Bibliographic record
Abstract
The recent and continuing changes in Southeast Asia - the economic calamity in 1997-98, the overthrow of President Soeharto's New Order and the tenuous establishment of democracy, and the horrific circumstances of East Timor's independence - have disturbed Australia's security situation more seriously than anything since the 1960s, when Australia was at war (albeit covertly) with Indonesia in Borneo and had a task force in Vietnam. The rate of technological change is also unprecedented, especially in the area of information technology (IT) and its manifold applications, promising a revolution in military affairs (RMA), some aspects of which are very attractive for Australian defence planning. At the same time, the Australian Defence Force (ADF) faces the imminent prospect of 'block obsolescence' - when major platforms such as the F/A-18 Hornet multi-role fighter aircraft, the F-111 strike fighters, the P-3C Orion long-range maritime patrol aircraft, and all of the navy's surface combatants, will need to be replaced (or their tasks foregone). Addressing these issues will require the development of a sound appreciation of Australia's security environment, and of clear and coherent strategic guidance for defence force planning. The purpose of this volume is to assist and inform these processes.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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".