Bibliographic record
Abstract
Abominable (DreamWorks movie), 33 Air Defense Identification Zone (ADIZ), 6, 108 Air-sea and space-cyber architectures, 11 Aluminum tariffs, 47 American Central Intelligence Agency (CIA), 107-108 Anglo-Saxon literature, 92 Anti Access/Area Denial strategies (A2/AD strategies), 5, 11, 108 Anti-Submarine Warfare (ASW), 115 Armed Forces of the Philippines (AFP), 148 Art of War, The (Tzu), 117 Artificial intelligence (AI), 8-9, 181, 198 ASEAN Connectivity 2025, 144 Asia bloc, 54 Asian Infrastructure Development Bank (AIIB), 53-54, 92, 107, 132 Aspirational Asia, 9 Assassin's mace (shashaojian) concept, 10 Association of Southeast Asian Nations (ASEAN), 6-7, 33, 45-46, 53, 82, 129, 142, 163 Belt and Road Initiative, 129-130 implementation challenges, 134-135 implications on trade, investment, and people, 130-132 Indo-Pacific Strategy, 129-130 perspective on BRI and strategic link to code of conduct, 132-134 perspectives on Indo-Pacific strategy, 136-139 Association of Southeast Asian Nations plus Six (ASEAN 1 6), 53 2030 automotive revolution, 60 Build Back Better World Partnership (B3W Partnership), 170-171 Build Build Build flagship program, 141 Capital flow, 130-131 Catalysts of Indo-Pacific maritime security dynamics, 7-9 Central and Eastern European Countries (CEEC), 57, 77 Central Asian societies, 96 "China as civilizational power" narrative, 3 China International Trust and Investment Corporation (CITIC), 94 China Investment Corporation (CIC), 94 China National Petroleum Corporation (CNPC), 94 China-Kyrgyzstan-Uzbekistan railway, 98 China's Maritime Silk Road project, 4 China-Pakistan Economic Corridor (C-PEC), 43, 110 Chinese Communist Party (CCP), 105, 163-164 Chinese fishing vessels, 32-33 Chinese investment strategies to enhance long-term goals, 43-44 Chinese land acquisition, 96-97 Chinese migration, 96 Chinese wave, 146-147 Code of Conduct (CoC), 132-134 Collective Security Treaty Organization (CSTO), 92 Committee on Foreign Investment in the United States (CFIUS), 184-185 Community of common destiny, 42 Comprehensive Agreement on Investment (CAI), 56, 83 Comprehensive and Progressive Agreement for Trans Pacific Partnership (CPTPP), 6 Comprehensive connectivity, 75-76 Connectivity Strategy, 76, 80, 83 Connectivity Strategy for Europe and Asia, 56 Contemporary Amperex Technology Co. Ltd. (CATL), 62 Continental shelf (CS), 30 Continental shelf matters, 32-34 Counterterrorism, 153 Counterterrorism cooperation (CTC), 146 COVID-19 outbreak, 12-13 pandemic,
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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.006 | 0.011 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.014 | 0.010 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.803 | 0.852 |
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".