Progress in energy: USA–Canada special issue on energy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The current energy landscape mainly encompasses fossil fuels, renewable energy, and nuclear energy.1-8 CO2-related concerns have garnered significant research and development focus within the field of fossil fuels.7, 9-11 The development of materials and technologies plays an important role in enhancing energy efficiency and reducing the cost for renewable energy, such as solar energy and bioenergy.12-29 In the realm of nuclear energy, the fission nuclear power continues to be an essential part of low-carbon electricity generation, but more efforts are needed for the development of advanced reactors, the fabrication of nuclear fuels, the disposal of nuclear wastes, and the restoration of nuclear environment.30-32 To promote the research and development efforts for energy, ESE is going to publish a series of special issues from different countries. This is the USA–Canada special issue. The first article in this special issue is a review on rock thermal energy storage (RTES) written by Sasmito and co-workers. Thermal energy storage is essential for the utilization of thermal energy. RTES, as a thermal storage technology, has garnered notable attention owing to its advantages, including large energy storage capacity, a straightforward storage mechanism, and cost-effectiveness. However, it also faces technical challenges, such as the pressure drop across the storage system and the nonoptimal heat transfer between the heat transfer fluid and the storage medium. Addressing these challenges has spurred intensive research and development efforts. This article not only provides a comprehensive review of the advancements in RTES but also discusses nontechnical aspects, including policy and regulations. Zhang and colleagues conducted a comprehensive review of road transportation, with a particular focus on decarbonization in the second article. Achieving ultralow CO2 emissions from modern road transportation is imperative. The well-to-wheel greenhouse gas emissions of a propulsion system hinge on two critical factors: the energy efficiency of the system and the carbon intensity of the energy source. This article offers a detailed review of propulsion systems for transportation and explores the decarbonization potential inherent in various propulsion technologies. The synthetic fuel, capable of meeting all Jet A-1 specifications, has the potential for use as a jet fuel. Fischer–Tropsch-synthesized paraffinic kerosene plus aromatics (FT SPK/A) can, in principle, qualify as Jet A-1. However, significant obstacles remain in the journey toward obtaining global approval for fully formulated synthetic jet fuel. In the third article, Klerk et al. explore various refining pathways that can be utilized to produce FT SPK/A, highlighting the practicality of generating a fully formulated jet fuel through Fischer–Tropsch refining. CO serves as a crucial feedstock in the chemical industry, contributing to the production of high-value chemicals and clean fuels. This has sparked significant research interest in developing efficient CO conversion processes. Redox potential is a key thermodynamic quantity in these processes, but only standard reduction potentials at 25°C and 1 atm are available. In the last article, we reveal the effects of temperature (0–1000°C), pressure (1–100 atm), and adsorption on the redox potentials of 18 CO conversion reactions to the formation of various compounds. The predicted reduction potentials at different temperatures and pressures can be applied in the design of innovative processes. In conclusion, I express my gratitude to all authors, reviewers, and the dedicated Wiley staff for their invaluable contributions to the publication of this special issue. Professor Yun Hang Hu is the Editor-in-Chief of Energy Science & Engineering.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it