Bibliographic record
Abstract
P. RAMLEE AND NEOREALISM P. Ramlee was one of the legendary filmmakers of Southeast Asia a multifaceted artist considered to be the most important creative asset of the "golden age" of cinema of Singapore and Malaysia in the 1950s and 60s. Born Teuku Zakaria bin Teuku Nyak Puteh in Penang, the Straits Settlements (now Malaysia) in 1929, he spent most of his professional career in Singapore, then a regional film production centre, working for the Shaw Brothers' Malay Film Productions. In 1964 he returned to Malaysia to work for its fledgling Merdeka (Independence) Film Productions in Kuala Lumpur. During his lifetime, P.Ramlee directed 34 features and acted in more than 60 films. The singular contribution of P. Ramlee to the development of cinema and other art forms of Singapore and Malaysia is unquestioned. In his time, he was tremendously popular and today, four decades after his premature death in...
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 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 | 0.001 | 0.001 |
| 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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".