High Concentration<scp>PV</scp>Systems
Bibliographic record
Abstract
Reflective concentrator photovoltaic (CPV) optical systems are often considered for their broadband high-reflectivity and achromatic focus. These systems can be divided into two main categories: the trough concentrator system, and the spherical- or parabolic-type mirror system. Commercial uptake of CPV systems may depend on the recognition of the present high-yield value proposition, the mitigation of perceived risk, and the progress to higher yields. Cost and reliability mitigation has been achieved in materials count reduction. In order to receive certification, CPV modules must be designed and demonstrated to be capable of stable safe operation through any misalignment. The International Electrotechnical Commission (IEC) Technical Committee 82 maintains an on-line record of standards established and in development, relevant to CPV technology. Certification must not be confused with long-term reliability, Certification testing ensures that the module type and design meet nameplate performance rating and safety requirements and conform to type definition.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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; both teacher heads agree on what is shown here.
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".