constitutional Talks in London in 1956, along with Lee Kuan Yew. He was detained without trial in 1956, and again in 1963 during the infamous Operation Cold Store. Lim left Singapore for exile in the UK in 1969. This effectively ended Iiis political career. Lim returned to Singapore in 1979 where he died, in 1996, aged 62. His funeral was attended by a number of former PAP cabinet ministers. No less a figure than (now) Senior Minister Lee Kuan Yew of Singapore felt constrained to write: 'Because of the standards of dedication they [Lim and Iiis comrades] set, we, the English-educated PAP leaders, had to set high standards of personal integrity and spartan lifestyles to withstand their political attacks.... We became as determined as they were in pursuing our political objectives.'1 What has happened is that people like Lim Chin Siong, owing to the constraints that the Cold War imposed on Southeast Asia, became a suppressed part of the history of the Left in the anti-colonial, nationalist movements that led to independence. Comet in Our Sky takes the reader through Lim's political life during that turbulent time. Two of the longer historical assessments in the book by M. K. Rajakumar and Tan Jing Quee border on the more personal accounts of Lim given by other well-known political personages, such as Samad Ismail. Some of the material in the second part of the book was presented at various memorial meetings held in Kuala Lumpur and Singapore after Iiis death.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.014 | 0.004 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.048 | 0.010 |
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".